diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb deleted file mode 100644 index e8ab9dea..00000000 --- a/docs/degradation_and_soiling_example.ipynb +++ /dev/null @@ -1,890 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Degradation and soiling example with clearsky workflow\n", - "\n", - "\n", - "This juypter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) These environments and examples are tested with Python 3.10.\n", - "\n", - "The calculations consist of several steps illustrated here:\n", - "
    \n", - "
  1. Import and preliminary calculations
  2. \n", - "
  3. Normalize data using a performance metric
  4. \n", - "
  5. Filter data that creates bias
  6. \n", - "
  7. Aggregate data
  8. \n", - "
  9. Analyze aggregated data to estimate the degradation rate
  10. \n", - "
  11. Analyze aggregated data to estimate the soiling loss
  12. \n", - "
\n", - "\n", - "After demonstrating these steps using sensor data, a modified version of the workflow is illustrated using modled clear sky irradiance and temperature. The results from the two methods are compared\n", - "\n", - "This notebook works with public data from the the Desert Knowledge Australia Solar Centre. Please download the site data from Site 12, and unzip the csv file in the folder:\n", - "./rdtools/docs/\n", - "\n", - "Note this example was run with data downloaded on Sept. 28, 2018. An older version of the data gave different sensor-based results. If you have an older version of the data and are getting different results, please try redownloading the data.\n", - "\n", - "http://dkasolarcentre.com.au/download?location=alice-springs" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from datetime import timedelta\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pvlib\n", - "import rdtools\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "#Update the style of plots\n", - "import matplotlib\n", - "matplotlib.rcParams.update({'font.size': 12,\n", - " 'figure.figsize': [4.5, 3],\n", - " 'lines.markeredgewidth': 0,\n", - " 'lines.markersize': 2\n", - " })\n", - "# Register time series plotting in pandas > 1.0\n", - "from pandas.plotting import register_matplotlib_converters\n", - "register_matplotlib_converters()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Set the random seed for numpy to ensure consistent results\n", - "np.random.seed(0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 0: Import and preliminary calculations\n", - "\n", - "\n", - "This section prepares the data necesary for an `rdtools` calculation. The first step of the `rdtools` workflow is normaliztion, which requires a time series of energy yield, a time series of cell temperature, and a time series of irradiance, along with some metadata (see Step 1: Normalize)\n", - "\n", - "The following section loads the data, adjusts units where needed, and renames the critical columns. The irradiance sensor data source is transposed to plane-of-array, and the temperature sensor data source is converted into estimated cell temperature.\n", - "\n", - "A common challenge is handling datasets with and without daylight savings time. Make sure to specify a `pytz` timezone that does or does not include daylight savings time as appropriate for your dataset.\n", - "\n", - "The steps of this section may change depending on your data source or the system being considered. Note that nothing in this first section utlizes the `rdtools` library. Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are avaialble in [pvlib](https://github.com/pvlib/pvlib-python)." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "file_name = '84-Site_12-BP-Solar.csv'\n", - "\n", - "df = pd.read_csv(file_name)\n", - "try:\n", - " df.columns = [col.decode('utf-8') for col in df.columns]\n", - "except AttributeError:\n", - " pass # Python 3 strings are already unicode literals\n", - "df = df.rename(columns = {\n", - " u'12 BP Solar - Active Power (kW)':'power',\n", - " u'12 BP Solar - Wind Speed (m/s)': 'wind_speed',\n", - " u'12 BP Solar - Weather Temperature Celsius (\\xb0C)': 'Tamb',\n", - " u'12 BP Solar - Global Horizontal Radiation (W/m\\xb2)': 'ghi',\n", - " u'12 BP Solar - Diffuse Horizontal Radiation (W/m\\xb2)': 'dhi'\n", - "})\n", - "\n", - "# Specify the Metadata\n", - "meta = {\"latitude\": -23.762028,\n", - " \"longitude\": 133.874886,\n", - " \"timezone\": 'Australia/North',\n", - " \"gamma_pdc\": -0.005,\n", - " \"azimuth\": 0,\n", - " \"tilt\": 20,\n", - " \"power_dc_rated\": 5100.0,\n", - " \"temp_model_params\": pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']}\n", - "\n", - "df.index = pd.to_datetime(df.Timestamp)\n", - "# TZ is required for irradiance transposition\n", - "df.index = df.index.tz_localize(meta['timezone'], ambiguous = 'infer') \n", - "\n", - "# Explicitly trim the dates so that runs of this example notebook \n", - "# are comparable when the sourec dataset has been downloaded at different times\n", - "df = df['2008-11-11':'2017-05-15']\n", - "\n", - "# Chage power from kilowatts to watts\n", - "df['power'] = df.power * 1000.0\n", - "\n", - "# There is some missing data, but we can infer the frequency from the first several data points\n", - "freq = pd.infer_freq(df.index[:10])\n", - "\n", - "# Then set the frequency of the dataframe.\n", - "# It is reccomended not to up- or downsample at this step\n", - "# but rather to use interpolate to regularize the time series\n", - "# to it's dominant or underlying frequency. Interpolate is not\n", - "# generally recomended for downsampleing in this applicaiton.\n", - "df = rdtools.interpolate(df, freq)\n", - "\n", - "# Calculate energy yield in Wh\n", - "df['energy'] = rdtools.energy_from_power(df.power)\n", - "\n", - "# Calculate POA irradiance from DHI, GHI inputs\n", - "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", - "sun = loc.get_solarposition(df.index)\n", - "\n", - "# calculate the POA irradiance\n", - "sky = pvlib.irradiance.isotropic(meta['tilt'], df.dhi)\n", - "df['dni'] = (df.ghi - df.dhi)/np.cos(np.deg2rad(sun.zenith))\n", - "beam = pvlib.irradiance.beam_component(meta['tilt'], meta['azimuth'], sun.zenith, sun.azimuth, df.dni)\n", - "df['poa'] = beam + sky\n", - "\n", - "# Calculate cell temperature\n", - "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb, df.wind_speed, **meta['temp_model_params'])\n", - "\n", - "# plot the AC power time series\n", - "fig, ax = plt.subplots(figsize=(4,3))\n", - "ax.plot(df.index, df.power, 'o', alpha = 0.01)\n", - "ax.set_ylim(0,7000)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('AC Power (W)');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1: Normalize\n", - "\n", - "Data normalization is achieved with `rdtools.normalize_with_pvwatts()`. We provide a time sereis of energy, along with keywords used to run a pvwatts model of the system. More information available in the docstring." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Specify the keywords for the pvwatts model\n", - "pvwatts_kws = {\"poa_global\" : df.poa,\n", - " \"power_dc_rated\" : meta['power_dc_rated'],\n", - " \"temperature_cell\" : df.Tcell,\n", - " \"poa_global_ref\" : 1000,\n", - " \"temperature_cell_ref\": 25,\n", - " \"gamma_pdc\" : meta['gamma_pdc']}\n", - "\n", - "# Calculate the normaliztion, the function also returns the relevant insolation for\n", - "# each point in the normalized PV energy timeseries\n", - "normalized, insolation = rdtools.normalize_with_pvwatts(df.energy, pvwatts_kws)\n", - "\n", - "df['normalized'] = normalized\n", - "df['insolation'] = insolation\n", - "\n", - "# Plot the normalized power time series\n", - "fig, ax = plt.subplots()\n", - "ax.plot(normalized.index, normalized, 'o', alpha = 0.05)\n", - "ax.set_ylim(0,2)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('Normalized energy');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2: Filter\n", - "\n", - "Data filtering is used to exclude data points that represent invalid data, create bias in the analysis, or introduce significant noise.\n", - "\n", - "It can also be useful to remove outages and outliers. Sometimes outages appear as low but non-zero yield. Automatic functions for this are not yet included in `rdtools`. Such filters should be implimented by the analyst if needed." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Calculate a collection of boolean masks that can be used\n", - "# to filter the time series\n", - "normalized_mask = rdtools.normalized_filter(df['normalized'])\n", - "poa_mask = rdtools.poa_filter(df['poa'])\n", - "tcell_mask = rdtools.tcell_filter(df['Tcell'])\n", - "clip_mask = rdtools.clip_filter(df['power'])\n", - "\n", - "# filter the time series and keep only the columns needed for the\n", - "# remaining steps\n", - "filtered = df[normalized_mask & poa_mask & tcell_mask & clip_mask]\n", - "filtered = filtered[['insolation', 'normalized']]\n", - "\n", - "fig, ax = plt.subplots()\n", - "ax.plot(filtered.index, filtered.normalized, 'o', alpha = 0.05)\n", - "ax.set_ylim(0,2)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('Normalized energy');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3: Aggregate\n", - "\n", - "Data is aggregated with an irradiance weighted average. This can be useful, for example with daily aggregation, to reduce the impact of high-error data points in the morning and evening." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "daily = rdtools.aggregation_insol(filtered.normalized, filtered.insolation, frequency = 'D')\n", - "\n", - "fig, ax = plt.subplots()\n", - "ax.plot(daily.index, daily, 'o', alpha = 0.1)\n", - "ax.set_ylim(0,2)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('Normalized energy');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4: Degradation calculation\n", - "\n", - "Data is then analyzed to estimate the degradation rate representing the PV system behavior. The results are visualized and statistics are reported, including the 68.2% confidence interval, and the P95 exceedence value." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Calculate the degradation rate using the YoY method\n", - "yoy_rd, yoy_ci, yoy_info = rdtools.degradation_year_on_year(daily, confidence_level=68.2)\n", - "# Note the default confidence_level of 68.2 is approrpriate if you would like to \n", - "# report a confidence interval analogous to the standard deviation of a normal\n", - "# distribution. The size of the confidence interval is adjustable by setting the\n", - "# confidence_level variable.\n", - "\n", - "# Visualize the results\n", - "\n", - "degradation_fig = rdtools.degradation_summary_plots(yoy_rd, yoy_ci, yoy_info, daily,\n", - " summary_title='Sensor-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In addition to the confidence interval, the year-on-year method yields an exceedence value (e.g. P95), the degradation rate that was exceeded (slower degradation) with a given probability level. The probability level is set via the `exceedence_prob` keyword in `degradation_year_on_year`." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P95 exceedance level is -0.59%/yr\n" - ] - } - ], - "source": [ - "print('The P95 exceedance level is %.2f%%/yr' % yoy_info['exceedance_level'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5: Soiling calculations \n", - "\n", - "This section illustrates how the aggreagated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.1\n", - "\n", - "1M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/soiling.py:14: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n", - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/soiling.py:366: UserWarning: 20% or more of the daily data is assigned to invalid soiling intervals. This can be problematic with the \"half_norm_clean\" and \"random_clean\" cleaning assumptions. Consider more permissive validity criteria such as increasing \"max_relative_slope_error\" and/or \"max_negative_step\" and/or decreasing \"min_interval_length\". Alternatively, consider using method=\"perfect_clean\". For more info see https://github.com/NREL/rdtools/issues/272\n", - " warnings.warn('20% or more of the daily data is assigned to invalid soiling '\n" - ] - } - ], - "source": [ - "# Calculate the daily insolation, required for the SRR calculation\n", - "daily_insolation = filtered['insolation'].resample('D').sum()\n", - "\n", - "# Perform the SRR calculation\n", - "from rdtools.soiling import soiling_srr\n", - "cl = 68.2\n", - "sr, sr_ci, soiling_info = soiling_srr(daily, daily_insolation, confidence_level=cl)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P50 insolation-weighted soiling ratio is 0.975\n" - ] - } - ], - "source": [ - "print('The P50 insolation-weighted soiling ratio is %0.3f'%sr)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.972–0.978\n" - ] - } - ], - "source": [ - "print('The %0.1f confidence interval for the insolation-weighted'\n", - " ' soiling ratio is %0.3f–%0.3f'%(cl, sr_ci[0], sr_ci[1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:165: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot Monte Carlo realizations of soiling profiles\n", - "fig = rdtools.plotting.soiling_monte_carlo_plot(soiling_info, daily, profiles=200);" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:225: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the slopes for \"valid\" soiling intervals identified,\n", - "# assuming perfect cleaning events\n", - "fig = rdtools.plotting.soiling_interval_plot(soiling_info, daily);" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
startendsoiling_ratesoiling_rate_lowsoiling_rate_highinferred_start_lossinferred_end_losslengthvalid
02008-11-13 00:00:00+09:302009-01-31 00:00:00+09:30-0.000347-0.000637-0.0000371.0035800.97613479True
12009-02-01 00:00:00+09:302009-03-22 00:00:00+09:300.0000000.0000000.0000000.9704061.00774149False
22009-03-23 00:00:00+09:302009-03-23 00:00:00+09:300.0000000.0000000.0000000.9911400.9911400False
32009-03-24 00:00:00+09:302009-04-08 00:00:00+09:30-0.001981-0.003316-0.0006141.0451161.01539715True
42009-04-09 00:00:00+09:302009-04-22 00:00:00+09:300.0000000.0000000.0000001.0087231.03727913False
\n", - "
" - ], - "text/plain": [ - " start end soiling_rate \\\n", - "0 2008-11-13 00:00:00+09:30 2009-01-31 00:00:00+09:30 -0.000347 \n", - "1 2009-02-01 00:00:00+09:30 2009-03-22 00:00:00+09:30 0.000000 \n", - "2 2009-03-23 00:00:00+09:30 2009-03-23 00:00:00+09:30 0.000000 \n", - "3 2009-03-24 00:00:00+09:30 2009-04-08 00:00:00+09:30 -0.001981 \n", - "4 2009-04-09 00:00:00+09:30 2009-04-22 00:00:00+09:30 0.000000 \n", - "\n", - " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", - "0 -0.000637 -0.000037 1.003580 \n", - "1 0.000000 0.000000 0.970406 \n", - "2 0.000000 0.000000 0.991140 \n", - "3 -0.003316 -0.000614 1.045116 \n", - "4 0.000000 0.000000 1.008723 \n", - "\n", - " inferred_end_loss length valid \n", - "0 0.976134 79 True \n", - "1 1.007741 49 False \n", - "2 0.991140 0 False \n", - "3 1.015397 15 True \n", - "4 1.037279 13 False " - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# View the first several rows of the soiling interval summary table\n", - "soiling_summary = soiling_info['soiling_interval_summary']\n", - "soiling_summary.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:265: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# View a histogram of the valid soiling rates found for the data set\n", - "fig = rdtools.plotting.soiling_rate_histogram(soiling_info, bins=15)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "## Clear sky workflow\n", - "The clear sky workflow is useful in that it avoids problems due to drift or recalibration of ground-based sensors. We use `pvlib` to model the clear sky irradiance. This is renormalized to align it with ground-based measurements. Finally we use `rdtools.get_clearsky_tamb()` to model the ambient temperature on clear sky days. This modeled ambient temperature is used to model cell temperature with `pvlib`. If high quality amabient temperature data is available, that can be used instead of the modeled ambient; we proceed with the modeled ambient temperature here for illustrative purposes.\n", - "\n", - "In this example, note that we have omitted wind data in the cell temperature calculations for illustrative purposes. Wind data can also be included when the data source is trusted for improved results\n", - "\n", - "**Note that the claculations below rely on some objects from the steps above**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 0: Preliminary Calculations" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "# Calculate the clear sky POA irradiance\n", - "# Note: an earlier version of this notebook modeled clear-sky POA irradiance as\n", - "# instantaneous values rather than interval averages. See https://github.com/NREL/rdtools/issues/243\n", - "times = pd.date_range(df.index.min(), df.index.max(), freq='1min')\n", - "sun1min = loc.get_solarposition(times)\n", - "clearsky = loc.get_clearsky(times, solar_position=sun1min)\n", - "# Note: An earlier version of this notebook used pvlib<0.6. In pvlib 0.6, the default \n", - "# behavior of get_clearsky() changed, which affects the results of this example notebook.\n", - "# More details: https://github.com/pvlib/pvlib-python/issues/435\n", - "cs_sky = pvlib.irradiance.isotropic(meta['tilt'], clearsky.dhi)\n", - "cs_beam = pvlib.irradiance.beam_component(meta['tilt'], meta['azimuth'], sun1min.zenith, sun1min.azimuth, clearsky.dni)\n", - "cs_total = cs_beam + cs_sky\n", - "# aggregate 1-minute model to the resolution of the measured data:\n", - "df['clearsky_poa'] = cs_total.resample(freq, label='right').mean()\n", - "\n", - "# Renormalize the clear sky POA irradiance\n", - "df['clearsky_poa'] = rdtools.irradiance_rescale(df.poa, df.clearsky_poa, method='iterative')\n", - "\n", - "# Calculate the clearsky temperature\n", - "df['clearsky_Tamb'] = rdtools.get_clearsky_tamb(df.index, meta['latitude'], meta['longitude'])\n", - "df['clearsky_Tcell'] = pvlib.temperature.sapm_cell(df.clearsky_poa, df.clearsky_Tamb, 0, **meta['temp_model_params'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 1: Normalize\n", - "Normalize as in step 1 above, but this time using clearsky modeled irradiance and cell temperature" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "clearsky_pvwatts_kws = {\"poa_global\" : df.clearsky_poa,\n", - " \"power_dc_rated\" : meta['power_dc_rated'],\n", - " \"temperature_cell\" :df.clearsky_Tcell,\n", - " \"poa_global_ref\" : 1000,\n", - " \"temperature_cell_ref\": 25,\n", - " \"gamma_pdc\" : meta['gamma_pdc']}\n", - "\n", - "clearsky_normalized, clearsky_insolation = rdtools.normalize_with_pvwatts(df.energy, clearsky_pvwatts_kws)\n", - "\n", - "df['clearsky_normalized'] = clearsky_normalized\n", - "df['clearsky_insolation'] = clearsky_insolation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 2: Filter\n", - "Filter as in step 2 above, but with the addition of a clear sky index (csi) filter so we consider only points well modeled by the clear sky irradiance model." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "# Perform clearsky filter\n", - "cs_normalized_mask = rdtools.normalized_filter(df['clearsky_normalized'])\n", - "cs_poa_mask = rdtools.poa_filter(df['clearsky_poa'])\n", - "cs_tcell_mask = rdtools.tcell_filter(df['clearsky_Tcell'])\n", - "\n", - "csi_mask = rdtools.csi_filter(df.insolation, df.clearsky_insolation)\n", - "\n", - "\n", - "clearsky_filtered = df[cs_normalized_mask & cs_poa_mask & cs_tcell_mask & clip_mask & csi_mask]\n", - "clearsky_filtered = clearsky_filtered[['clearsky_insolation', 'clearsky_normalized']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 3: Aggregate\n", - "Aggregate the clear sky version of of the filtered data " - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "clearsky_daily = rdtools.aggregation_insol(clearsky_filtered.clearsky_normalized, clearsky_filtered.clearsky_insolation)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 4: Degradation Calculation\n", - "Estimate the degradation rate and compare to the results obtained with sensors. In this case, we see that irradiance sensor drift may have biased the sensor-based results, a problem that is corrected by the clear sky approach." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P95 exceedance level with the clear sky analysis is -0.22%/yr\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Calculate the degradation rate using the YoY method\n", - "cs_yoy_rd, cs_yoy_ci, cs_yoy_info = rdtools.degradation_year_on_year(clearsky_daily, confidence_level=68.2)\n", - "# Note the default confidence_level of 68.2 is approrpriate if you would like to \n", - "# report a confidence interval analogous to the standard deviation of a normal\n", - "# distribution. The size of the confidence interval is adjustable by setting the\n", - "# confidence_level variable.\n", - "\n", - "# Visualize the results\n", - "clearsky_fig = rdtools.degradation_summary_plots(cs_yoy_rd, cs_yoy_ci, cs_yoy_info, clearsky_daily,\n", - " summary_title='Clear-sky-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45, plot_color='orangered');\n", - "\n", - "print('The P95 exceedance level with the clear sky analysis is %.2f%%/yr' % cs_yoy_info['exceedance_level'])" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Compare to previous sensor restuls\n", - "degradation_fig" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -}