diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index f60ef2a17..11ff63577 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -8,7 +8,7 @@ jobs:
runs-on: ubuntu-latest
strategy:
matrix:
- python-version: [ "3.8", "3.9", "3.10" ]
+ python-version: ["3.9", "3.10", "3.11"]
steps:
- uses: actions/checkout@v3
@@ -22,21 +22,12 @@ jobs:
run: |
sudo apt-get update && sudo apt-get install -y libglpk-dev glpk-utils coinor-cbc
python -m pip install --upgrade pip
- pip install scikit-learn
- pip install -r requirements.txt
- - name: Install package
- run: |
- python setup.py install
+ pip install ".[develop]"
- name: Create env file
run: |
touch .env
# echo NREL_API_KEY=${{ secrets.NREL_API_KEY }} >> .env
# cat .env
- - name: Install test dependencies
- run: |
- pip install pytest
- pip install pytest-subtests
- pip install responses
- name: Run tests
run: |
PYTHONPATH=. pytest tests
diff --git a/.github/workflows/conda_build.yml b/.github/workflows/conda_build.yml
index a7246a8bb..aa01d2813 100644
--- a/.github/workflows/conda_build.yml
+++ b/.github/workflows/conda_build.yml
@@ -9,11 +9,11 @@ jobs:
name: Conda
runs-on: ubuntu-latest
steps:
- - uses: actions/checkout@v2
- - uses: conda-incubator/setup-miniconda@v2
+ - uses: actions/checkout@v4
+ - uses: conda-incubator/setup-miniconda@v3
with:
auto-update-conda: true
- python-version: 3.7
+ python-version: 3.9
- name: Build and upload conda package
shell: bash -l {0}
env:
diff --git a/.github/workflows/publish_to_pypi.yml b/.github/workflows/publish_to_pypi.yml
index a9f773336..5da98e7bf 100644
--- a/.github/workflows/publish_to_pypi.yml
+++ b/.github/workflows/publish_to_pypi.yml
@@ -8,11 +8,11 @@ jobs:
deploy:
runs-on: ubuntu-latest
steps:
- - uses: actions/checkout@v2
+ - uses: actions/checkout@v4
- name: Set up Python
- uses: actions/setup-python@v2
+ uses: actions/setup-python@v5
with:
- python-version: 3.8
+ python-version: 3.9
- name: Install dependencies
run: |
python -m pip install --upgrade pip
@@ -22,5 +22,6 @@ jobs:
TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }}
TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
run: |
- python setup.py sdist bdist_wheel
+ python -m build
+ twine check --strict dist/*
twine upload dist/*
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 3a5e0eb42..6210d47ee 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -9,7 +9,7 @@ version: 2
build:
os: ubuntu-22.04
tools:
- python: "3.8"
+ python: "3.9"
# You can also specify other tool versions:
# nodejs: "19"
# rust: "1.64"
@@ -26,6 +26,8 @@ sphinx:
# Optionally declare the Python requirements required to build your docs
python:
- install:
- - requirements: requirements.txt
- - requirements: requirements-dev.txt
+ install:
+ - method: pip
+ path: .
+ extra_requirements:
+ - develop
diff --git a/README.md b/README.md
index 4f4c3cab7..a916be508 100644
--- a/README.md
+++ b/README.md
@@ -14,73 +14,90 @@ Hybrid project power-to-x component-level system performance and financial model
`greenheart` will install alongside `hopp` by following the instructions for installing HOPP from source.
## Software requirements
-- Python version 3.8, 3.9, 3.10 64-bit
-- Other versions may still work, but have not been extensively tested at this time
+
+- Python version 3.9, 3.10, and 3.11 only (PySAM 4.2 is incompatible with 3.12)
## Installing from Package Repositories
+
1. HOPP is available as a PyPi package:
- ```
+ ```bash
pip install HOPP
```
-## Installing from Source
+## Installing from Source
+
1. Using Git, navigate to a local target directory and clone repository:
- ```
+
+ ```bash
git clone https://github.com/NREL/HOPP.git
```
2. Navigate to `HOPP`
- ```
+
+ ```bash
cd HOPP
```
3. Create a new virtual environment and change to it. Using Conda and naming it 'hopp':
- ```
+
+ ```bash
conda create --name hopp python=3.8 -y
conda activate hopp
```
-4. Install dependencies:
- ```
- conda install -c conda-forge coin-or-cbc=2.10.8 -y
- conda install -c conda-forge glpk -y
- pip install -r requirements.txt
- ```
+4. Install HOPP and its dependencies:
- Note if you are on Windows, you will have to manually install Cbc: https://github.com/coin-or/Cbc
-
- If you also want development dependencies for running tests and building docs:
-
- ```
- pip install -r requirements-dev.txt
- ```
-
-5. Install HOPP:
- ```
- pip install -e .
+ ```bash
+ conda install -y -c conda-forge coin-or-cbc=2.10.8 glpk
```
-6. The functions which download resource data require an NREL API key. Obtain a key from:
+ Note if you are on Windows, you will have to manually install Cbc: https://github.com/coin-or/Cbc.
- [https://developer.nrel.gov/signup/](https://developer.nrel.gov/signup/)
+ - If you want to just use HOPP:
+
+ ```bash
+ pip install .
+ ```
+ - If you want to work with the examples:
+
+ ```bash
+ pip install ".[examples]"
+ ```
+
+ - If you also want development dependencies for running tests and building docs:
+
+ ```bash
+ pip install -e ".[develop]"
+ ```
+
+5. The functions which download resource data require an NREL API key. Obtain a key from:
+
+ [https://developer.nrel.gov/signup/](https://developer.nrel.gov/signup/)
-7. To set up the `NREL_API_KEY` and `NREL_API_EMAIL` required for resource downloads, you can create Environment Variables called `NREL_API_KEY` and `NREL_API_EMAIL`. Otherwise, you can keep the key in a new file called ".env" in the root directory of this project.
+6. To set up the `NREL_API_KEY` and `NREL_API_EMAIL` required for resource downloads, you can create Environment Variables called `NREL_API_KEY` and `NREL_API_EMAIL`. Otherwise, you can keep the key in a new file called ".env" in the root directory of this project.
Create a file ".env" that contains the single line:
- ```
+
+ ```bash
NREL_API_KEY=key
NREL_API_EMAIL=your.name@email.com
```
+<<<<<<< HEAD
8. Verify setup by running tests:
```
pytest
+=======
+7. Verify setup by running tests:
+
+ ```bash
+ pytest tests/hopp
+>>>>>>> jared/updatefloris-hopp
```
-
-2. To set up `NREL_API_KEY` for resource downloads, first refer to section 7 and 8 above. But for the `.env` file method,
+8. To set up `NREL_API_KEY` for resource downloads, first refer to section 6 and 7 above. But for the `.env` file method,
the file should go in the working directory of your Python project, e.g. directory from where you run `python`.
## Parallel Processing for GreenHEART finite differences and design of experiments
diff --git a/examples/09-green-steel.ipynb b/examples/09-green-steel.ipynb
new file mode 100644
index 000000000..5d794f60b
--- /dev/null
+++ b/examples/09-green-steel.ipynb
@@ -0,0 +1,399 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Hybrid Plant with Wind, Solar, Battery, Hydrogen and Steel Example\n",
+ "---\n",
+ "In this example we will simulate a hybrid plant using the GreenHEART software. This software allows for the does co-design and simulation of an integrated renewable energy and steel production plant. \n",
+ "\n",
+ "This simulation starts with renewable energy generation using wind and solar PV technologies, which then can be stored in a battery or directly supplied to a PEM electrolyzer for hydrogen production. The produced hydrogen is then used as a feedstock in the steel model."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Import Required Modules\n",
+ "---\n",
+ "Begin by importing the necessary modules for the GreenHEART simulation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Users/kbrunik/github/HOPP/examples/log/hybrid_systems_2024-07-16T19.09.45.335503.log\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/kbrunik/anaconda3/envs/gh/lib/python3.8/site-packages/fastkml/config.py:28: UserWarning: Package `lxml` missing. Pretty print will be disabled\n",
+ " warnings.warn(\"Package `lxml` missing. Pretty print will be disabled\")\n"
+ ]
+ }
+ ],
+ "source": [
+ "from greenheart.simulation.greenheart_simulation import GreenHeartSimulationConfig\n",
+ "from greenheart.tools.optimization.gc_run_greenheart import run_greenheart"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load Simulation Input Files\n",
+ "---\n",
+ "Input files are in a YAML file format. Four YAML files are required for land-based analysis:\n",
+ "1. HOPP Configuration YAML\n",
+ "2. GreenHEART Configuration YAML\n",
+ "3. Wind Turbine Configuration YAML\n",
+ "4. FLORIS Configuration YAML"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### HOPP YAML Overview\n",
+ "\n",
+ "The HOPP YAML file includes information required for simulating the renewable energy generation at the plant. Such as:\n",
+ "\n",
+ "- **Analysis Location**: Specifies latitude, longitude, site boundaries, and resource files.\n",
+ "- **Generation Technologies**: Encompasses details on wind, solar PV, and battery storage systems.\n",
+ "- **General Generation Configuration Options**: Encompasses simulation options, battery dispatch strategies, and cost information."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filename_hopp_config = \"./inputs/09-inputs/plant/hopp_config_mn.yaml\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### GreenHEART YAML Overview\n",
+ "\n",
+ "The GreenHEART YAML file includes information required for simulating the renewable energy generation through the end product production (hydrogen, steel, ammonia). Such as:\n",
+ "\n",
+ "- **Plant Design Scenarios**: Specifies location and connection of individual components of plant.\n",
+ "- **Financial Parameters**: General financial parameters needed for calculating the levelized cost of product and other financial metrics.\n",
+ "- **Hydrogen Equipment Information**: Including electrolyzer specifications, compressor, pipeline, and H2 storage information.\n",
+ "- **Policy Options**: Describes options to include [IRA](https://www.whitehouse.gov/wp-content/uploads/2022/12/Inflation-Reduction-Act-Guidebook.pdf) tax incentives policy in GreenHEART simulation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filename_greenheart_config = \"./inputs/09-inputs/plant/greenheart_config_onshore_mn.yaml\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Wind Turbine and FLORIS YAML Overview\n",
+ "\n",
+ "The GreenHEART simulation runs a steady-state wake modeling tool ([FLORIS](https://www.nrel.gov/wind/floris.html)) to assess the wind farm's energy production. For accurate modeling within FLORIS, two configuration YAML files are required:\n",
+ "\n",
+ "- The **Wind Turbine YAML** file includes the description of the turbine including turbine rating rotor diameter, hub hight, and the power curve.\n",
+ "- The **FLORIS YAML** file includes atmospheric conditions and wake models used in simulation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "turbine_model = \"lbw_6MW\"\n",
+ "filename_turbine_config = \"./inputs/09-inputs/turbines/\" + turbine_model + \".yaml\"\n",
+ "filename_floris_config = \"./inputs/09-inputs/floris/floris_input_lbw_6MW.yaml\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Create Full Configuration to Run GreenHEART Simulation\n",
+ "---\n",
+ "The class `GreenHeartSimulationConfig` reads in all the required YAML files described above, allows user to set additional settings while running the GreenHEART simulation, these include:\n",
+ "- **verbose**: If set to `True` additional information about the simulation will be printed as it runs.\n",
+ "- **show_plots**: If set to `True` the plots will pop up during the simulation.\n",
+ "- **save_plots**: If set to `True` the plots will be saved in a figures folder.\n",
+ "- **use_profast**: [ProFAST](https://github.com/NREL/ProFAST) is a financial analysis software that provides a quick and convenient in-depth financial analysis for production systems and services based on Generally Accepted Accounting Principles (GAAP) methodology.\n",
+ "- **incentive_options**: Can select IRA incentives options which are located in the `GreenHEART YAML`.\n",
+ "- **plant_design_scenario**: Can select the plant design scenario from options which are located in the `GreenHEART YAML`.\n",
+ "- **output_level**: Determines what information is returned from the simulation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Turbine configuration:\n",
+ "turbine_type : lbw_6MW\n",
+ "rotor_diameter : 196.0\n",
+ "generator_efficiency : 1.0\n",
+ "turbine_rating : 6\n",
+ "hub_height : 115.0\n",
+ "ref_tilt_cp_ct : 6.0\n",
+ "pP : 1.88\n",
+ "pT : 1.88\n",
+ "TSR : 9.0\n",
+ "ref_density_cp_ct : 1.225\n",
+ "power_thrust_table : {'power': [0, 0, 0, 0, 0, 0, 0.192891513, 0.327971809, 0.39467412, 0.427218981, 0.441644409, 0.449983583, 0.452089484, 0.45277266, 0.452479626, 0.447816937, 0.437905177, 0.419995456, 0.392212744, 0.35626576, 0.317431919, 0.280508125, 0.244556295, 0.214024446, 0.188370619, 0.166658268, 0.148158593, 0.132298706, 0.118624063, 0.106770898, 0.096445757, 0.087410138, 0.079468855, 0.072461124, 0.0662537, 0.06073552, 0.055813517, 0.051409303, 0.047456543, 0.043898842, 0.040688054, 0.037782903, 0.035147871, 0.032752279, 0.030569537, 0.01371673, 0.012841467, 0.012039115, 0.011302237, 0.010624289, 0.009999496, 0.0, 0.0], 'thrust': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2701938462552998, 0.49876088677031816, 0.6410583756749411, 0.7304171026328261, 0.7820140738475616, 0.8219695127339289, 0.8352112145765765, 0.8400940247937402, 0.8379537129170351, 0.8101778683666324, 0.7672683998396476, 0.7083562153936742, 0.6350905785639259, 0.5551074611981718, 0.4788235519553873, 0.41244475217617255, 0.35190962095427364, 0.3029658154904963, 0.2632886841215642, 0.23060389109382756, 0.20333704601408872, 0.18035220902161636, 0.16080492837083768, 0.14405295244038488, 0.12959884155843146, 0.11705148949914825, 0.10609947180098464, 0.09649207076054334, 0.08802550386379156, 0.080532705961645, 0.07387566569120284, 0.0679395700022922, 0.0626283035300828, 0.05786092523660555, 0.05356890955590444, 0.04969394382759819, 0.04618618064324506, 0.04300281785004922, 0.040106954468623494, 0.017894348350362906, 0.016747646863604262, 0.015697057336370227, 0.014732694286609812, 0.013845872021549986, 0.013028935873409437, 0.0, 0.0], 'wind_speed': [0.0, 0.5, 1, 1.5, 2, 2.5, 3, 3.5, 4, 4.5, 5, 5.5, 6, 6.5, 7, 7.5, 8, 8.5, 9, 9.5, 10, 10.5, 11, 11.5, 12, 12.5, 13, 13.5, 14, 14.5, 15, 15.5, 16, 16.5, 17, 17.5, 18, 18.5, 19, 19.5, 20, 20.5, 21, 21.5, 22, 22.5, 23, 23.5, 24, 24.5, 25, 25.5, 50.0]}\n",
+ "\n",
+ "\n",
+ "Wind Capacity 1296.0 MW\n",
+ "Solar PV Capacity 100.0 MW\n",
+ "Total hybrid plant rating calculated: 1396.0 MW\n"
+ ]
+ }
+ ],
+ "source": [
+ "config = GreenHeartSimulationConfig(\n",
+ " filename_hopp_config,\n",
+ " filename_greenheart_config,\n",
+ " filename_turbine_config,\n",
+ " filename_floris_config,\n",
+ " verbose=True,\n",
+ " show_plots=False,\n",
+ " save_plots=False,\n",
+ " use_profast=True,\n",
+ " post_processing=False,\n",
+ " incentive_option=1,\n",
+ " plant_design_scenario=9,\n",
+ " output_level=7,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Run the GreenHEART Simulation\n",
+ "---\n",
+ "The simulation runs a techno-economic analysis of a given plant configuration. Data and figures are output to a seperate folder."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/kbrunik/anaconda3/envs/gh/lib/python3.8/site-packages/openmdao/core/driver.py:546: OpenMDAOWarning:Driver: No matches for pattern '*_df' in recording_options['excludes'].\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "FLORIS is the system model...\n",
+ "Simulating wind farm output in FLORIS...\n",
+ "\n",
+ "HOPP Results\n",
+ "Hybrid Annual Energy: {\"pv\": 145446392.30989665, \"wind\": 3919162140.838302, \"battery\": 6746.053954919761, \"hybrid\": 4063634075.7827663}\n",
+ "Capacity factors: {\"pv\": 21.584510274299735, \"wind\": 34.52106006573001, \"battery\": 0, \"hybrid\": 31.50179294905199}\n",
+ "Real LCOE from HOPP: {\"pv\": null, \"wind\": 0, \"battery\": null, \"hybrid\": null}\n",
+ "Took 0.543 sec to run the create clusters\n",
+ "Took 0.02 sec to run even_split_power function\n",
+ "Took 0.457 sec to run the RUN function\n",
+ "\n",
+ "Electrolyzer Physics:\n",
+ "H2 Produced Annually (tonnes): 72335.8203447573\n",
+ "Max H2 hourly (tonnes): 21.22819493972688\n",
+ "Max H2 daily (tonnes): 501.71705441147833\n",
+ "Energy to electrolyzer (kWh): 4063519525.059065\n",
+ "Energy per kg (kWh/kg): 53.248770796732956\n",
+ "Max hourly based on est kg/kWh (kg): 21241.530855154735\n",
+ "Max daily rough est (tonnes): 504.3714914187101\n",
+ "Electrolyzer Life Average Capacity Factor: 0.38874157785979035\n",
+ "\n",
+ "Hydrogen Cost Results:\n",
+ "Electrolyzer Total CAPEX $/kW: 1159.097536119984\n",
+ "Electrolyzer O&M $/kW: 28.384469868872497\n",
+ "Electrolyzer O&M $/kg: 0.4551822995987973\n",
+ "\n",
+ "\n",
+ "Desal Results\n",
+ "Average feed_water_flowrat_m3perhr 0.0\n",
+ "Average desal_capex_usd 0.0\n",
+ "Average desal_opex_usd_per_year 0.0\n",
+ "Average power_for_desal_kw 0.0\n",
+ "Average fresh_water_capacity_m3_per_hour 0.0\n",
+ "Average equipment_mass_kg 0.0\n",
+ "Average equipment_footprint_m2 0.0\n",
+ "\n",
+ "\n",
+ "\n",
+ "Compressor Results:\n",
+ "Total H2 Flowrate (kg/hr): 0.0\n",
+ "Compressor_power (kW): 0.0\n",
+ "Compressor capex [USD]: 0.0\n",
+ "Compressor opex [USD/yr]: 0.0\n",
+ "\n",
+ "H2 Storage Results:\n",
+ "H2 storage capex: $192,026,830\n",
+ "H2 storage annual opex: $6,372,571/yr\n",
+ "H2 storage capacity (tonnes): 4492.357913772651\n",
+ "H2 storage cost $/kg of H2: 42.7452206867359\n",
+ "\n",
+ "Energy/Power Results:\n",
+ "Supply (MWh): 4063634075.7827787\n",
+ "Desal (kW): 0\n",
+ "Transport compressor (kW): 0.0\n",
+ "Storage compression, refrigeration, etc (kW): 0.0\n",
+ "\n",
+ "Platform Results\n",
+ "topmass_kg 0.00\n",
+ "toparea_m2 0.00\n",
+ "platform_mass_tonnes 0.00\n",
+ "capex 0.00\n",
+ "opex 0.00\n",
+ "\n",
+ "CAPEX Breakdown\n",
+ "wind 1423.01 M\n",
+ "wave 0.00 M\n",
+ "solar 99.10 M\n",
+ "battery 37.00 M\n",
+ "platform 0.00 M\n",
+ "electrical_export_system 0.00 M\n",
+ "desal 0.00 M\n",
+ "electrolyzer 1344.55 M\n",
+ "h2_pipe_array 0.00 M\n",
+ "h2_transport_compressor 0.00 M\n",
+ "h2_transport_pipeline 0.00 M\n",
+ "h2_storage 201.75 M\n",
+ "\n",
+ "Total system CAPEX: $3.11 B\n",
+ "\n",
+ "Annual OPEX Breakdown\n",
+ "wind_and_electrical 41.28 M\n",
+ "platform 0.00 M\n",
+ "wave 0.00 M\n",
+ "solar 0.00 M\n",
+ "battery 0.00 M\n",
+ "desal 0.00 M\n",
+ "electrolyzer 32.93 M\n",
+ "h2_pipe_array 0.00 M\n",
+ "h2_transport_compressor 0.00 M\n",
+ "h2_transport_pipeline 0.00 M\n",
+ "h2_storage 6.70 M\n",
+ "\n",
+ "Total Annual OPEX: $80.90 M\n",
+ "{'wind_and_electrical': 41275150.0816766, 'platform': 0.0, 'wave': 0.0, 'solar': array([2017.2]), 'battery': 9.25, 'desal': 0.0, 'electrolyzer': 32925985.047892097, 'h2_pipe_array': 0.0, 'h2_transport_compressor': 0.0, 'h2_transport_pipeline': 0.0, 'h2_storage': 6695182.743335924}\n",
+ "hybrid plant capacity factor: 0.31008366876226856\n",
+ "\n",
+ "ProFAST LCOE: 70.02 $/MWh\n",
+ "\n",
+ "LCOH grid only: 7.40 $/kg\n",
+ "ProFAST grid only NPV: -0.00\n",
+ "ProFAST grid only IRR: 0.09480\n",
+ "ProFAST grid only LCO: 7.40 $/kg\n",
+ "ProFAST grid only Profit Index: 2.70\n",
+ "ProFAST grid only payback period: 10\n",
+ "\n",
+ "ProFAST LCOH: 5.98 $/kg\n",
+ "ProFAST NPV: 0.00\n",
+ "ProFAST IRR: 0.09480\n",
+ "ProFAST LCO: 5.98 $/kg\n",
+ "ProFAST Profit Index: 2.28\n",
+ "ProFAST payback period: 9\n",
+ "Investor NPV: 1464.28 M USD\n",
+ "Investor MIRR: 0.08766 \n",
+ "Investor ROI: 0.46102 \n",
+ "Running steel\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "# for analysis\n",
+ "prob, config = run_greenheart(config, run_only=True)\n",
+ "\n",
+ "# for optimization\n",
+ "# prob, config = run_greenheart(config, run_only=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Key Output Values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "LCOE: [70.01808687] [$/MWh]\n",
+ "LCOH: [5.98395904] [$/kg]\n",
+ "LCOS: [1074.79967214] [$/metric-tonne]\n"
+ ]
+ }
+ ],
+ "source": [
+ "lcoe = prob.get_val(\"lcoe\", units=\"USD/(MW*h)\")\n",
+ "lcoh = prob.get_val(\"lcoh\", units=\"USD/kg\")\n",
+ "lcos = prob.get_val(\"lcos\", units=\"USD/t\")\n",
+ "\n",
+ "print(\"LCOE: \", lcoe, \"[$/MWh]\")\n",
+ "print(\"LCOH: \", lcoh, \"[$/kg]\")\n",
+ "print(\"LCOS: \", lcos, \"[$/metric-tonne]\")"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "gh",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.19"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/10-offshore-green-hydrogen.ipynb b/examples/10-offshore-green-hydrogen.ipynb
new file mode 100644
index 000000000..f226a4847
--- /dev/null
+++ b/examples/10-offshore-green-hydrogen.ipynb
@@ -0,0 +1,492 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Hybrid Plant with Offshore Wind, Solar, Battery and Hydrogen Example\n",
+ "---\n",
+ "In this example we will simulate an offshore hybrid plant using the GreenHEART software. This software can be configured to simulate both onshore and offshore plant scenarios.\n",
+ "\n",
+ "This simulation starts with renewable energy generation using offshore wind and solar PV technologies, which then can be stored in a battery or directly supplied to a PEM electrolyzer for hydrogen production. If the hydrogen is produced offshore it can be transport onshore for use or storage or be stored offshore."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Import Required Modules\n",
+ "---\n",
+ "Begin by importing the necessary modules for the GreenHEART simulation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Users/kbrunik/github/HOPP/examples/log/hybrid_systems_2024-07-16T20.36.10.728977.log\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/kbrunik/anaconda3/envs/gh/lib/python3.8/site-packages/fastkml/config.py:28: UserWarning: Package `lxml` missing. Pretty print will be disabled\n",
+ " warnings.warn(\"Package `lxml` missing. Pretty print will be disabled\")\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "ORBIT library intialized at '/Users/kbrunik/github/HOPP/examples/./inputs/10-inputs/'\n"
+ ]
+ }
+ ],
+ "source": [
+ "#general imports\n",
+ "import os\n",
+ "\n",
+ "# GreenHEART imports\n",
+ "from greenheart.simulation.greenheart_simulation import GreenHeartSimulationConfig\n",
+ "from greenheart.tools.optimization.gc_run_greenheart import run_greenheart\n",
+ "\n",
+ "# ORBIT imports\n",
+ "from ORBIT.core.library import initialize_library\n",
+ "initialize_library(os.path.join(os.getcwd(), \"./inputs/10-inputs/\"))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load Simulation Input Files\n",
+ "---\n",
+ "Input files are in a YAML file format. Five YAML files are required for offshore analysis:\n",
+ "1. HOPP Configuration YAML\n",
+ "2. GreenHEART Configuration YAML\n",
+ "3. Wind Turbine Configuration YAML\n",
+ "4. FLORIS Configuration YAML\n",
+ "5. ORBIT Configuration YAML"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### HOPP YAML Overview\n",
+ "\n",
+ "The HOPP YAML file includes information required for simulating the renewable energy generation at the plant. Such as:\n",
+ "\n",
+ "- **Analysis Location**: Specifies latitude, longitude, site boundaries, and resource files.\n",
+ "- **Generation Technologies**: Encompasses details on wind, solar PV, and battery storage systems.\n",
+ "- **General Generation Configuration Options**: Encompasses simulation options, battery dispatch strategies, and cost information."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filename_hopp_config = \"./inputs/10-inputs/plant/hopp_config_gom.yaml\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### GreenHEART YAML Overview\n",
+ "\n",
+ "The GreenHEART YAML file includes information required for simulating the renewable energy generation through the end product production (hydrogen, steel, ammonia). Such as:\n",
+ "\n",
+ "- **Plant Design Scenarios**: Specifies location and connection of individual components of plant.\n",
+ "- **Financial Parameters**: General financial parameters needed for calculating the levelized cost of product and other financial metrics.\n",
+ "- **Hydrogen Equipment Information**: Including electrolyzer specifications, compressor, pipeline, and H2 storage information.\n",
+ "- **Policy Options**: Describes options to include [IRA](https://www.whitehouse.gov/wp-content/uploads/2022/12/Inflation-Reduction-Act-Guidebook.pdf) tax incentives policy in GreenHEART simulation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filename_greenheart_config = \"./inputs/10-inputs/plant/greenheart_config_offshore_gom.yaml\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### Wind Turbine and FLORIS YAML Overview\n",
+ "\n",
+ "The GreenHEART simulation runs a steady-state wake modeling tool ([FLORIS](https://www.nrel.gov/wind/floris.html)) to assess the wind farm's energy production. For accurate modeling within FLORIS, two configuration YAML files are required:\n",
+ "\n",
+ "- The **Wind Turbine YAML** file includes the description of the turbine including turbine rating rotor diameter, hub hight, and the power curve.\n",
+ "- The **FLORIS YAML** file includes atmospheric conditions and wake models used in simulation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "turbine_model = \"osw_17MW\"\n",
+ "filename_turbine_config = \"./inputs/10-inputs/turbines/\" + turbine_model + \".yaml\"\n",
+ "filename_floris_config = \"./inputs/10-inputs/floris/floris_input_\" + turbine_model + \".yaml\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### ORBIT YAML Overview\n",
+ "\n",
+ "The GreenHEART simulation uses [ORBIT](https://www.nrel.gov/docs/fy20osti/77081.pdf) to calculate offshore wind component, installation and balance-of-system costs. ORBIT requires a YAML file which includes:\n",
+ "- **Additional Site Information**: Used for parameterizing the offshore environment.\n",
+ "- **Equipment Information**: Includes specifications for cabling, substructure design, etc.\n",
+ "- **Vessel Information**: Information about vessels used to install and maintain offshore plant.\n",
+ "- **Installation Information**: Installation availability and installation phases."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filename_orbit_config= \"./inputs/10-inputs/plant/orbit-config-\"+turbine_model+\"-gom.yaml\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Create Full Configuration to Run GreenHEART Simulation\n",
+ "---\n",
+ "The class `GreenHeartSimulationConfig` reads in all the required YAML files described above, allows user to set additional settings while running the GreenHEART simulation, these include:\n",
+ "- **verbose**: If set to `True` additional information about the simulation will be printed as it runs.\n",
+ "- **show_plots**: If set to `True` the plots will pop up during the simulation.\n",
+ "- **save_plots**: If set to `True` the plots will be saved in a figures folder.\n",
+ "- **use_profast**: [ProFAST](https://github.com/NREL/ProFAST) is a financial analysis software that provides a quick and convenient in-depth financial analysis for production systems and services based on Generally Accepted Accounting Principles (GAAP) methodology.\n",
+ "- **incentive_options**: Can select IRA incentives options which are located in the `GreenHEART YAML`.\n",
+ "- **plant_design_scenario**: Can select the plant design scenario from options which are located in the `GreenHEART YAML`.\n",
+ "- **output_level**: Determines what information is returned from the simulation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Plant configuration:\n",
+ "turbine : osw_17MW\n",
+ "installation_availability : 0.7\n",
+ "site : {'area': 142, 'depth': 45, 'distance': 141.5414, 'distance_to_landfall': 44.74089, 'mean_windspeed': False}\n",
+ "plant : {'capacity': 986, 'layout': 'grid', 'num_turbines': 58, 'row_spacing': 7, 'substation_distance': 1, 'turbine_spacing': 7}\n",
+ "landfall : {'interconnection_distance': 5, 'trench_length': 4}\n",
+ "array_cable_install_vessel : example_cable_lay_vessel\n",
+ "export_cable_install_vessel : example_cable_lay_vessel\n",
+ "oss_install_vessel : example_heavy_lift_vessel\n",
+ "spi_vessel : example_scour_protection_vessel\n",
+ "wtiv : example_wtiv\n",
+ "OffshoreSubstationInstallation : {'feeder': 'example_heavy_feeder', 'num_feeders': 1}\n",
+ "array_system : {'free_cable_length': 0.5}\n",
+ "array_system_design : {'cables': ['XLPE_185mm_66KV', 'XLPE_630mm_66KV']}\n",
+ "export_system_design : {'cables': ['XLPE_1000m_220kV'], 'percent_added_length': 0.1}\n",
+ "scour_protection_design : {'cost_per_tonne': 40, 'scour_protection_depth': 1}\n",
+ "MonopileDesign : {'monopile_steel_cost': 3500, 'tp_steel_cost': 4500}\n",
+ "design_phases : ['ArraySystemDesign', 'MonopileDesign', 'ScourProtectionDesign', 'ElectricalDesign']\n",
+ "install_phases : {'MonopileInstallation': 0, 'ExportCableInstallation': 0, 'ScourProtectionInstallation': ('MonopileInstallation', 0.1), 'OffshoreSubstationInstallation': 0, 'ArrayCableInstallation': ('MonopileInstallation', 0.2), 'TurbineInstallation': ('MonopileInstallation', 0.3)}\n",
+ "project_parameters : {'turbine_capex': 1500, 'opex_rate': 53.25648}\n",
+ "\n",
+ "Turbine configuration:\n",
+ "turbine_type : osw_17MW\n",
+ "generator_efficiency : 0.957563\n",
+ "turbine_rating : 17.0\n",
+ "rated_windspeed : 7.0\n",
+ "hub_height : 168.0\n",
+ "pP : 1.88\n",
+ "pT : 1.88\n",
+ "rotor_diameter : 278.035\n",
+ "TSR : 9.0\n",
+ "ref_tilt_cp_ct : 6.0\n",
+ "tower : {'deck_space': 78.5, 'mass': 560, 'length': 163, 'sections': 2, 'section_diameters': [10.0, 9.0], 'section_heights': [0.0, 163.0]}\n",
+ "nacelle : {'deck_space': 281, 'mass': 1003}\n",
+ "blade : {'length': 123, 'deck_space': 553.5, 'mass': 91}\n",
+ "ref_density_cp_ct : 1.225\n",
+ "power_thrust_table : {'power': [0.0, 0.16865464, 0.37619304, 0.42067177, 0.43252714, 0.43554184, 0.43572894, 0.43572894, 0.43572894, 0.43572894, 0.43572894, 0.42027282, 0.37547625, 0.339614, 0.22896413, 0.15532944, 0.10691674, 0.0750524, 0.05388202, 0.03962032, 0.02985469, 0.0, 0.0], 'thrust': [0.0, 0.79301095, 0.76374783, 0.76731939, 0.76137324, 0.75671907, 0.7496741, 0.7496741, 0.7496741, 0.7496741, 0.7496741, 0.65776665, 0.54309148, 0.47233399, 0.29520804, 0.1944985, 0.13271888, 0.09351834, 0.06798931, 0.05096422, 0.03934766, 0.0, 0.0], 'wind_speed': [0.0, 3, 4.27204607, 5.30403148, 6.08010611, 6.58835037, 6.82095822, 6.86755938, 7.1926538, 7.79124841, 8.6541495, 9.76810389, 10.7501945, 11.11600255, 12.67714331, 14.42754887, 16.34033501, 18.38612357, 20.5334936, 22.74946399, 25, 25.02, 50.0]}\n",
+ "\n",
+ "\n",
+ "Wind Capacity 986.0 MW\n",
+ "Solar PV Capacity 1.0 MW\n",
+ "Total hybrid plant rating calculated: 987.0 MW\n"
+ ]
+ }
+ ],
+ "source": [
+ "config = GreenHeartSimulationConfig(\n",
+ " filename_hopp_config=filename_hopp_config,\n",
+ " filename_greenheart_config=filename_greenheart_config,\n",
+ " filename_turbine_config=filename_turbine_config,\n",
+ " filename_orbit_config=filename_orbit_config,\n",
+ " filename_floris_config=filename_floris_config,\n",
+ " verbose=True,\n",
+ " show_plots=False,\n",
+ " save_plots=False,\n",
+ " use_profast=True,\n",
+ " post_processing=False,\n",
+ " incentive_option=1,\n",
+ " plant_design_scenario=1,\n",
+ " output_level=5,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Run the GreenHEART Simulation\n",
+ "---\n",
+ "The simulation runs a techno-economic analysis of a given plant configuration. Data and figures are output to a seperate folder."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/kbrunik/anaconda3/envs/gh/lib/python3.8/site-packages/openmdao/core/driver.py:546: OpenMDAOWarning:Driver: No matches for pattern '*_df' in recording_options['excludes'].\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Installation CapEx: 284 M\n",
+ "System CapEx: 383 M\n",
+ "Turbine CapEx: 1479 M\n",
+ "Soft CapEx: 636 M\n",
+ "Total CapEx: 2933 M\n",
+ "Annual OpEx Rate: 52510889 \n",
+ "\n",
+ "Installation Time: 24397 h\n",
+ "\n",
+ "N Substations: 2\n",
+ "N cables: 4\n",
+ "\n",
+ "\n",
+ "Cable specific costs\n",
+ "Export cable installation CAPEX: 71.71 M USD\n",
+ "\n",
+ "\n",
+ "FLORIS is the system model...\n",
+ "Simulating wind farm output in FLORIS...\n",
+ "\n",
+ "HOPP Results\n",
+ "Hybrid Annual Energy: {\"pv\": 1851330.6142037676, \"wind\": 3755361454.261004, \"battery\": 75138.86048135585, \"hybrid\": 3757287923.7356806}\n",
+ "Capacity factors: {\"pv\": 27.474084457361847, \"wind\": 43.47811662661976, \"battery\": 0, \"hybrid\": 39.46690193295024}\n",
+ "Real LCOE from HOPP: {\"pv\": null, \"wind\": 0, \"battery\": null, \"hybrid\": null}\n",
+ "Took 0.428 sec to run the create clusters\n",
+ "Took 0.018 sec to run even_split_power function\n",
+ "Took 0.37 sec to run the RUN function\n",
+ "\n",
+ "Electrolyzer Physics:\n",
+ "H2 Produced Annually (tonnes): 67061.82816844688\n",
+ "Max H2 hourly (tonnes): 16.845396595785363\n",
+ "Max H2 daily (tonnes): 374.52842729971854\n",
+ "Energy to electrolyzer (kWh): 3757044331.492995\n",
+ "Energy per kg (kWh/kg): 53.072107593872985\n",
+ "Max hourly based on est kg/kWh (kg): 16732.022781762502\n",
+ "Max daily rough est (tonnes): 369.2200172815903\n",
+ "Electrolyzer Life Average Capacity Factor: 0.4287818009808715\n",
+ "\n",
+ "Hydrogen Cost Results:\n",
+ "Electrolyzer Total CAPEX $/kW: 1159.0975361199842\n",
+ "Electrolyzer O&M $/kW: 28.384469868872504\n",
+ "Electrolyzer O&M $/kg: 0.4173326026903101\n",
+ "\n",
+ "\n",
+ "Desal Results\n",
+ "Average feed_water_flowrat_m3perhr 0.0\n",
+ "Average desal_capex_usd 0.0\n",
+ "Average desal_opex_usd_per_year 0.0\n",
+ "Average power_for_desal_kw 0.0\n",
+ "Average fresh_water_capacity_m3_per_hour 0.0\n",
+ "Average equipment_mass_kg 0.0\n",
+ "Average equipment_footprint_m2 0.0\n",
+ "\n",
+ "\n",
+ "\n",
+ "Compressor Results:\n",
+ "Total H2 Flowrate (kg/hr): 0.0\n",
+ "Compressor_power (kW): 0.0\n",
+ "Compressor capex [USD]: 0.0\n",
+ "Compressor opex [USD/yr]: 0.0\n",
+ "\n",
+ "H2 Transport Pipe Results\n",
+ "Grade none\n",
+ "Outer diameter (mm) 0.0\n",
+ "Inner Diameter (mm) 0.0\n",
+ "Schedule none\n",
+ "Thickness (mm) 0.0\n",
+ "volume [m3] 0.0\n",
+ "weight [kg] 0.0\n",
+ "mat cost [$] 0.0\n",
+ "labor cost [$] 0.0\n",
+ "misc cost [$] 0.0\n",
+ "ROW cost [$] 0.0\n",
+ "total capital cost [$] 0.0\n",
+ "annual operating cost [$] 0.0\n",
+ "\n",
+ "\n",
+ "\n",
+ "H2 Storage Results:\n",
+ "H2 storage capex: $135,456,462\n",
+ "H2 storage annual opex: $4,564,755/yr\n",
+ "H2 storage capacity (tonnes): 7757.01222731938\n",
+ "H2 storage cost $/kg of H2: 17.46245313449388\n",
+ "\n",
+ "Energy/Power Results:\n",
+ "Supply (MWh): 3757287923.735689\n",
+ "Desal (kW): 0\n",
+ "Transport compressor (kW): 0.0\n",
+ "Storage compression, refrigeration, etc (kW): 0.0\n",
+ "\n",
+ "Platform Results\n",
+ "topmass_kg 0.00\n",
+ "toparea_m2 0.00\n",
+ "platform_mass_tonnes 0.00\n",
+ "capex 0.00\n",
+ "opex 0.00\n",
+ "\n",
+ "CAPEX Breakdown\n",
+ "wind 2329.22 M\n",
+ "wave 0.00 M\n",
+ "solar 0.99 M\n",
+ "battery 37.00 M\n",
+ "platform 0.00 M\n",
+ "electrical_export_system 463.97 M\n",
+ "desal 0.00 M\n",
+ "electrolyzer 1142.87 M\n",
+ "h2_pipe_array 0.00 M\n",
+ "h2_transport_compressor 0.00 M\n",
+ "h2_transport_pipeline 0.00 M\n",
+ "h2_storage 138.84 M\n",
+ "\n",
+ "Total system CAPEX: $4.11 B\n",
+ "\n",
+ "Annual OPEX Breakdown\n",
+ "wind_and_electrical 50.84 M\n",
+ "platform 0.00 M\n",
+ "wave 0.00 M\n",
+ "solar 0.00 M\n",
+ "battery 0.00 M\n",
+ "desal 0.00 M\n",
+ "electrolyzer 27.99 M\n",
+ "h2_pipe_array 0.00 M\n",
+ "h2_transport_compressor 0.00 M\n",
+ "h2_transport_pipeline 0.00 M\n",
+ "h2_storage 4.68 M\n",
+ "\n",
+ "Total Annual OPEX: $83.51 M\n",
+ "{'wind_and_electrical': 50842355.20761452, 'platform': 0.0, 'wave': 0.0, 'solar': array([2017.2]), 'battery': 9.25, 'desal': 0.0, 'electrolyzer': 27987087.29070829, 'h2_pipe_array': 0.0, 'h2_transport_compressor': 0.0, 'h2_transport_pipeline': 0.0, 'h2_storage': 4678874.262470229}\n",
+ "hybrid plant capacity factor: 0.3945852314122999\n",
+ "\n",
+ "ProFAST LCOE: 147.75 $/MWh\n",
+ "\n",
+ "LCOH grid only: 6.91 $/kg\n",
+ "ProFAST grid only NPV: -0.00\n",
+ "ProFAST grid only IRR: 0.11000\n",
+ "ProFAST grid only LCO: 6.91 $/kg\n",
+ "ProFAST grid only Profit Index: 3.03\n",
+ "ProFAST grid only payback period: 8\n",
+ "\n",
+ "ProFAST LCOH: 7.97 $/kg\n",
+ "ProFAST NPV: -0.00\n",
+ "ProFAST IRR: 0.11000\n",
+ "ProFAST LCO: 7.97 $/kg\n",
+ "ProFAST Profit Index: 2.61\n",
+ "ProFAST payback period: 8\n",
+ "Investor NPV: 2440.83 M USD\n",
+ "Investor MIRR: 0.10284 \n",
+ "Investor ROI: 0.59199 \n"
+ ]
+ }
+ ],
+ "source": [
+ "# for analysis\n",
+ "prob, config = run_greenheart(config, run_only=True)\n",
+ "\n",
+ "# for optimization\n",
+ "# prob, config = run_greenheart(config, run_only=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Key Output Values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "LCOE: [147.74611336] [$/MWh]\n",
+ "LCOH: [7.97388197] [$/kg]\n"
+ ]
+ }
+ ],
+ "source": [
+ "lcoe = prob.get_val(\"lcoe\", units=\"USD/(MW*h)\")\n",
+ "lcoh = prob.get_val(\"lcoh\", units=\"USD/kg\")\n",
+ "\n",
+ "print(\"LCOE: \", lcoe, \"[$/MWh]\")\n",
+ "print(\"LCOH: \", lcoh, \"[$/kg]\")"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "gh",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.19"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/inputs/09-inputs/floris/floris_input_lbw_6MW.yaml b/examples/inputs/09-inputs/floris/floris_input_lbw_6MW.yaml
new file mode 100644
index 000000000..e5b650cec
--- /dev/null
+++ b/examples/inputs/09-inputs/floris/floris_input_lbw_6MW.yaml
@@ -0,0 +1,76 @@
+name: Gauss
+description: Three turbines using Gauss model
+floris_version: v3.0.0
+
+logging:
+ console:
+ enable: false
+ level: WARNING
+ file:
+ enable: false
+ level: WARNING
+
+solver:
+ type: turbine_grid
+ turbine_grid_points: 1
+
+flow_field:
+ air_density: 1.225
+ reference_wind_height: -1 # -1 is code for use the hub height
+ turbulence_intensity: 0.06
+ wind_directions:
+ - 270.0
+ wind_shear: 0.33
+ wind_speeds:
+ - 8.0
+ wind_veer: 0.0
+
+wake:
+ model_strings:
+ combination_model: sosfs
+ deflection_model: gauss
+ turbulence_model: crespo_hernandez
+ velocity_model: gauss
+
+ enable_secondary_steering: false
+ enable_yaw_added_recovery: false
+ enable_transverse_velocities: false
+
+ wake_deflection_parameters:
+ gauss:
+ ad: 0.0
+ alpha: 0.58
+ bd: 0.0
+ beta: 0.077
+ dm: 1.0
+ ka: 0.38
+ kb: 0.004
+ jimenez:
+ ad: 0.0
+ bd: 0.0
+ kd: 0.05
+
+ wake_velocity_parameters:
+ cc:
+ a_s: 0.179367259
+ b_s: 0.0118889215
+ c_s1: 0.0563691592
+ c_s2: 0.13290157
+ a_f: 3.11
+ b_f: -0.68
+ c_f: 2.41
+ alpha_mod: 1.0
+ gauss:
+ alpha: 0.58
+ beta: 0.077
+ ka: 0.38
+ kb: 0.004
+ jensen:
+ we: 0.05
+
+ wake_turbulence_parameters:
+ crespo_hernandez:
+ initial: 0.1
+ constant: 0.5
+ ai: 0.8
+ downstream: -0.32
\ No newline at end of file
diff --git a/examples/inputs/09-inputs/plant/default_fin_config.yaml b/examples/inputs/09-inputs/plant/default_fin_config.yaml
new file mode 100644
index 000000000..40c1f7b0d
--- /dev/null
+++ b/examples/inputs/09-inputs/plant/default_fin_config.yaml
@@ -0,0 +1,33 @@
+battery_system:
+ batt_replacement_schedule_percent:
+ - 0
+ batt_bank_replacement:
+ - 0
+ batt_replacement_option: 0
+ batt_computed_bank_capacity: 0
+ batt_meter_position: 0
+system_costs:
+ om_fixed:
+ - 1
+ om_production:
+ - 2
+ om_capacity:
+ - 0
+ om_batt_fixed_cost: 42.888
+ om_batt_variable_cost:
+ - 0
+ om_batt_capacity_cost: 0
+ om_batt_replacement_cost: 0
+ om_replacement_cost_escal: 0
+system_use_lifetime_output: 0
+financial_parameters:
+ inflation_rate: 2.5
+ real_discount_rate: 6.4
+cp_capacity_credit_percent:
+ - 0
+degradation:
+ - 0
+revenue:
+ ppa_price_input:
+ - 0.01
+ ppa_escalation: 1
diff --git a/examples/inputs/09-inputs/plant/greenheart_config_onshore_mn.yaml b/examples/inputs/09-inputs/plant/greenheart_config_onshore_mn.yaml
new file mode 100644
index 000000000..aa7002bbd
--- /dev/null
+++ b/examples/inputs/09-inputs/plant/greenheart_config_onshore_mn.yaml
@@ -0,0 +1,397 @@
+site:
+ mean_windspeed: False
+ depth: 0 #m
+ wind_layout:
+ row_spacing: 5 # Also defined in ORBIT config for offshore layout. Greenheart config values override the values in ORBIT.
+ turbine_spacing: 5 # Also defined in ORBIT config for offshore layout. Greenheart config values override the values in ORBIT.
+ grid_angle: 0 # wind layout grid angle in degrees where 0 is north, increasing clockwise
+ row_phase_offset: 0 # wind layout offset of turbines along row from one row to the next
+project_parameters:
+ project_lifetime: 30
+ grid_connection: False # option, can be turned on or off
+ ppa_price: 0.025 # $/kWh based on 2022 land based wind market report (ERCOT area ppa prices) https://www.energy.gov/sites/default/files/2022-08/land_based_wind_market_report_2202.pdf
+ hybrid_electricity_estimated_cf: 0.492 #should equal 1 if grid_connection = True
+ atb_year: 2030
+ cost_year: 2020 # to match ATB
+ installation_time: 36 # months
+finance_parameters:
+ costing_general_inflation: 0.025 # used to adjust modeled costs to cost_year
+ profast_general_inflation: 0 # based on 2022 ATB
+ discount_rate: 0.0948 # nominal return based on 2022 ATB basline workbook
+ debt_equity_split: False # 2022 ATB uses 68.5% debt
+ debt_equity_ratio: 1.72
+ property_tax: 0.01 # percent of CAPEX # combined with property insurance then between H2A and H2FAST defaults
+ property_insurance: 0.005 # percent of CAPEX # combined with property tax then between H2A and H2FAST defaults
+ total_income_tax_rate: 0.2574 # 0.257 tax rate in 2022 atb baseline workbook # current federal income tax rate, but proposed 2023 rate is 0.28. No state income tax in Texas
+ capital_gains_tax_rate: 0.15 # H2FAST default
+ sales_tax_rate: 0.0 #Verify that a different rate shouldn't be used # minimum total sales tax rate in Corpus Christi https://www.cctexas.com/detail/corpus-christi-type-fund-purpose - does this apply to H2?
+ debt_interest_rate: 0.046
+ debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH
+ loan_period: 0 # H2FAST default, not used for revolving debt
+ cash_onhand_months: 1 # H2FAST default
+ administrative_expense_percent_of_sales: 0.00 #Check this # percent of sales H2FAST default
+ depreciation_method: "MACRS" # can be "MACRS" or "Straight line" - MACRS may be better and can reduce LCOH by more than $1/kg and is spec'd in the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507
+ depreciation_period: 7 # years - as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507
+ depreciation_period_electrolyzer: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507
+ discount_years:
+ wind: 2020 # Updated for GS
+ wind_and_electrical: 2020 # Updated for GS
+ wave: 2020 # confirmed by Kaitlin Brunik 20240103
+ solar: 2020 # Updated for GS
+ battery: 2020 # Updated for GS
+ platform: 2022 # TODO ask Nick and Charlie
+ electrical_export_system: 2022 # also from ORBIT, so match wind assumptions. TODO ask Sophie Bradenkamp
+ desal: 2013 # from code citation: https://www.nrel.gov/docs/fy16osti/66073.pdf
+ electrolyzer: 2020 # 2020 for singlitico2021, 2016 # for simple h2 cost model in hopp (see https://www.hydrogen.energy.gov/pdfs/19009_h2_production_cost_pem_electrolysis_2019.pdf) ## 2020 # based on IRENA report https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2020/Dec/IRENA_Green_hydrogen_cost_2020.pdf
+ h2_transport_compressor: 2016 # listed in code header
+ h2_storage:
+ pressure_vessel: 2022 # based on readme for Compressed_gas_function
+ pipe: 2019 # Papadias 2021
+ salt_cavern: 2019 # Papadias 2021
+ turbine: 2003 # assumed based on Kottenstette 2004
+ lined_rock_cavern: 2018 # based on Papadias 2021 and HD SAM
+ none: 2022 # arbitrary
+ h2_pipe_array: 2018 # ANL costs
+ h2_transport_pipeline: 2018 # same model for costs as the h2_pipe_array
+ wind:
+ expected_plant_cost: 'none'
+electrolyzer:
+ sizing:
+ resize_for_enduse: False
+ size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative)
+ hydrogen_dmd:
+ rating: 1160 # MW
+ cluster_rating_MW: 40
+ pem_control_type: 'basic'
+ eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol
+ uptime_hours_until_eol: 77600 #number of 'on' hours until electrolyzer reaches eol
+ include_degradation_penalty: True #include degradation
+ turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW
+ electrolyzer_capex: 1600 # $/kW
+ time_between_replacement: 62320 # 62320 based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years, 40000 based on current est (see unpublished report), 80000 hours based on OSW atb_year = 2025
+ replacement_cost_percent: 0.15 # percent of capex - H2A default case
+ cost_model: "singlitico2021" # "basic" is a basic cost model based on H2a and HFTO program record for PEM electrolysis. "singlitico2021" uses cost estimates from that paper
+h2_transport_compressor:
+ outlet_pressure: 68 # bar based on HDSAM
+h2_storage_compressor:
+ output_pressure: 100 # bar (1 bar = 100 kPa)
+ flow_rate: 89 # kg/hr
+ energy_rating: 802 # kWe (aka 1 kWh)
+ mean_days_between_failures: 200 # days
+h2_transport_pipe:
+ outlet_pressure: 10 # bar - from example in code from Jamie #TODO check this value
+h2_storage:
+ size_capacity_from_demand:
+ flag: True # If True, then storage is sized to provide steady-state storage
+ capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003.
+ type: "lined_rock_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"]
+ days: 0 # from `hydrogen_storage_duration_hr` = 205.74419987482239 [days] how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True)
+
+policy_parameters: # these should be adjusted for inflation prior to application - order of operations: rate in 1992 $,
+#then prevailing wage multiplier if applicable, then inflation
+ option1: # base # no policy included ---> see files/task1/regulation and policy revue/ page 4 of 13 middle - read this
+ # and look at assumptions
+ electricity_itc: 0
+ electricity_ptc: 0
+ h2_ptc: 0
+ h2_storage_itc: 0
+ option2: # base credit levels with H2
+ electricity_itc: 0
+ electricity_ptc: 0.003 # $0.003/kW (this is base, see inflation adjustment in option 3)
+ h2_ptc: 0.6 # $0.60/kg h2 produced - assumes net zero but not meeting prevailing wage requirements - does this need to be
+ # adjusted for inflation from 2022 dollars to claim date, probably constant after claim date?
+ h2_storage_itc: 0.06
+ option3: # same as option 5, but assuming prevailing wages are met --> 5x multiplier on both PTCs
+ electricity_itc: 0
+ electricity_ptc: 0.015 # $/kWh 1992 dollars
+ h2_ptc: 3.00 # $/kg 2022 dollars - do not adjust for inflation
+ h2_storage_itc: 0.3
+ # bonus options, option 5 and 6 but ITC equivalents
+ option4: # prevailing wages not met
+ electricity_itc: 0.06 # %/100 capex
+ electricity_ptc: 0.00 # $/kW 1992 dollars
+ h2_ptc: 0.6 # $0.60/kg produced 2022 dollars - assumes net zero but not meeting prevailing wage requirements - does this need to be
+ # do not adjust for inflation, probably constant after claim date?
+ h2_storage_itc: 0.06
+ option5: # prevailing wages met
+ electricity_itc: 0.30 # %/100 capex
+ electricity_ptc: 0.0 # $/kWh 1992 dollars
+ h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year
+ h2_storage_itc: 0.3
+ option6: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron
+ # and mfg. components from the US)
+ electricity_itc: 0.40 # %/100 capex
+ electricity_ptc: 0.0 # $/kWh 1992 dollars
+ h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year
+ h2_storage_itc: 0.4
+ option7: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron
+ # and mfg. components from the US)
+ electricity_itc: 0.0 # %/100 capex
+ electricity_ptc: 0.0165 # $/kWh 1992 dollars (0.015*1.1)
+ h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year
+ h2_storage_itc: 0
+ # you can elect itc_for_h2 in leu of the h2_ptc - this choice is independent of the other tech credit selections
+ # 6% or %50 for itc_for_h2
+ h2_storage_itc: 0.5
+
+plant_design:
+ scenario0:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario1:
+ electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario2:
+ electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario3:
+ electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "turbine" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario4:
+ electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario5:
+ electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario6:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario7:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario8:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "hvdc+pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ scenario9:
+ electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "colocated" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "onshore" # can be one of ["onshore", "offshore"]
+ pv_location: "onshore" # can be one of ["none", "onshore", "platform"]
+ battery_location: "onshore" # can be one of ["none", "onshore", "platform"]
+ scenario10:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ pv_location: "platform" # can be one of ["none", "onshore", "platform"]
+ battery_location: "platform" # can be one of ["none", "onshore", "platform"]
+
+steel:
+ capacity:
+ input_capacity_factor_estimate: 0.9
+ costs:
+ operational_year: 2035
+ o2_heat_integration: false
+ feedstocks:
+ oxygen_market_price: 0.0 # 0.03 $/kgO2 if `o2_heat_integration` == 1
+ excess_oxygen: 395
+ lime_unitcost: 122.1
+ carbon_unitcost: 236.97
+ electricity_cost: 48.92
+ iron_ore_pellet_unitcost: 207.35
+ oxygen_market_price: 0.03
+ raw_water_unitcost: 0.59289
+ iron_ore_consumption: 1.62927
+ raw_water_consumption: 0.80367
+ lime_consumption: 0.01812
+ carbon_consumption: 0.0538
+ hydrogen_consumption: 0.06596
+ natural_gas_consumption: 0.71657
+ electricity_consumption: 0.5502
+ slag_disposal_unitcost: 37.63
+ slag_production: 0.17433
+ maintenance_materials_unitcost: 7.72
+ natural_gas_prices:
+ "2035": 3.76232
+ "2036": 3.776032
+ "2037": 3.812906
+ "2038": 3.9107960000000004
+ "2039": 3.865776
+ "2040": 3.9617400000000003
+ "2041": 4.027136
+ "2042": 4.017166
+ "2043": 3.9715339999999997
+ "2044": 3.924314
+ "2045": 3.903287
+ "2046": 3.878192
+ "2047": 3.845413
+ "2048": 3.813366
+ "2049": 3.77735
+ "2050": 3.766164
+ "2051": 3.766164
+ "2052": 3.766164
+ "2053": 3.766164
+ "2054": 3.766164
+ "2055": 3.766164
+ "2056": 3.766164
+ "2057": 3.766164
+ "2058": 3.766164
+ "2059": 3.766164
+ "2060": 3.766164
+ "2061": 3.766164
+ "2062": 3.766164
+ "2063": 3.766164
+ "2064": 3.766164
+ finances:
+ plant_life: 30
+ grid_prices:
+ "2035": 89.42320514456621
+ "2036": 89.97947569251141
+ "2037": 90.53574624045662
+ "2038": 91.09201678840184
+ "2039": 91.64828733634704
+ "2040": 92.20455788429224
+ "2041": 89.87291235917809
+ "2042": 87.54126683406393
+ "2043": 85.20962130894978
+ "2044": 82.87797578383562
+ "2045": 80.54633025872147
+ "2046": 81.38632144593608
+ "2047": 82.22631263315068
+ "2048": 83.0663038203653
+ "2049": 83.90629500757991
+ "2050": 84.74628619479452
+ "2051": 84.74628619479452
+ "2052": 84.74628619479452
+ "2053": 84.74628619479452
+ "2054": 84.74628619479452
+ "2055": 84.74628619479452
+ "2056": 84.74628619479452
+ "2057": 84.74628619479452
+ "2058": 84.74628619479452
+ "2059": 84.74628619479452
+ "2060": 84.74628619479452
+ "2061": 84.74628619479452
+ "2062": 84.74628619479452
+ "2063": 84.74628619479452
+ "2064": 84.74628619479452
+
+ # Additional parameters passed to ProFAST
+ financial_assumptions:
+ "total income tax rate": 0.2574
+ "capital gains tax rate": 0.15
+ "leverage after tax nominal discount rate": 0.10893
+ "debt equity ratio of initial financing": 0.624788
+ "debt interest rate": 0.050049
+
+opt_options:
+ opt_flag: True
+ general:
+ folder_output: "output"
+ fname_output: "optimization_log"
+ design_variables:
+ electrolyzer_rating_kw:
+ flag: True
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW"
+ pv_capacity_kw:
+ flag: False
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW"
+ wave_capacity_kw:
+ flag: False
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW*h"
+ battery_capacity_kw:
+ flag: False
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW"
+ battery_capacity_kwh:
+ flag: False
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW*h"
+ turbine_x:
+ flag: False
+ lower: 0.0
+ upper: 20000.0
+ units: "m"
+ turbine_y:
+ flag: False
+ lower: 0.0
+ upper: 20000.0
+ units: "m"
+ constraints:
+ turbine_spacing:
+ flag: False
+ lower: 0.0
+ boundary_distance:
+ flag: False
+ lower: 0.0
+ pv_to_platform_area_ratio:
+ flag: False
+ upper: 1.0 # relative size of solar pv area to platform area
+ user: {}
+ merit_figure: "lcos"
+ merit_figure_user:
+ name: "lcos"
+ max_flag: False
+ ref: 1.0 # value of objective that scales to 1.0
+ driver:
+ optimization:
+ flag: True
+ solver: "SNOPT"
+ tol: 1E-6
+ gradient_method: "snopt_fd" # can be one of ['pyopt_fd', 'openmdao', 'snopt_fd']
+ max_major_iter: 10
+ max_minor_iter: 30
+ # time_limit: 10 # (sec) optional
+ # "hist_file_name: "snopt_history.txt", # optional
+ verify_level: 0 # optional
+ step_calc: None
+ form: "forward" # type of finite differences to use, can be one of ["forward", "backward", "central"]
+ debug_print: False
+ design_of_experiments:
+ flag: False
+ run_parallel: False
+ generator: FullFact # [Uniform, FullFact, PlackettBurman, BoxBehnken, LatinHypercube]
+ num_samples: 5 # Number of samples to evaluate model at (Uniform and LatinHypercube only)
+ seed: 2
+ levels: 5 # Number of evenly spaced levels between each design variable lower and upper bound (FullFactorial only)
+ criterion: None # [None, center, c, maximin, m, centermaximin, cm, correelation, corr]
+ iterations: 1
+ debug_print: False
+ step_size_study:
+ flag: False
+ recorder:
+ flag: True
+ file_name: "record.sql"
+ includes: False
\ No newline at end of file
diff --git a/examples/inputs/09-inputs/plant/hopp_config_mn.yaml b/examples/inputs/09-inputs/plant/hopp_config_mn.yaml
new file mode 100644
index 000000000..9c62325d0
--- /dev/null
+++ b/examples/inputs/09-inputs/plant/hopp_config_mn.yaml
@@ -0,0 +1,72 @@
+site: #!include flatirons_site.yaml
+ data:
+ lat: 47.5233
+ lon: -92.5366
+ elev: 1099
+ year: 2013
+ tz: -6
+ site_boundaries:
+ verts:
+ - [0.0, 0.0]
+ - [0.0, 20000.0]
+ - [20000.0, 20000.0]
+ - [20000.0, 0.0]
+ verts_simple:
+ - [0.0, 0.0]
+ - [0.0, 20000.0]
+ - [20000.0, 20000.0]
+ - [20000.0, 0.0]
+ solar_resource_file: ""
+ wind_resource_file: ""
+ wave_resource_file: ""
+ grid_resource_file: ""
+ hub_height: 115.0
+ capacity_hours: []
+ solar: true
+ wind: true
+ wave: false
+ wind_resource_origin: "WTK"
+
+
+technologies:
+ wind:
+ num_turbines: 216
+ turbine_rating_kw: 6000.0
+ model_name: floris
+ timestep: [0, 8760]
+ floris_config: input_files/floris/floris_input_lbw_6MW.yaml
+ fin_model: !include default_fin_config.yaml
+ pv:
+ system_capacity_kw: 100000
+ dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
+ fin_model: !include default_fin_config.yaml
+ battery:
+ system_capacity_kwh: 100000
+ system_capacity_kw: 100000
+ minimum_SOC: 20.0
+ maximum_SOC: 100.0
+ initial_SOC: 90.0
+ fin_model: !include default_fin_config.yaml
+ grid:
+ interconnect_kw: 2000000 # Set higher than rated generation capacity
+ fin_model: !include default_fin_config.yaml
+
+config:
+ simulation_options:
+ wind:
+ skip_financial: false
+ dispatch_options:
+ battery_dispatch: load_following_heuristic # load_following_heuristic #heuristic
+ solver: cbc
+ n_look_ahead_periods: 48
+ grid_charging: false
+ pv_charging_only: false
+ include_lifecycle_count: false
+ cost_info: # Costs from GS Manuscript Supplemental Table S11
+ wind_installed_cost_mw: 1098000 # (2020USD)
+ solar_installed_cost_mw: 991000 # (2020USD)
+ storage_installed_cost_mwh: 158000 # (2020USD)
+ storage_installed_cost_mw: 212000 # (2020USD)
+ wind_om_per_kw: 25.8 # (2020USD)
+ pv_om_per_kw: 17.2 # (2020USD)
+ battery_om_per_kw: 9.25 # (2020USD) based on 0.025 percent of battery capex with a 100MW 1hr battery
diff --git a/examples/inputs/09-inputs/turbines/lbw_6MW.yaml b/examples/inputs/09-inputs/turbines/lbw_6MW.yaml
new file mode 100644
index 000000000..61da147c8
--- /dev/null
+++ b/examples/inputs/09-inputs/turbines/lbw_6MW.yaml
@@ -0,0 +1,175 @@
+turbine_type: 'lbw_6MW'
+rotor_diameter: 196.0
+generator_efficiency: 1.0
+turbine_rating: 6 #MW
+hub_height: 115.0
+ref_tilt_cp_ct: 6.0
+pP: 1.88
+pT: 1.88
+TSR: 9.0
+ref_density_cp_ct: 1.225
+power_thrust_table:
+ power:
+ - 0
+ - 0
+ - 0
+ - 0
+ - 0
+ - 0
+ - 0.192891513
+ - 0.327971809
+ - 0.39467412
+ - 0.427218981
+ - 0.441644409
+ - 0.449983583
+ - 0.452089484
+ - 0.45277266
+ - 0.452479626
+ - 0.447816937
+ - 0.437905177
+ - 0.419995456
+ - 0.392212744
+ - 0.35626576
+ - 0.317431919
+ - 0.280508125
+ - 0.244556295
+ - 0.214024446
+ - 0.188370619
+ - 0.166658268
+ - 0.148158593
+ - 0.132298706
+ - 0.118624063
+ - 0.106770898
+ - 0.096445757
+ - 0.087410138
+ - 0.079468855
+ - 0.072461124
+ - 0.0662537
+ - 0.06073552
+ - 0.055813517
+ - 0.051409303
+ - 0.047456543
+ - 0.043898842
+ - 0.040688054
+ - 0.037782903
+ - 0.035147871
+ - 0.032752279
+ - 0.030569537
+ - 0.01371673
+ - 0.012841467
+ - 0.012039115
+ - 0.011302237
+ - 0.010624289
+ - 0.009999496
+ - 0.0
+ - 0.0
+
+ thrust:
+ - 0.0
+ - 0.0
+ - 0.0
+ - 0.0
+ - 0.0
+ - 0.0
+ - 0.2701938462552998
+ - 0.49876088677031816
+ - 0.6410583756749411
+ - 0.7304171026328261
+ - 0.7820140738475616
+ - 0.8219695127339289
+ - 0.8352112145765765
+ - 0.8400940247937402
+ - 0.8379537129170351
+ - 0.8101778683666324
+ - 0.7672683998396476
+ - 0.7083562153936742
+ - 0.6350905785639259
+ - 0.5551074611981718
+ - 0.4788235519553873
+ - 0.41244475217617255
+ - 0.35190962095427364
+ - 0.3029658154904963
+ - 0.2632886841215642
+ - 0.23060389109382756
+ - 0.20333704601408872
+ - 0.18035220902161636
+ - 0.16080492837083768
+ - 0.14405295244038488
+ - 0.12959884155843146
+ - 0.11705148949914825
+ - 0.10609947180098464
+ - 0.09649207076054334
+ - 0.08802550386379156
+ - 0.080532705961645
+ - 0.07387566569120284
+ - 0.0679395700022922
+ - 0.0626283035300828
+ - 0.05786092523660555
+ - 0.05356890955590444
+ - 0.04969394382759819
+ - 0.04618618064324506
+ - 0.04300281785004922
+ - 0.040106954468623494
+ - 0.017894348350362906
+ - 0.016747646863604262
+ - 0.015697057336370227
+ - 0.014732694286609812
+ - 0.013845872021549986
+ - 0.013028935873409437
+ - 0.0
+ - 0.0
+
+ wind_speed:
+ - 0.0
+ - 0.5
+ - 1
+ - 1.5
+ - 2
+ - 2.5
+ - 3
+ - 3.5
+ - 4
+ - 4.5
+ - 5
+ - 5.5
+ - 6
+ - 6.5
+ - 7
+ - 7.5
+ - 8
+ - 8.5
+ - 9
+ - 9.5
+ - 10
+ - 10.5
+ - 11
+ - 11.5
+ - 12
+ - 12.5
+ - 13
+ - 13.5
+ - 14
+ - 14.5
+ - 15
+ - 15.5
+ - 16
+ - 16.5
+ - 17
+ - 17.5
+ - 18
+ - 18.5
+ - 19
+ - 19.5
+ - 20
+ - 20.5
+ - 21
+ - 21.5
+ - 22
+ - 22.5
+ - 23
+ - 23.5
+ - 24
+ - 24.5
+ - 25
+ - 25.5
+ - 50.0
\ No newline at end of file
diff --git a/examples/inputs/10-inputs/floris/floris_input_osw_17MW.yaml b/examples/inputs/10-inputs/floris/floris_input_osw_17MW.yaml
new file mode 100644
index 000000000..cf882b6c9
--- /dev/null
+++ b/examples/inputs/10-inputs/floris/floris_input_osw_17MW.yaml
@@ -0,0 +1,76 @@
+name: Gauss
+description: Three turbines using Gauss model
+floris_version: v3.0.0
+
+logging:
+ console:
+ enable: false
+ level: WARNING
+ file:
+ enable: false
+ level: WARNING
+
+solver:
+ type: turbine_grid
+ turbine_grid_points: 1
+
+flow_field:
+ air_density: 1.225
+ reference_wind_height: -1 # -1 is code for use the hub height
+ turbulence_intensity: 0.06
+ wind_directions:
+ - 270.0
+ wind_shear: 0.33
+ wind_speeds:
+ - 8.0
+ wind_veer: 0.0
+
+wake:
+ model_strings:
+ combination_model: sosfs # TODO followup on why not using linear free-stream superposition? - ask Chris Bay and Gen S.
+ deflection_model: gauss
+ turbulence_model: crespo_hernandez
+ velocity_model: gauss
+
+ enable_secondary_steering: false
+ enable_yaw_added_recovery: false
+ enable_transverse_velocities: false
+
+ wake_deflection_parameters:
+ gauss:
+ ad: 0.0
+ alpha: 0.58
+ bd: 0.0
+ beta: 0.077
+ dm: 1.0
+ ka: 0.38
+ kb: 0.004
+ jimenez:
+ ad: 0.0
+ bd: 0.0
+ kd: 0.05
+
+ wake_velocity_parameters:
+ cc:
+ a_s: 0.179367259
+ b_s: 0.0118889215
+ c_s1: 0.0563691592
+ c_s2: 0.13290157
+ a_f: 3.11
+ b_f: -0.68
+ c_f: 2.41
+ alpha_mod: 1.0
+ gauss:
+ alpha: 0.58
+ beta: 0.077
+ ka: 0.38
+ kb: 0.004
+ jensen:
+ we: 0.05
+
+ wake_turbulence_parameters:
+ crespo_hernandez:
+ initial: 0.1
+ constant: 0.5
+ ai: 0.8
+ downstream: -0.32
\ No newline at end of file
diff --git a/examples/inputs/10-inputs/plant/default_fin_config.yaml b/examples/inputs/10-inputs/plant/default_fin_config.yaml
new file mode 100644
index 000000000..40c1f7b0d
--- /dev/null
+++ b/examples/inputs/10-inputs/plant/default_fin_config.yaml
@@ -0,0 +1,33 @@
+battery_system:
+ batt_replacement_schedule_percent:
+ - 0
+ batt_bank_replacement:
+ - 0
+ batt_replacement_option: 0
+ batt_computed_bank_capacity: 0
+ batt_meter_position: 0
+system_costs:
+ om_fixed:
+ - 1
+ om_production:
+ - 2
+ om_capacity:
+ - 0
+ om_batt_fixed_cost: 42.888
+ om_batt_variable_cost:
+ - 0
+ om_batt_capacity_cost: 0
+ om_batt_replacement_cost: 0
+ om_replacement_cost_escal: 0
+system_use_lifetime_output: 0
+financial_parameters:
+ inflation_rate: 2.5
+ real_discount_rate: 6.4
+cp_capacity_credit_percent:
+ - 0
+degradation:
+ - 0
+revenue:
+ ppa_price_input:
+ - 0.01
+ ppa_escalation: 1
diff --git a/examples/inputs/10-inputs/plant/greenheart_config_offshore_gom.yaml b/examples/inputs/10-inputs/plant/greenheart_config_offshore_gom.yaml
new file mode 100644
index 000000000..751be6b62
--- /dev/null
+++ b/examples/inputs/10-inputs/plant/greenheart_config_offshore_gom.yaml
@@ -0,0 +1,335 @@
+site:
+ mean_windspeed: False
+ depth: 45 #m
+ wind_layout:
+ row_spacing: 7 # Also defined in ORBIT config for offshore layout. Greenheart config values override the values in ORBIT.
+ turbine_spacing: 7 # Also defined in ORBIT config for offshore layout. Greenheart config values override the values in ORBIT.
+ grid_angle: 0 # wind layout grid angle in degrees where 0 is north, increasing clockwise
+ row_phase_offset: 0 # wind layout offset of turbines along row from one row to the next
+project_parameters:
+ project_lifetime: 30
+ grid_connection: False # option, can be turned on or off
+ ppa_price: 0.025 # $/kWh based on 2022 land based wind market report (ERCOT area ppa prices) https://www.energy.gov/sites/default/files/2022-08/land_based_wind_market_report_2202.pdf
+ atb_year: 2030
+ cost_year: 2020 # to match ATB
+finance_parameters:
+ costing_general_inflation: 0.025 # used to adjust modeled costs to cost_year
+ profast_general_inflation: 0 # based on 2022 ATB
+ discount_rate: 0.11 # nominal return based on 2022 ATB basline workbook
+ debt_equity_split: False # 2022 ATB uses 68.5% debt
+ debt_equity_ratio: 1.72
+ property_tax: 0.01 # percent of CAPEX # combined with property insurance then between H2A and H2FAST defaults
+ property_insurance: 0.005 # percent of CAPEX # combined with property tax then between H2A and H2FAST defaults
+ total_income_tax_rate: 0.2574 # 0.257 tax rate in 2022 atb baseline workbook # current federal income tax rate, but proposed 2023 rate is 0.28. No state income tax in Texas
+ capital_gains_tax_rate: 0.15 # H2FAST default
+ sales_tax_rate: 0.0 #Verify that a different rate shouldn't be used # minimum total sales tax rate in Corpus Christi https://www.cctexas.com/detail/corpus-christi-type-fund-purpose - does this apply to H2?
+ debt_interest_rate: 0.05
+ debt_type: "Revolving debt" # can be "Revolving debt" or "One time loan". Revolving debt is H2FAST default and leads to much lower LCOH
+ loan_period: 0 # H2FAST default, not used for revolving debt
+ cash_onhand_months: 1 # H2FAST default
+ administrative_expense_percent_of_sales: 0.00 #Check this # percent of sales H2FAST default
+ depreciation_method: "MACRS" # can be "MACRS" or "Straight line" - MACRS may be better and can reduce LCOH by more than $1/kg and is spec'd in the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507
+ depreciation_period: 5 # years - as specified by the IRS MACRS schedule https://www.irs.gov/publications/p946#en_US_2020_publink1000107507
+ depreciation_period_electrolyzer: 7 # based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years. also see https://www.irs.gov/publications/p946#en_US_2020_publink1000107507
+ discount_years:
+ wind: 2022 # based on turbine capex value provided to ORBIT from 2022 ATB
+ wind_and_electrical: 2022 # for ORBIT opex
+ wave: 2020 # confirmed by Kaitlin Brunik 20240103
+ solar: 2020 # Updated for GS
+ battery: 2020 # Updated for GS
+ platform: 2022 # TODO ask Nick and Charlie
+ electrical_export_system: 2022 # also from ORBIT, so match wind assumptions. TODO ask Sophie Bradenkamp
+ desal: 2013 # from code citation: https://www.nrel.gov/docs/fy16osti/66073.pdf
+ electrolyzer: 2020 # 2020 for singlitico2021, 2016 # for simple h2 cost model in hopp (see https://www.hydrogen.energy.gov/pdfs/19009_h2_production_cost_pem_electrolysis_2019.pdf) ## 2020 # based on IRENA report https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2020/Dec/IRENA_Green_hydrogen_cost_2020.pdf
+ h2_transport_compressor: 2016 # listed in code header
+ h2_storage:
+ pressure_vessel: 2022 # based on readme for Compressed_gas_function
+ pipe: 2019 # Papadias 2021
+ salt_cavern: 2019 # Papadias 2021
+ turbine: 2003 # assumed based on Kottenstette 2004
+ lined_rock_cavern: 2018 # based on Papadias 2021 and HD SAM
+ none: 2022 # arbitrary
+ h2_pipe_array: 2018 # ANL costs
+ h2_transport_pipeline: 2018 # same model for costs as the h2_pipe_array
+ wind:
+ expected_plant_cost: 'none' #4216.54 # $/kw 2030 GW scale
+electrolyzer:
+ sizing:
+ resize_for_enduse: False
+ size_for: 'BOL' #'BOL' (generous) or 'EOL' (conservative)
+ hydrogen_dmd:
+ rating: 986 # MW # 0.9*Plant rating appears near-optimal for 400 MW wind plant with 3 days of underground pipe storage # MW
+ cluster_rating_MW: 40
+ pem_control_type: 'basic'
+ eol_eff_percent_loss: 13 #eol defined as x% change in efficiency from bol
+ uptime_hours_until_eol: 77600 #number of 'on' hours until electrolyzer reaches eol
+ include_degradation_penalty: True #include degradation
+ turndown_ratio: 0.1 #turndown_ratio = minimum_cluster_power/cluster_rating_MW
+ electrolyzer_capex: 1600 # $/kW
+ time_between_replacement: 62320 # 62320 based on PEM Electrolysis H2A Production Case Study Documentation estimate of 7 years, 40000 based on current est (see unpublished report), 80000 hours based on OSW atb_year = 2025
+ replacement_cost_percent: 0.15 # percent of capex - H2A default case
+ cost_model: "singlitico2021" # "basic" is a basic cost model based on H2a and HFTO program record for PEM electrolysis. "singlitico2021" uses cost estimates from that paper
+h2_transport_compressor:
+ outlet_pressure: 68 # bar based on HDSAM
+h2_storage_compressor:
+ output_pressure: 100 # bar (1 bar = 100 kPa)
+ flow_rate: 89 # kg/hr
+ energy_rating: 802 # kWe (aka 1 kWh)
+ mean_days_between_failures: 200 # days
+ # annual_h2_throughput: 18750 # [kg/yr] -> kg of H2 per year
+h2_transport_pipe:
+ outlet_pressure: 10 # bar - from example in code from Jamie #TODO check this value
+h2_storage:
+ size_capacity_from_demand:
+ flag: True # If True, then storage is sized to provide steady-state storage
+ capacity_from_max_on_turbine_storage: False # if True, then days of storage is ignored and storage capacity is based on how much h2 storage fits on the turbines in the plant using Kottenstete 2003.
+ type: "salt_cavern" # can be one of ["none", "pipe", "turbine", "pressure_vessel", "salt_cavern", "lined_rock_cavern"]
+ days: 0 # [days] how many days worth of production we should be able to store (this is ignored if `capacity_from_max_on_turbine_storage` is set to True)
+# platform:
+# opex_rate: 0.0111 # % of capex to determine opex (see table 5 in https://www.acm.nl/sites/default/files/documents/study-on-estimation-method-for-additional-efficient-offshore-grid-opex.pdf)
+# installation_days: 14 # days
+# site:
+# depth: -1
+# distance: -1
+# equipment:
+# tech_combined_mass: -1
+# tech_required_area: -1
+platform:
+ type: "Fixed"
+ opex_rate: 0.0111 # % of capex to determine opex (see table 5 in https://www.acm.nl/sites/default/files/documents/study-on-estimation-method-for-additional-efficient-offshore-grid-opex.pdf)
+ # Modified orbit configuration file for a single platform to carry "X technology"
+ design_phases:
+ - FixedPlatformDesign # Register Design Phase
+ install_phases:
+ FixedPlatformInstallation: 0 # Register Install Phase
+ oss_install_vessel: example_heavy_lift_vessel
+ site:
+ depth: -1 # site depth [m] (if -1, then will use the full plant depth)
+ distance: -1 # distance to port [km] (if -1, then will use the full plant distance)
+ equipment:
+ tech_required_area: -1. # equipment area [m**2] (-1 will require the input during run)
+ tech_combined_mass: -1 # equipment mass [t] (-1 will require the input during run)
+ topside_design_cost: 4500000 # topside design cost [USD]
+ installation_duration: 14 # time at sea [days]
+
+policy_parameters: # these should be adjusted for inflation prior to application - order of operations: rate in 1992 $,
+#then prevailing wage multiplier if applicable, then inflation
+ option1: # base # no policy included ---> see files/task1/regulation and policy revue/ page 4 of 13 middle - read this
+ # and look at assumptions
+ electricity_itc: 0
+ electricity_ptc: 0
+ h2_ptc: 0
+ h2_storage_itc: 0
+ option2: # base credit levels with H2
+ electricity_itc: 0
+ electricity_ptc: 0.003 # $0.003/kW (this is base, see inflation adjustment in option 3)
+ h2_ptc: 0.6 # $0.60/kg h2 produced - assumes net zero but not meeting prevailing wage requirements - does this need to be
+ # adjusted for inflation from 2022 dollars to claim date, probably constant after claim date?
+ h2_storage_itc: 0.06
+ option3: # same as option 5, but assuming prevailing wages are met --> 5x multiplier on both PTCs
+ electricity_itc: 0
+ electricity_ptc: 0.015 # $/kWh 1992 dollars
+ h2_ptc: 3.00 # $/kg 2022 dollars - do not adjust for inflation
+ h2_storage_itc: 0.3
+ # bonus options, option 5 and 6 but ITC equivalents
+ option4: # prevailing wages not met
+ electricity_itc: 0.06 # %/100 capex
+ electricity_ptc: 0.00 # $/kW 1992 dollars
+ h2_ptc: 0.6 # $0.60/kg produced 2022 dollars - assumes net zero but not meeting prevailing wage requirements - does this need to be
+ h2_storage_itc: 0
+ # do not adjust for inflation, probably constant after claim date?
+ h2_storage_itc: 0.06
+ option5: # prevailing wages met
+ electricity_itc: 0.30 # %/100 capex
+ electricity_ptc: 0.0 # $/kWh 1992 dollars
+ h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year
+ h2_storage_itc: 0.3
+ option6: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron
+ # and mfg. components from the US)
+ electricity_itc: 0.40 # %/100 capex
+ electricity_ptc: 0.0 # $/kWh 1992 dollars
+ h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year
+ h2_storage_itc: 0.4
+ option7: # assumes prevailing wages are met, and includes 10% bonus credit of domestic content (100% of steel and iron
+ # and mfg. components from the US)
+ electricity_itc: 0.0 # %/100 capex
+ electricity_ptc: 0.0165 # $/kWh 1992 dollars (0.015*1.1)
+ h2_ptc: 3.00 # $/kg of h2 produced 2022 dollars - do adjust for inflation every year applied and until application year
+ h2_storage_itc: 0
+ # you can elect itc_for_h2 in leu of the h2_ptc - this choice is independent of the other tech credit selections
+ # 6% or %50 for itc_for_h2
+ h2_storage_itc: 0.5
+
+plant_design:
+ scenario0:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario1:
+ electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "onshore" # can be one of ["none", "onshore", "platform"]
+ battery_location: "onshore" # can be one of ["none", "onshore", "platform"]
+ scenario2:
+ electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "hvdc" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario3:
+ electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "turbine" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario4:
+ electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario5:
+ electrolyzer_location: "turbine" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario6:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario7:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario8:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "hvdc+pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario9:
+ electrolyzer_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "none" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "onshore" # can be one of ["onshore", "offshore"]
+ pv_location: "none" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+ scenario10:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ pv_location: "platform" # can be one of ["none", "onshore", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ battery_location: "platform" # can be one of ["none", "onshore", "platform"]
+ scenario11:
+ electrolyzer_location: "platform" # can be one of ["onshore", "turbine", "platform"]
+ transportation: "pipeline" # can be one of ["hvdc", "pipeline", "none", hvdc+pipeline, "colocated"]
+ h2_storage_location: "onshore" # can be one of ["onshore", "turbine", "platform"]
+ wind_location: "offshore" # can be one of ["onshore", "offshore"]
+ pv_location: "platform" # can be one of ["none", "onshore", "platform"]
+ battery_location: "none" # can be one of ["none", "onshore", "platform"]
+
+opt_options:
+ opt_flag: True
+ general:
+ folder_output: "output"
+ fname_output: "optimization_log"
+ design_variables:
+ electrolyzer_rating_kw:
+ flag: True
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW"
+ pv_capacity_kw:
+ flag: False
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW"
+ wave_capacity_kw:
+ flag: False
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW*h"
+ battery_capacity_kw:
+ flag: False
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW"
+ battery_capacity_kwh:
+ flag: False
+ lower: 1000.0
+ upper: 2000000.0
+ units: "kW*h"
+ turbine_x:
+ flag: False
+ lower: 0.0
+ upper: 20000.0
+ units: "m"
+ turbine_y:
+ flag: False
+ lower: 0.0
+ upper: 20000.0
+ units: "m"
+ constraints:
+ turbine_spacing:
+ flag: False
+ lower: 0.0
+ boundary_distance:
+ flag: False
+ lower: 0.0
+ pv_to_platform_area_ratio:
+ flag: False
+ upper: 1.0 # relative size of solar pv area to platform area
+ user: {}
+ merit_figure: "lcoh"
+ merit_figure_user:
+ name: "lcoh"
+ max_flag: False
+ ref: 1.0 # value of objective that scales to 1.0
+ driver:
+ optimization:
+ flag: True
+ solver: "SNOPT"
+ tol: 1E-6
+ gradient_method: "snopt_fd" # can be one of ['pyopt_fd', 'openmdao', 'snopt_fd']
+ max_major_iter: 1
+ max_minor_iter: 2
+ # time_limit: 10 # (sec) optional
+ # "hist_file_name: "snopt_history.txt", # optional
+ verify_level: 0 # optional
+ step_calc: None
+ form: "forward" # type of finite differences to use, can be one of ["forward", "backward", "central"]
+ debug_print: False
+ design_of_experiments:
+ flag: False
+ run_parallel: False
+ generator: FullFact # [Uniform, FullFact, PlackettBurman, BoxBehnken, LatinHypercube]
+ num_samples: 5 # Number of samples to evaluate model at (Uniform and LatinHypercube only)
+ seed: 2
+ levels: 5 # Number of evenly spaced levels between each design variable lower and upper bound (FullFactorial only)
+ criterion: None # [None, center, c, maximin, m, centermaximin, cm, correelation, corr]
+ iterations: 1
+ debug_print: False
+ step_size_study:
+ flag: False
+ recorder:
+ flag: True
+ file_name: "record.sql"
+ includes: False
\ No newline at end of file
diff --git a/examples/inputs/10-inputs/plant/hopp_config_gom.yaml b/examples/inputs/10-inputs/plant/hopp_config_gom.yaml
new file mode 100644
index 000000000..abba3cc76
--- /dev/null
+++ b/examples/inputs/10-inputs/plant/hopp_config_gom.yaml
@@ -0,0 +1,70 @@
+site: #!include flatirons_site.yaml
+ data:
+ lat: 27.18077
+ lon: -96.933
+ elev: 0
+ year: 2013
+ site_boundaries: # Not used in offshore simulation. Site determined using orbit.
+ verts:
+ - [0.0, 0.0]
+ - [0.0, 2000.0]
+ - [2000.0, 2000.0]
+ - [2000.0, 0.0]
+ verts_simple:
+ - [0.0, 0.0]
+ - [0.0, 2000.0]
+ - [2000.0, 2000.0]
+ - [2000.0, 0.0]
+ solar_resource_file: "reference_plants/03-offshore-hydrogen-gom/input/weather/solar/27.609619705160302_-97.40229985722155_27.7372_-97.5426_psm3_60_2013.csv" # Solar location is onshore
+ wind_resource_file: ""
+ wave_resource_file: ""
+ grid_resource_file: ""
+ hub_height: 168.0
+ capacity_hours: []
+ solar: true
+ wind: true
+ wave: false
+ wind_resource_origin: "WTK"
+
+technologies:
+ wind:
+ num_turbines: 58
+ turbine_rating_kw: 17000.0
+ model_name: floris
+ timestep: [0, 8760]
+ floris_config: input_files/floris/floris_input_osw_17MW.yaml
+ fin_model: !include default_fin_config.yaml
+ pv:
+ system_capacity_kw: 1000
+ dc_degradation: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
+ fin_model: !include default_fin_config.yaml
+ battery:
+ system_capacity_kwh: 100000
+ system_capacity_kw: 100000
+ minimum_SOC: 20.0
+ maximum_SOC: 100.0
+ initial_SOC: 90.0
+ fin_model: !include default_fin_config.yaml
+ grid:
+ interconnect_kw: 2229000
+ fin_model: !include default_fin_config.yaml
+
+config:
+ simulation_options:
+ wind:
+ skip_financial: true
+ dispatch_options:
+ battery_dispatch: load_following_heuristic # load_following_heuristic #heuristic
+ solver: cbc
+ n_look_ahead_periods: 48
+ grid_charging: false
+ pv_charging_only: false
+ include_lifecycle_count: false
+ cost_info: # Costs from GS Manuscript Supplemental Table S11
+ # wind_installed_cost_mw: 3526000 # based on 2023 ATB moderate case for offshore wind
+ solar_installed_cost_mw: 991000 # (2020USD)
+ storage_installed_cost_mwh: 158000 # (2020USD)
+ storage_installed_cost_mw: 212000 # (2020USD)
+ # wind_om_per_kw: 104.271
+ pv_om_per_kw: 17.2 # (2020USD)
+ battery_om_per_kw: 9.25 # (2020USD) based on 0.025 percent of battery capex with a 100MW 1hr battery
diff --git a/examples/inputs/10-inputs/plant/orbit-config-osw_17MW-gom.yaml b/examples/inputs/10-inputs/plant/orbit-config-osw_17MW-gom.yaml
new file mode 100644
index 000000000..e8071ef97
--- /dev/null
+++ b/examples/inputs/10-inputs/plant/orbit-config-osw_17MW-gom.yaml
@@ -0,0 +1,80 @@
+turbine: "osw_17MW"
+installation_availability: 0.7 # 30% downtime during installation to match ORCA
+site:
+ area: 142 # km^2
+ depth: 45 # m - this value is overridden by greenheart config
+ distance: 141.5414 # km
+ distance_to_landfall: 44.74089 # km
+ mean_windspeed: False #8.45863584474886 # required input for ORBIT, provide desired mean wind speed or set to False to give ORBIT the mean wind speed from the lat/lon selection
+plant:
+ capacity: 986 # MW
+ layout: grid
+ num_turbines: 58 # needs to be changed based on turbine model - this value is overridden by greenheart config
+ row_spacing: 7 # rotor diameters # based on rule of thumb of 7D - this value is overridden by greenheart config
+ substation_distance: 1 # from ORBIT/examples/configs/example_fixed_project.yaml
+ turbine_spacing: 7 # rotor diameters # original 10 - this value is overridden by greenheart config
+landfall:
+ interconnection_distance: 5 # km
+ trench_length: 4 # km
+# port:
+# monthly_rate: 2000000.0 # USD
+# sub_assembly_lines: 1
+# turbine_assembly_cranes: 1
+# Vessels
+array_cable_install_vessel: example_cable_lay_vessel # from ORBIT/examples/configs/example_fixed_project.yaml
+export_cable_install_vessel: example_cable_lay_vessel # from ORBIT/examples/configs/example_fixed_project.yaml
+#export_cable_bury_vessel: example_cable_lay_vessel # from ORBIT/examples/configs/example_fixed_project.yaml
+oss_install_vessel: example_heavy_lift_vessel # from ORBIT/examples/configs/example_fixed_project.yaml
+spi_vessel: example_scour_protection_vessel # from ORBIT/examples/configs/example_fixed_project.yaml
+wtiv: example_wtiv # from ORBIT/examples/configs/example_fixed_project.yaml
+# Module Specific
+OffshoreSubstationInstallation:
+ feeder: example_heavy_feeder # from ORBIT/examples/configs/example_fixed_project.yaml
+ num_feeders: 1 # from ORBIT/examples/configs/example_fixed_project.yaml
+array_system:
+ free_cable_length: 0.5
+array_system_design:
+ cables:
+ - XLPE_185mm_66KV
+ - XLPE_630mm_66KV
+export_system_design:
+ cables:
+ # - HVDC_2000mm_320kV # as done for OSW HVDC
+ - XLPE_1000m_220kV # HVAC
+ percent_added_length: 0.1 # ORBIT/WISDEM default
+scour_protection_design:
+ cost_per_tonne: 40 # OSW
+ scour_protection_depth: 1 # ORBIT default
+MonopileDesign:
+ monopile_steel_cost: 3500 # USD/t ORBIT new inputs
+ tp_steel_cost: 4500 # USD/t ORBIT new inputs
+# Configured Phases
+design_phases:
+- ArraySystemDesign # from ORBIT/examples/configs/example_fixed_project.yaml
+- MonopileDesign # from ORBIT/examples/configs/example_fixed_project.yaml
+# - JacketDesign # Jacket not ready yet in ORBIT
+- ScourProtectionDesign # from ORBIT/examples/configs/example_fixed_project.yaml
+- ElectricalDesign # new addition from Sophie Bradenkamp combined ExportSystemDesign and OffshoreSubstationDesign phases
+
+install_phases: # based on Fig. B-7 in https://www.boem.gov/sites/default/files/environmental-stewardship/Environmental-Studies/Renewable-Energy/Phased-Approaches-to-Offshore-Wind-Developments-and-Use-of-Project-Design-Envelope.pdf
+ MonopileInstallation: 0 # from ORBIT/examples/configs/example_fixed_project.yaml
+ ExportCableInstallation: 0 # from ORBIT/examples/configs/example_fixed_project.yaml
+ ScourProtectionInstallation: !!python/tuple # from ORBIT/examples/configs/example_fixed_project.yaml
+ - MonopileInstallation
+ - 0.1 # start scour protection installation when 10 % of the MPs have bee installed
+ OffshoreSubstationInstallation: 0 # from ORBIT/examples/configs/example_fixed_project.yaml
+ ArrayCableInstallation: !!python/tuple # from ORBIT/examples/configs/example_fixed_project.yaml
+ - MonopileInstallation
+ - 0.2 # start array cable installation when 20% of monopiles have been installed
+ TurbineInstallation: !!python/tuple # from ORBIT/examples/configs/example_fixed_project.yaml
+ - MonopileInstallation
+ - 0.3 # start WTG installation when 30% of the monopiles have been installed
+ # JacketInstallation: 0 # Jacket not ready yet in ORBIT
+
+# Wind Project Inputs
+project_parameters:
+ turbine_capex: 1500 # $USD turbine CAPEX only as per discussion with Matt Shields
+ opex_rate: 53.25648 #osw national analysis, $USD/kW/yr ATB 2022, OpEx based on R&D assumptions with a base year of 2022. ATB https://atb.nrel.gov/electricity/2022/offshore_wind
+ # commissioning: 0.01 # ORBIT default
+ # decommissioning: 0.15 # ORBIT default
+ # project_lifetime: 30 # 2022 ATB capital recovery period for offshore wind
\ No newline at end of file
diff --git a/examples/inputs/10-inputs/turbines/osw_17MW.yaml b/examples/inputs/10-inputs/turbines/osw_17MW.yaml
new file mode 100644
index 000000000..78b31ca7d
--- /dev/null
+++ b/examples/inputs/10-inputs/turbines/osw_17MW.yaml
@@ -0,0 +1,102 @@
+turbine_type: 'osw_17MW' #'17MW_low_SP'
+generator_efficiency: 0.957563
+turbine_rating: 17.0 # MW
+rated_windspeed: 7.0 # m/s estimated from power curve
+hub_height: 168.0
+pP: 1.88
+pT: 1.88
+rotor_diameter: 278.035
+TSR: 9.0
+ref_tilt_cp_ct: 6.0 # [3]
+tower:
+ deck_space: 78.5 # m^2 based on OSW 18 MW turbine --> 10 m diam base pi*d^2/4
+ mass: 560 # t based on OSW 18 MW turbine
+ length: 163 # m #guess (hub height - 3 m --> for 6 m diameter hub)
+ sections: 2 # based on OSW 18 MW turbine
+ section_diameters: # m - these values guess by Jared Thomas based on 10 m diameter base as specified in deck_space comment above
+ - 10.0
+ - 9.0
+ section_heights: # m - just bottom and top
+ - 0.0
+ - 163.0
+nacelle:
+ deck_space: 281 # m^2 based on OSW 18 MW turbine
+ mass: 1003 # t based on OSW 18 MW turbine
+blade:
+ length: 123 # m guess based on rotor diam divided by 2 and a 6 m hub diam
+ deck_space: 553.5 # m^2 (root diam * length) based on estimated 4.5 m root diam
+ mass: 91 # t based on OSW 18 MW turbine
+ref_density_cp_ct: 1.225
+power_thrust_table:
+ power:
+ - 0.000000
+ - 0.16865464
+ - 0.37619304
+ - 0.42067177
+ - 0.43252714
+ - 0.43554184
+ - 0.43572894
+ - 0.43572894
+ - 0.43572894
+ - 0.43572894
+ - 0.43572894
+ - 0.42027282
+ - 0.37547625
+ - 0.339614
+ - 0.22896413
+ - 0.15532944
+ - 0.10691674
+ - 0.0750524
+ - 0.05388202
+ - 0.03962032
+ - 0.02985469
+ - 0.0
+ - 0.0
+ thrust:
+ - 0.000000
+ - 0.79301095
+ - 0.76374783
+ - 0.76731939
+ - 0.76137324
+ - 0.75671907
+ - 0.7496741
+ - 0.7496741
+ - 0.7496741
+ - 0.7496741
+ - 0.7496741
+ - 0.65776665
+ - 0.54309148
+ - 0.47233399
+ - 0.29520804
+ - 0.1944985
+ - 0.13271888
+ - 0.09351834
+ - 0.06798931
+ - 0.05096422
+ - 0.03934766
+ - 0.0
+ - 0.0
+ wind_speed:
+ - 0.000
+ - 3
+ - 4.27204607
+ - 5.30403148
+ - 6.08010611
+ - 6.58835037
+ - 6.82095822
+ - 6.86755938
+ - 7.1926538
+ - 7.79124841
+ - 8.6541495
+ - 9.76810389
+ - 10.7501945
+ - 11.11600255
+ - 12.67714331
+ - 14.42754887
+ - 16.34033501
+ - 18.38612357
+ - 20.5334936
+ - 22.74946399
+ - 25
+ - 25.020
+ - 50.0
\ No newline at end of file
diff --git a/examples/inputs/10-inputs/weather/solar/27.609619705160302_-97.40229985722155_27.7372_-97.5426_psm3_60_2013.csv b/examples/inputs/10-inputs/weather/solar/27.609619705160302_-97.40229985722155_27.7372_-97.5426_psm3_60_2013.csv
new file mode 100644
index 000000000..af2ba19be
--- /dev/null
+++ b/examples/inputs/10-inputs/weather/solar/27.609619705160302_-97.40229985722155_27.7372_-97.5426_psm3_60_2013.csv
@@ -0,0 +1,8763 @@
+Source,Location ID,City,State,Country,Latitude,Longitude,Time Zone,Elevation,Local Time Zone,Clearsky DHI Units,Clearsky DNI Units,Clearsky GHI Units,Dew Point Units,DHI Units,DNI Units,GHI Units,Solar Zenith Angle Units,Temperature Units,Pressure Units,Relative Humidity Units,Precipitable Water Units,Wind Direction Units,Wind Speed Units,Cloud Type -15,Cloud Type 0,Cloud Type 1,Cloud Type 2,Cloud Type 3,Cloud Type 4,Cloud Type 5,Cloud Type 6,Cloud Type 7,Cloud Type 8,Cloud Type 9,Cloud Type 10,Cloud Type 11,Cloud Type 12,Fill Flag 0,Fill Flag 1,Fill Flag 2,Fill Flag 3,Fill Flag 4,Fill Flag 5,Surface Albedo Units,Version
+NSRDB,683562,-,-,-,27.73,-97.54,-6,8,-6,w/m2,w/m2,w/m2,c,w/m2,w/m2,w/m2,Degree,c,mbar,%,cm,Degrees,m/s,N/A,Clear,Probably Clear,Fog,Water,Super-Cooled Water,Mixed,Opaque Ice,Cirrus,Overlapping,Overshooting,Unknown,Dust,Smoke,N/A,Missing Image,Low Irradiance,Exceeds Clearsky,Missing CLoud Properties,Rayleigh Violation,N/A,3.0.6
+Year,Month,Day,Hour,Minute,DNI,DHI,GHI,Dew Point,Temperature,Pressure,Relative Humidity,Wind Direction,Wind Speed,Surface Albedo
+2013,1,1,0,30,0,0,0,18,18,1010,100,196.20000000000002,2.6,0.138
+2013,1,1,1,30,0,0,0,18,18,1010,100,203.20000000000002,2,0.138
+2013,1,1,2,30,0,0,0,17,17,1010,100,207.60000000000002,1.5,0.138
+2013,1,1,3,30,0,0,0,17,17,1010,100,206.60000000000002,1.3,0.138
+2013,1,1,4,30,0,0,0,17,17,1010,100,204.20000000000002,1.2000000000000002,0.138
+2013,1,1,5,30,0,0,0,17,17,1010,100,210.10000000000002,1.2000000000000002,0.138
+2013,1,1,6,30,0,0,0,17,17,1010,100,231.9,1.6,0.138
+2013,1,1,7,30,0,0,0,17,17,1010,100,263.90000000000003,2.5,0.138
+2013,1,1,8,30,0,30,30,16,17,1010,97.95,289.8,3.7,0.138
+2013,1,1,9,30,0,17,17,15,17,1010,93.48,312.20000000000005,4.7,0.138
+2013,1,1,10,30,21,198,208,14,16,1010,90.8,329.90000000000003,6,0.138
+2013,1,1,11,30,0,100,100,12,16,1010,85.39,343.40000000000003,7.2,0.138
+2013,1,1,12,30,0,84,84,10,15,1010,75.11,354.8,7.800000000000001,0.138
+2013,1,1,13,30,64,272,311,9,15,1010,68.44,3.1,7.800000000000001,0.138
+2013,1,1,14,30,68,233,270,8,15,1010,64.54,9.1,7.4,0.138
+2013,1,1,15,30,0,96,96,7,15,1010,61.97,12.9,6.7,0.138
+2013,1,1,16,30,196,91,137,7,14,1010,64.19,13,5.9,0.138
+2013,1,1,17,30,0,17,17,7,13,1010,67.62,10.200000000000001,5.300000000000001,0.138
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+2013,12,30,20,30,0,0,0,2,6,1020,80.97,359.6,2.6,0.153
+2013,12,30,21,30,0,0,0,2,6,1020,79.44,1,2.7,0.153
+2013,12,30,22,30,0,0,0,2,6,1020,78.42,8.3,2.7,0.153
+2013,12,30,23,30,0,0,0,2,6,1020,83.57000000000001,8.8,2.8000000000000003,0.153
+2013,12,31,0,30,0,0,0,2,5,1020,82.61,9.4,2.9000000000000004,0.153
+2013,12,31,1,30,0,0,0,2,5,1020,81.79,10.200000000000001,3,0.153
+2013,12,31,2,30,0,0,0,2,5,1020,81.43,9.3,3,0.153
+2013,12,31,3,30,0,0,0,2,5,1020,81.64,6.9,3.1,0.153
+2013,12,31,4,30,0,0,0,2,5,1020,82.63,4.9,3.2,0.153
+2013,12,31,5,30,0,0,0,2,5,1020,89.99,1.9000000000000001,3.3000000000000003,0.153
+2013,12,31,6,30,0,0,0,2,4,1020,91.08,0.7000000000000001,3.3000000000000003,0.153
+2013,12,31,7,30,0,0,0,2,4,1020,92.15,4.3,3.5,0.153
+2013,12,31,8,30,0,18,18,2,5,1020,86.89,5.800000000000001,3.6,0.153
+2013,12,31,9,30,0,73,73,3,6,1030,81.58,1.4000000000000001,3.6,0.153
+2013,12,31,10,30,21,198,209,3,7,1020,76.62,350.6,3.7,0.153
+2013,12,31,11,30,30,242,260,3,8,1020,76.69,343,3.9000000000000004,0.153
+2013,12,31,12,30,28,253,271,3,8,1020,72.04,338.1,4,0.153
+2013,12,31,13,30,24,236,251,3,8,1020,73.13,335.90000000000003,4,0.153
+2013,12,31,14,30,1,169,169,3,8,1020,74.86,339.3,3.7,0.153
+2013,12,31,15,30,0,90,90,4,8,1020,76.94,345.1,3.2,0.153
+2013,12,31,16,30,0,55,55,4,7,1020,84.2,353.8,2.5,0.153
+2013,12,31,17,30,0,6,6,5,7,1020,88.63,2.5,2.1,0.153
+2013,12,31,18,30,0,0,0,18,20,1010,92.89,146.5,4.4,0.138
+2013,12,31,19,30,0,0,0,19,19,1010,100,147,4.1000000000000005,0.138
+2013,12,31,20,30,0,0,0,19,19,1010,100,156.20000000000002,3.3000000000000003,0.138
+2013,12,31,21,30,0,0,0,19,19,1010,100,170.3,2.5,0.138
+2013,12,31,22,30,0,0,0,18,19,1010,100,181.3,2.6,0.138
+2013,12,31,23,30,0,0,0,18,18,1010,100,189.3,3,0.138
diff --git a/greenheart/tools/eco/hopp_mgmt.py b/greenheart/tools/eco/hopp_mgmt.py
index 7dec5a4b0..58ddf9a76 100644
--- a/greenheart/tools/eco/hopp_mgmt.py
+++ b/greenheart/tools/eco/hopp_mgmt.py
@@ -23,10 +23,14 @@ def setup_hopp(
save_plots=False,
output_dir="./output/",
):
-
- if "battery" in hopp_config["technologies"].keys() and \
- ("desired_schedule" not in hopp_config["site"].keys() or hopp_config["site"]["desired_schedule"] == []):
- hopp_config["site"]["desired_schedule"] = [greenheart_config["electrolyzer"]["rating"]]*8760
+
+ if "battery" in hopp_config["technologies"].keys() and (
+ "desired_schedule" not in hopp_config["site"].keys()
+ or hopp_config["site"]["desired_schedule"] == []
+ ):
+ hopp_config["site"]["desired_schedule"] = [
+ greenheart_config["electrolyzer"]["rating"]
+ ] * 8760
hopp_site = SiteInfo(**hopp_config["site"])
# adjust mean wind speed if desired
@@ -155,8 +159,10 @@ def setup_hopp(
plt.figure(figsize=(9, 6))
plt.plot(wind_speed)
plt.title(
- "Wind Speed (m/s) for selected location \n {} \n Average Wind Speed (m/s) {}".format(
- "Gulf of Mexico", np.round(np.average(wind_speed), decimals=3)
+ "Wind Speed (m/s) for selected location \n {},{} \n Average Wind Speed (m/s) {}".format(
+ hopp_config["site"]["data"]["lat"],
+ hopp_config["site"]["data"]["lon"],
+ np.round(np.average(wind_speed), decimals=3),
)
)
@@ -166,7 +172,15 @@ def setup_hopp(
savedir = output_dir + "figures/"
if not os.path.exists(savedir):
os.makedirs(savedir)
- plt.savefig(savedir + "average_wind_speed.png", bbox_inches="tight")
+ plt.savefig(
+ savedir
+ + "average_wind_speed_%f_%f.png"
+ % (
+ hopp_config["site"]["data"]["lat"],
+ hopp_config["site"]["data"]["lon"],
+ ),
+ bbox_inches="tight",
+ )
print("\n")
################ return all the inputs for hopp
diff --git a/greenheart/tools/eco/utilities.py b/greenheart/tools/eco/utilities.py
index ef95b7961..ed48440bd 100644
--- a/greenheart/tools/eco/utilities.py
+++ b/greenheart/tools/eco/utilities.py
@@ -92,6 +92,7 @@ def get_inputs(
print("\nTurbine configuration:")
for key in turbine_config.keys():
print(key, ": ", turbine_config[key])
+ print("\n")
############## provide custom layout for ORBIT and FLORIS if desired
if filename_orbit_config != None:
@@ -121,16 +122,39 @@ def get_inputs(
* hopp_config["technologies"][tech]["turbine_rating_kw"]
* 1e-3
)
+ if verbose:
+ print(
+ "Wind Capacity ",
+ hopp_config["technologies"][tech]["num_turbines"]
+ * hopp_config["technologies"][tech]["turbine_rating_kw"]
+ * 1e-3,
+ "MW",
+ )
+
elif tech == "pv":
total_hybrid_plant_capacity_mw += (
hopp_config["technologies"][tech]["system_capacity_kw"] * 1e-3
)
+ if verbose:
+ print(
+ "Solar PV Capacity ",
+ hopp_config["technologies"][tech]["system_capacity_kw"] * 1e-3,
+ "MW",
+ )
elif tech == "wave":
total_hybrid_plant_capacity_mw += (
hopp_config["technologies"][tech]["num_devices"]
* hopp_config["technologies"][tech]["device_rating_kw"]
* 1e-3
)
+ if verbose:
+ print(
+ "MHK Wave Capacity ",
+ hopp_config["technologies"][tech]["num_devices"]
+ * hopp_config["technologies"][tech]["device_rating_kw"]
+ * 1e-3,
+ "MW",
+ )
# initialize dict for hybrid plant
if filename_orbit_config != None:
@@ -382,8 +406,6 @@ def visualize_plant(
# compressor side # not sized
compressor_area = 25
compressor_side = np.sqrt(compressor_area)
- ## create figure
- fig, ax = plt.subplots(2, 2, figsize=(10, 6))
# get turbine rotor diameter
rotor_diameter = turbine_config["rotor_diameter"] # in m
diff --git a/hopp/__init__.py b/hopp/__init__.py
index 1c17dad09..bb24154a4 100644
--- a/hopp/__init__.py
+++ b/hopp/__init__.py
@@ -1,8 +1,7 @@
from pathlib import Path
-with open(Path(__file__).parent / "version.py") as _version_file:
- __version__ = _version_file.read().strip()
+__version__ = "2.2.0"
ROOT_DIR = Path(__file__).resolve().parent
diff --git a/hopp/simulation/technologies/sites/site_info.py b/hopp/simulation/technologies/sites/site_info.py
index 4ec70d59a..fadb14b74 100644
--- a/hopp/simulation/technologies/sites/site_info.py
+++ b/hopp/simulation/technologies/sites/site_info.py
@@ -5,10 +5,10 @@
import matplotlib.pyplot as plt
import numpy as np
from numpy.typing import NDArray
-from shapely.geometry import Polygon, MultiPolygon, Point
+from shapely.geometry import Polygon, MultiPolygon, Point, shape
from shapely.geometry.base import BaseGeometry
from shapely.ops import transform
-from shapely.validation import make_valid
+from shapely import make_valid
from fastkml import kml, KML
import pyproj
import utm
@@ -259,7 +259,8 @@ def kml_read(filepath):
valid_region = None
for pm in placemarks:
if "boundary" in pm.name.lower():
- valid_region = make_valid(pm.geometry)
+ shapely_object = shape(pm.geometry)
+ valid_region = make_valid(shapely_object)
lon, lat = valid_region.centroid.x, valid_region.centroid.y
if project is None:
zone_num = utm.from_latlon(lat, lon)[2]
@@ -272,9 +273,9 @@ def kml_read(filepath):
for pm in placemarks:
if 'exclusion' in pm.name.lower():
try:
- valid_region = valid_region.difference(transform(project, pm.geometry.buffer(0)))
+ valid_region = valid_region.difference(transform(project, shape(pm.geometry.buffer(0))))
except:
- valid_region = valid_region.difference(transform(project, make_valid(pm.geometry)))
+ valid_region = valid_region.difference(transform(project, make_valid(shape(pm.geometry))))
return k, valid_region, lat, lon
@staticmethod
diff --git a/hopp/simulation/technologies/wind/floris.py b/hopp/simulation/technologies/wind/floris.py
index 2d1f48300..a507c706e 100644
--- a/hopp/simulation/technologies/wind/floris.py
+++ b/hopp/simulation/technologies/wind/floris.py
@@ -5,7 +5,7 @@
from typing import TYPE_CHECKING, Tuple
import numpy as np
-from floris.tools import FlorisInterface
+from floris import FlorisModel, TimeSeries
from hopp.simulation.base import BaseClass
from hopp.simulation.technologies.sites import SiteInfo
@@ -24,7 +24,7 @@ class Floris(BaseClass):
_operational_losses: float = field(init=False)
_timestep: Tuple[int, int] = field(init=False)
annual_energy_pre_curtailment_ac: float = field(init=False)
- fi: FlorisInterface = field(init=False)
+ fi: FlorisModel = field(init=False)
def __attrs_post_init__(self):
# floris_input_file = resource_file_converter(self.config["simulation_input_file"])
@@ -37,7 +37,7 @@ def __attrs_post_init__(self):
# the above change is a temporary patch to bridge to refactor floris
- self.fi = FlorisInterface(floris_input_file)
+ self.fi = FlorisModel(floris_input_file)
self._timestep = self.config.timestep
self._operational_losses = self.config.operational_losses
@@ -56,7 +56,8 @@ def __attrs_post_init__(self):
self.wind_farm_yCoordinates = self.fi.layout_y
self.nTurbs = len(self.wind_farm_xCoordinates)
self.turb_rating = self.config.turbine_rating_kw
- self.wind_turbine_rotor_diameter = self.fi.floris.farm.rotor_diameters[0]
+
+ self.wind_turbine_rotor_diameter = self.fi.core.farm.rotor_diameters[0]
self.system_capacity = self.nTurbs * self.turb_rating
# turbine power curve (array of kW power outputs)
@@ -125,8 +126,14 @@ def execute(self, project_life):
power_turbines = np.zeros((self.nTurbs, 8760))
power_farm = np.zeros(8760)
- self.fi.reinitialize(wind_speeds=self.speeds[self.start_idx:self.end_idx], wind_directions=self.wind_dirs[self.start_idx:self.end_idx], time_series=True)
- self.fi.calculate_wake()
+ time_series = TimeSeries(
+ wind_directions=self.wind_dirs[self.start_idx:self.end_idx],
+ wind_speeds=self.speeds[self.start_idx:self.end_idx],
+ turbulence_intensities=self.fi.core.flow_field.turbulence_intensities[0]
+ )
+
+ self.fi.set(wind_data=time_series)
+ self.fi.run()
power_turbines[:, self.start_idx:self.end_idx] = self.fi.get_turbine_powers().reshape((self.nTurbs, self.end_idx - self.start_idx))
power_farm[self.start_idx:self.end_idx] = self.fi.get_farm_power().reshape((self.end_idx - self.start_idx))
diff --git a/hopp/version.py b/hopp/version.py
deleted file mode 100644
index ccbccc3dc..000000000
--- a/hopp/version.py
+++ /dev/null
@@ -1 +0,0 @@
-2.2.0
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 000000000..91c67cdc2
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,144 @@
+[build-system]
+requires = ["setuptools", "setuptools-scm"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "HOPP"
+dynamic = ["version"]
+authors = [{name = "NREL", email = "dguittet@nrel.gov"}]
+readme = {file = "README.md", content-type = "text/markdown"}
+description = "Hybrid Systems Optimization and Performance Platform."
+requires-python = ">=3.9, <3.12"
+license = {file = "LICENSE"}
+dependencies = [
+ "Cython",
+ "NREL-PySAM==4.2.0",
+ "Pillow",
+ "Pyomo>=6.1.2",
+ "diskcache",
+ "fastkml",
+ "floris>=4.0",
+ "future",
+ "global_land_mask",
+ "humpday",
+ "hybridbosse",
+ "lcoe",
+ "lxml",
+ "matplotlib",
+ "multiprocessing-on-dill",
+ "nevergrad",
+ "numpy",
+ "numpy-financial",
+ "optuna",
+ "pandas>=2.0.3",
+ "pint",
+ "pvmismatch",
+ "pyDOE2",
+ "pymoo",
+ "pyproj",
+ "pysolar",
+ "pysot",
+ "python-dotenv",
+ "python-rapidjson",
+ "pytz",
+ "rainflow",
+ "requests",
+ "scikit-learn",
+ "scikit-optimize",
+ "scipy",
+ "shapely",
+ "setuptools",
+ "timezonefinder",
+ "urllib3",
+ "openpyxl",
+ "CoolProp",
+ "attrs",
+ "utm",
+ "pyyaml-include",
+]
+keywords = [
+ "python3",
+ "wind-energy",
+ "operations",
+ "operational-analysis",
+ "operational-assessement",
+ "turbine-performance",
+ "wind-plant-performance",
+]
+classifiers = [ # https://pypi.org/classifiers/
+ "Development Status :: 5 - Production/Stable",
+ "Intended Audience :: Developers",
+ "Intended Audience :: Science/Research",
+ "Intended Audience :: Other Audience",
+ "License :: OSI Approved :: BSD License",
+ "Natural Language :: English",
+ "Operating System :: OS Independent",
+ "Programming Language :: Python",
+ "Programming Language :: Python :: 3 :: Only",
+ "Programming Language :: Python :: 3.9",
+ "Programming Language :: Python :: 3.10",
+ "Programming Language :: Python :: 3.11",
+ "Topic :: Scientific/Engineering",
+ "Topic :: Software Development :: Libraries :: Python Modules",
+]
+
+[project.urls]
+source = "https://github.com/NREL/HOPP"
+documentation = "https://hopp.readthedocs.io/"
+issues = "https://github.com/NREL/HOPP/issues"
+changelog = "https://github.com/NREL/HOPP/blob/main/RELEASE.md"
+
+[project.optional-dependencies]
+develop = [
+ "pytest",
+ "pytest-subtests",
+ "responses",
+ "sphinx",
+ "sphinx-rtd-theme",
+ "sphinx-copybutton",
+]
+examples = ["jupyterlab"]
+all = ["openoa[develop,examples]"]
+
+[tool.setuptools]
+include-package-data = true
+
+[tool.setuptools.packages.find]
+include = [
+ "hopp/hydrogen/h2_storage/pressure_vessel/compressed_gas_storage_model_20221021/Tankinator.xlsx",
+ "hydrogen/h2_transport/data_tables/*.csv",
+ "tools/analysis/bos/BOSLookup.csv",
+ "simulation/technologies/layout/flicker_data/*shadow.txt",
+ "simulation/technologies/layout/flicker_data/*flicker.txt",
+ "simulation/technologies/csp/pySSC_daotk/libs/*",
+ "simulation/technologies/csp/pySSC_daotk/tower_data/*",
+ "simulation/technologies/csp/pySSC_daotk/trough_data/*",
+ "simulation/technologies/dispatch/cbc_solver/cbc-win64/*",
+ "simulation/resource_files/*",
+ "simulation/resource_files/*/*",
+]
+
+[tool.setuptools.dynamic]
+version = {attr = "hopp.__version__"}
+
+[tool.coverage.report]
+exclude_lines = ["# pragma: no cover"]
+
+[tool.coverage.run]
+# Coverage.py configuration file
+# https://coverage.readthedocs.io/en/latest/config.html
+branch = true
+source = ["hopp/*"]
+omit = [
+ "setup.py",
+ "tests/*"
+]
+
+[tool.pytest.ini_options]
+python_files = [
+ "tests/*.py",
+]
+testpaths = [
+ "test/hopp/*.py",
+ "test/greenheart/*.py",
+]
diff --git a/requirements-dev.txt b/requirements-dev.txt
deleted file mode 100644
index a065e45d1..000000000
--- a/requirements-dev.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-pytest
-pytest-subtests
-responses
-sphinx
-sphinx-rtd-theme
-sphinx-copybutton
-Plotly
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 2eec6a30b..000000000
--- a/requirements.txt
+++ /dev/null
@@ -1,49 +0,0 @@
-Cython
-NREL-PySAM==4.2.0
-Pillow
-Plotly
-Pyomo>=6.1.2
-diskcache
-fastkml
-floris
-future
-global_land_mask
-humpday
-hybridbosse
-lcoe
-lxml
-matplotlib
-multiprocessing-on-dill
-nevergrad
-numpy<2
-numpy-financial
-optuna
-pandas>=2.0.3
-pint
-plotly
-pvmismatch
-pyDOE2
-pymoo
-pyproj
-pysolar
-pysot
-python-dotenv
-python-rapidjson
-pytz
-rainflow
-requests
-scikit-learn
-scikit-optimize
-scipy
-shapely>=1.8.5,<2.0.0
-setuptools
-timezonefinder
-urllib3
-openpyxl
-CoolProp
-attrs
-utm
-orbit-nrel @ git+https://github.com/WISDEM/ORBIT.git@3baed36052d7503de6ea6f2db0b40945d637ea35
-electrolyzer @ git+https://github.com/jaredthomas68/electrolyzer.git@smoothing
-ProFAST @ git+https://github.com/NREL/ProFAST.git
-openmdao[all]
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 518a0877a..000000000
--- a/setup.py
+++ /dev/null
@@ -1,56 +0,0 @@
-from pathlib import Path
-from setuptools import setup, find_packages
-import re
-
-
-# Package meta-data.
-NAME = "HOPP"
-DESCRIPTION = "Hybrid Systems Optimization and Performance Platform."
-URL = "https://github.com/NREL/HOPP"
-EMAIL = "dguittet@nrel.gov"
-AUTHOR = "NREL"
-REQUIRES_PYTHON = ">=3.8.0"
-
-ROOT = Path(__file__).parent
-with open(ROOT / "hopp" / "version.py") as version_file:
- VERSION = version_file.read().strip()
-
-# Get package data
-base_path = Path("hopp")
-package_data_files = [
- base_path / "hydrogen" / "h2_storage" / "pressure_vessel" / "compressed_gas_storage_model_20221021" / "Tankinator.xlsx",
- *base_path.glob("hydrogen/h2_transport/data_tables/*.csv"),
- *base_path.glob("tools/analysis/bos/BOSLookup.csv"),
- *base_path.glob("simulation/technologies/layout/flicker_data/*shadow.txt"),
- *base_path.glob("simulation/technologies/layout/flicker_data/*flicker.txt"),
- *base_path.glob("simulation/technologies/csp/pySSC_daotk/libs/*"),
- *base_path.glob("simulation/technologies/csp/pySSC_daotk/tower_data/*"),
- *base_path.glob("simulation/technologies/csp/pySSC_daotk/trough_data/*"),
- *base_path.glob("simulation/technologies/dispatch/cbc_solver/cbc-win64/*"),
- *base_path.glob("simulation/resource_files/*"),
- *base_path.glob("simulation/resource_files/*/*")
-]
-
-package_data = {
- "hopp": [str(file.relative_to(base_path)) for file in package_data_files],
- "greenheart": [],
- "ProFAST": []
-}
-
-setup(
- name=NAME,
- version=VERSION,
- url=URL,
- description=DESCRIPTION,
- long_description=(base_path.parent / "RELEASE.md").read_text(),
- long_description_content_type='text/markdown',
- license='BSD 3-Clause',
- author=AUTHOR,
- author_email=EMAIL,
- python_requires=REQUIRES_PYTHON,
- packages=find_packages(),
- package_data=package_data,
- include_package_data=True,
- install_requires=(base_path.parent / "requirements.txt").read_text().splitlines(),
- tests_require=['pytest', 'pytest-subtests', 'responses']
-)
diff --git a/tests/hopp/inputs/floris_config.yaml b/tests/hopp/inputs/floris_config.yaml
new file mode 100644
index 000000000..8e85254a0
--- /dev/null
+++ b/tests/hopp/inputs/floris_config.yaml
@@ -0,0 +1,83 @@
+name: Gauss
+description: Three turbines using Gauss model
+floris_version: v3.0.0
+logging:
+ console:
+ enable: false
+ level: WARNING
+ file:
+ enable: false
+ level: WARNING
+solver:
+ type: turbine_grid
+ turbine_grid_points: 1
+farm:
+ layout_x:
+ - 0.0
+ - 1841.0
+ - 3682.0
+ - 5523.0
+ layout_y:
+ - 0.0
+ - 0.0
+ - 0.0
+ - 0.0
+ turbine_type:
+ - nrel_5MW
+flow_field:
+ air_density: 1.225
+ reference_wind_height: -1
+ wind_directions:
+ - 270.0
+ wind_shear: 0.33
+ wind_speeds:
+ - 8.0
+ wind_veer: 0.0
+ turbulence_intensities:
+ - 0.06
+wake:
+ model_strings:
+ combination_model: sosfs
+ deflection_model: gauss
+ turbulence_model: crespo_hernandez
+ velocity_model: gauss
+ enable_secondary_steering: false
+ enable_yaw_added_recovery: false
+ enable_transverse_velocities: false
+ wake_deflection_parameters:
+ gauss:
+ ad: 0.0
+ alpha: 0.58
+ bd: 0.0
+ beta: 0.077
+ dm: 1.0
+ ka: 0.38
+ kb: 0.004
+ jimenez:
+ ad: 0.0
+ bd: 0.0
+ kd: 0.05
+ wake_velocity_parameters:
+ cc:
+ a_s: 0.179367259
+ b_s: 0.0118889215
+ c_s1: 0.0563691592
+ c_s2: 0.13290157
+ a_f: 3.11
+ b_f: -0.68
+ c_f: 2.41
+ alpha_mod: 1.0
+ gauss:
+ alpha: 0.58
+ beta: 0.077
+ ka: 0.38
+ kb: 0.004
+ jensen:
+ we: 0.05
+ wake_turbulence_parameters:
+ crespo_hernandez:
+ initial: 0.1
+ constant: 0.5
+ ai: 0.8
+ downstream: -0.32
+ enable_active_wake_mixing: false
diff --git a/tests/hopp/test_hybrid.py b/tests/hopp/test_hybrid.py
index bfd2a71f1..6c168bab7 100644
--- a/tests/hopp/test_hybrid.py
+++ b/tests/hopp/test_hybrid.py
@@ -386,7 +386,7 @@ def test_hybrid_wave_battery(hybrid_config, wavesite, subtests):
assert aeps.battery == approx(87.84, 1e3)
-def test_hybrid_wind_only(hybrid_config):
+def test_hybrid_wind_only(hybrid_config, subtests):
technologies = hybrid_config["technologies"]
wind_only = {key: technologies[key] for key in ("wind", "grid")}
hybrid_config["technologies"] = wind_only
@@ -399,12 +399,45 @@ def test_hybrid_wind_only(hybrid_config):
npvs = hybrid_plant.net_present_values
cf = hybrid_plant.capacity_factors
- assert aeps.wind == approx(33615479, 1e3)
- assert aeps.hybrid == approx(33615479, 1e3)
+ with subtests.test("wind aep"):
+ assert aeps.wind == approx(31977778, 1e-3)
+ with subtests.test("hybrid aep"):
+ assert aeps.hybrid == approx(31977778, 1e-3)
+ with subtests.test("wind npv"):
+ assert npvs.wind == approx(-7256658, 1e-3)
+ with subtests.test("hybrid npv"):
+ assert npvs.hybrid == approx(-7256658, 1e-3)
- assert npvs.wind == approx(-13692784, 1e3)
- assert npvs.hybrid == approx(-13692784, 1e3)
+def test_hybrid_wind_only_floris(hybrid_config, subtests):
+ floris_config_path = (
+ ROOT_DIR.parent / "tests" / "hopp" / "inputs" / "floris_config.yaml"
+ )
+ technologies = hybrid_config["technologies"]
+ wind_only = {key: technologies[key] for key in ("wind", "grid")}
+
+ wind_only["wind"]["model_name"] = "floris"
+ wind_only["wind"]["floris_config"] = floris_config_path
+ wind_only["wind"]["timestep"] = [0, 8760]
+
+ hybrid_config["technologies"] = wind_only
+ hi = HoppInterface(hybrid_config)
+ hybrid_plant = hi.system
+
+ hi.simulate(25)
+
+ aeps = hybrid_plant.annual_energies
+ npvs = hybrid_plant.net_present_values
+ cf = hybrid_plant.capacity_factors
+
+ with subtests.test("wind aep"):
+ assert aeps.wind == approx(74149945, 1e-3)
+ with subtests.test("hybrid aep"):
+ assert aeps.hybrid == approx(68271657, 1e-3)
+ with subtests.test("wind npv"):
+ assert npvs.wind == approx(3592293, 1e-3)
+ with subtests.test("hybrid npv"):
+ assert npvs.hybrid == approx(2108687, 1e-3)
def test_hybrid_pv_only(hybrid_config):
technologies = hybrid_config["technologies"]
diff --git a/tests/hopp/test_wind.py b/tests/hopp/test_wind.py
index e0bd7baf2..95f542329 100644
--- a/tests/hopp/test_wind.py
+++ b/tests/hopp/test_wind.py
@@ -3,10 +3,13 @@
import math
import PySAM.Windpower as windpower
+from floris import FlorisModel, TimeSeries
from hopp.simulation.technologies.wind.wind_plant import WindPlant, WindConfig
from tests.hopp.utils import create_default_site_info
+from hopp import ROOT_DIR
+
@fixture
def site():
return create_default_site_info()
@@ -41,7 +44,7 @@ def site():
35.75, 36, 36.25, 36.5, 36.75, 37, 37.25, 37.5, 37.75, 38, 38.25, 38.5, 38.75, 39, 39.25, 39.5, 39.75, 40)
-def test_wind_powercurve():
+def test_wind_powercurve_pysam():
model = windpower.default("WindpowerSingleowner")
model.Turbine.wind_turbine_rotor_diameter = 75
@@ -65,7 +68,7 @@ def test_wind_powercurve():
assert all([a == b for a, b in zip(powercurve_truth, powercurve_calc)])
-def test_changing_n_turbines(site):
+def test_changing_n_turbines_pysam(site):
# test with gridded layout
config = WindConfig.from_dict({'num_turbines': 10, "turbine_rating_kw": 2000})
model = WindPlant(site, config=config)
@@ -78,7 +81,7 @@ def test_changing_n_turbines(site):
# test with row layout
-def test_changing_rotor_diam_recalc(site):
+def test_changing_rotor_diam_recalc_pysam(site):
config = WindConfig.from_dict({'num_turbines': 10, "turbine_rating_kw": 2000})
model = WindPlant(site, config=config)
assert model.system_capacity_kw == 20000
@@ -89,7 +92,7 @@ def test_changing_rotor_diam_recalc(site):
assert model.turb_rating == 2000, "new rating different when rotor diameter is " + str(d)
-def test_changing_turbine_rating(site):
+def test_changing_turbine_rating_pysam(site):
# powercurve scaling
config = WindConfig.from_dict({'num_turbines': 24, "turbine_rating_kw": 2000})
model = WindPlant(site, config=config)
@@ -99,7 +102,7 @@ def test_changing_turbine_rating(site):
assert model.system_capacity_kw == model.turb_rating * n_turbs, "system size error when rating is " + str(n)
-def test_changing_powercurve(site):
+def test_changing_powercurve_pysam(site):
# with power curve recalculation requires diameter changes
config = WindConfig.from_dict({'num_turbines': 24, "turbine_rating_kw": 2000})
model = WindPlant(site, config=config)
@@ -112,7 +115,7 @@ def test_changing_powercurve(site):
assert model.system_capacity_kw == pytest.approx(model.turb_rating * n_turbs, 0.1), "size error when rating is " + str(n)
-def test_changing_system_capacity(site):
+def test_changing_system_capacity_pysam(site):
# adjust number of turbines, system capacity won't be exactly as requested
config = WindConfig.from_dict({'num_turbines': 20, "turbine_rating_kw": 1000})
model = WindPlant(site, config=config)
@@ -128,5 +131,47 @@ def test_changing_system_capacity(site):
model.system_capacity_by_rating(n)
assert model.system_capacity_kw == pytest.approx(n)
+#################### FLORIS tests ################
+
+def test_changing_rotor_diam_recalc_floris(site):
+ floris_config_path = (
+ ROOT_DIR.parent / "tests" / "hopp" / "inputs" / "floris_config.yaml"
+ )
+
+ config = WindConfig.from_dict({'num_turbines': 20, "turbine_rating_kw": 1000, "model_name": "floris", "timestep": [1, 8760], "floris_config": floris_config_path})
+ model = WindPlant(site, config=config)
+ assert model.system_capacity_kw == 20000
+ diams = range(50, 70, 140)
+ for d in diams:
+ model.rotor_diameter = d
+ assert model.rotor_diameter == d, "rotor diameter should be " + str(d)
+
+def test_changing_turbine_rating_floris(site):
+
+ floris_config_path = (
+ ROOT_DIR.parent / "tests" / "hopp" / "inputs" / "floris_config.yaml"
+ )
+ config = WindConfig.from_dict({'num_turbines': 20, "turbine_rating_kw": 1000, "model_name": "floris", "timestep": [1, 8760], "floris_config": floris_config_path})
+ model = WindPlant(site, config=config)
+ n_turbs = model.num_turbines
+ for n in range(1000, 3000, 150):
+ model.turb_rating = n
+ assert model.system_capacity_kw == model.turb_rating * n_turbs, "system size error when rating is " + str(n)
+def test_changing_system_capacity_floris(site):
+ floris_config_path = (
+ ROOT_DIR.parent / "tests" / "hopp" / "inputs" / "floris_config.yaml"
+ )
+ config = WindConfig.from_dict({'num_turbines': 20, "turbine_rating_kw": 1000, "model_name": "floris", "timestep": [1, 8760], "floris_config": floris_config_path})
+ model = WindPlant(site, config=config)
+ rating = model.turb_rating
+ for n in range(1000, 20000, 1000):
+ model.system_capacity_by_num_turbines(n)
+ assert model.turb_rating == rating, str(n)
+ assert model.system_capacity_kw == rating * round(n/rating)
+ # adjust turbine rating first, system capacity will be exact
+ model = WindPlant(site, config=config)
+ for n in range(40000, 60000, 1000):
+ model.system_capacity_by_rating(n)
+ assert model.system_capacity_kw == pytest.approx(n)
\ No newline at end of file