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{"documenter":{"julia_version":"1.11.2","generation_timestamp":"2024-12-05T03:41:18","documenter_version":"1.8.0"}}
{"documenter":{"julia_version":"1.11.2","generation_timestamp":"2024-12-05T08:00:07","documenter_version":"1.8.0"}}
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<!DOCTYPE html>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · HydroModels.jl</title><meta name="title" content="Home · HydroModels.jl"/><meta property="og:title" content="Home · HydroModels.jl"/><meta property="twitter:title" content="Home · HydroModels.jl"/><meta name="description" content="Documentation for HydroModels.jl."/><meta property="og:description" content="Documentation for HydroModels.jl."/><meta property="twitter:description" content="Documentation for HydroModels.jl."/><meta property="og:url" content="https://chooron.github.io/HydroModels.jl/"/><meta property="twitter:url" content="https://chooron.github.io/HydroModels.jl/"/><link rel="canonical" href="https://chooron.github.io/HydroModels.jl/"/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script><link href="assets/icons.ico" rel="icon" type="image/x-icon"/></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href>HydroModels.jl</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li class="is-active"><a class="tocitem" href>Home</a><ul class="internal"><li><a class="tocitem" href="#Overview"><span>Overview</span></a></li><li><a class="tocitem" href="#Key-Features"><span>Key Features</span></a></li><li><a class="tocitem" href="#Framework-Capabilities"><span>Framework Capabilities</span></a></li><li><a class="tocitem" href="#Case-Studies"><span>Case Studies</span></a></li><li><a class="tocitem" href="#Getting-Started"><span>Getting Started</span></a></li><li><a class="tocitem" href="#Installation"><span>Installation</span></a></li><li><a class="tocitem" href="#Contributing"><span>Contributing</span></a></li><li><a class="tocitem" href="#Documentation"><span>Documentation</span></a></li></ul></li><li><span class="tocitem">Tutorials</span><ul><li><a class="tocitem" href="tutorials/run_a_bucket/">Run a Bucket Model</a></li><li><a class="tocitem" href="tutorials/run_a_exphydro_model/">Run ExpHydro Model</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/chooron/HydroModels.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/chooron/HydroModels.jl/blob/main/docs/src/index.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="HydroModels.jl"><a class="docs-heading-anchor" href="#HydroModels.jl">HydroModels.jl</a><a id="HydroModels.jl-1"></a><a class="docs-heading-anchor-permalink" href="#HydroModels.jl" title="Permalink"></a></h1><h2 id="Overview"><a class="docs-heading-anchor" href="#Overview">Overview</a><a id="Overview-1"></a><a class="docs-heading-anchor-permalink" href="#Overview" title="Permalink"></a></h2><p>HydroModels.jl is a modern hydrological modeling framework that extends and enhances SUPERFLEX&#39;s design philosophy. Built on Julia language and the SciML (Scientific Machine Learning) ecosystem, it combines flexible model construction with computational efficiency, particularly supporting deep learning integration in hydrological modeling.</p><h2 id="Key-Features"><a class="docs-heading-anchor" href="#Key-Features">Key Features</a><a id="Key-Features-1"></a><a class="docs-heading-anchor-permalink" href="#Key-Features" title="Permalink"></a></h2><ul><li><strong>Flexible Model Construction</strong>: Supports development of lumped, semi-distributed, and distributed hydrological models</li><li><strong>Deep Learning Integration</strong>: Enables neural network integration for enhanced flux calculations and dynamic parameter estimation</li><li><strong>Computational Efficiency</strong>: Leverages Julia&#39;s high-performance capabilities and the SciML ecosystem</li><li><strong>Gradient-Based Optimization</strong>: Supports advanced parameter optimization techniques</li><li><strong>Comprehensive Framework</strong>: Provides tools for both traditional hydrological modeling and modern machine learning approaches</li></ul><h2 id="Framework-Capabilities"><a class="docs-heading-anchor" href="#Framework-Capabilities">Framework Capabilities</a><a id="Framework-Capabilities-1"></a><a class="docs-heading-anchor-permalink" href="#Framework-Capabilities" title="Permalink"></a></h2><p>HydroModels.jl offers:</p><ul><li>Easy implementation and customization of hydrological models</li><li>Integration with Julia&#39;s scientific computing ecosystem</li><li>Support for various modeling approaches:<ul><li>Traditional conceptual models</li><li>Neural network enhanced models</li><li>Distributed hydrological systems</li></ul></li></ul><h2 id="Case-Studies"><a class="docs-heading-anchor" href="#Case-Studies">Case Studies</a><a id="Case-Studies-1"></a><a class="docs-heading-anchor-permalink" href="#Case-Studies" title="Permalink"></a></h2><p>The framework has been validated through various applications, including:</p><ol><li>M50 Model Implementation</li><li>GR4J-based Distributed Hydrological Model</li></ol><h2 id="Getting-Started"><a class="docs-heading-anchor" href="#Getting-Started">Getting Started</a><a id="Getting-Started-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-Started" title="Permalink"></a></h2><p>Check out our tutorials to start using HydroModels.jl:</p><ul><li><a href="tutorials/run_a_bucket/">Run a Bucket Model</a></li><li><a href="tutorials/run_a_exphydro_model/">Run ExpHydro Model</a></li></ul><h2 id="Installation"><a class="docs-heading-anchor" href="#Installation">Installation</a><a id="Installation-1"></a><a class="docs-heading-anchor-permalink" href="#Installation" title="Permalink"></a></h2><pre><code class="language-julia hljs">using Pkg
Pkg.add(&quot;HydroModels&quot;)</code></pre><h2 id="Contributing"><a class="docs-heading-anchor" href="#Contributing">Contributing</a><a id="Contributing-1"></a><a class="docs-heading-anchor-permalink" href="#Contributing" title="Permalink"></a></h2><p>HydroModels.jl is an open-source project available on Github. We welcome contributions from the community to help advance deep learning applications in hydrology.</p><h2 id="Documentation"><a class="docs-heading-anchor" href="#Documentation">Documentation</a><a id="Documentation-1"></a><a class="docs-heading-anchor-permalink" href="#Documentation" title="Permalink"></a></h2><p>For detailed information about using HydroModels.jl, please refer to our comprehensive documentation and tutorials in this site.</p></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="tutorials/run_a_bucket/">Run a Bucket Model »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.8.0 on <span class="colophon-date" title="Thursday 5 December 2024 03:41">Thursday 5 December 2024</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
Pkg.add(&quot;HydroModels&quot;)</code></pre><h2 id="Contributing"><a class="docs-heading-anchor" href="#Contributing">Contributing</a><a id="Contributing-1"></a><a class="docs-heading-anchor-permalink" href="#Contributing" title="Permalink"></a></h2><p>HydroModels.jl is an open-source project available on Github. We welcome contributions from the community to help advance deep learning applications in hydrology.</p><h2 id="Documentation"><a class="docs-heading-anchor" href="#Documentation">Documentation</a><a id="Documentation-1"></a><a class="docs-heading-anchor-permalink" href="#Documentation" title="Permalink"></a></h2><p>For detailed information about using HydroModels.jl, please refer to our comprehensive documentation and tutorials in this site.</p></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="tutorials/run_a_bucket/">Run a Bucket Model »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.8.0 on <span class="colophon-date" title="Thursday 5 December 2024 08:00">Thursday 5 December 2024</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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# Run simulation with multiple nodes
run_kwgs = (ptypes=node_names, timeidx=ts)
result = ele(node_input, node_pas, kwargs=run_kwgs)</code></pre><h2 id="Model-Structure"><a class="docs-heading-anchor" href="#Model-Structure">Model Structure</a><a id="Model-Structure-1"></a><a class="docs-heading-anchor-permalink" href="#Model-Structure" title="Permalink"></a></h2><p>The model uses a bucket structure defined in exphydro.jl with two main components:</p><ol><li><p>Surface water component (bucket_1):</p><ul><li>Handles precipitation partitioning (rainfall/snowfall)</li><li>Computes potential evapotranspiration</li><li>Manages snowmelt processes</li></ul></li><li><p>Soil water component:</p><ul><li>Manages soil water storage</li><li>Computes actual evaporation</li><li>Generates baseflow and surface flow</li></ul></li></ol><h2 id="Usage-Notes"><a class="docs-heading-anchor" href="#Usage-Notes">Usage Notes</a><a id="Usage-Notes-1"></a><a class="docs-heading-anchor-permalink" href="#Usage-Notes" title="Permalink"></a></h2><ol><li>The code demonstrates flexibility in handling both single-node and multi-node simulations</li><li>Input data should be properly formatted with required columns (dayl, tmean, prcp)</li><li>Parameters and initial states can be adjusted based on specific catchment characteristics</li><li>The model uses a manual solver for time-stepping</li></ol><h2 id="Time-Series-Processing"><a class="docs-heading-anchor" href="#Time-Series-Processing">Time Series Processing</a><a id="Time-Series-Processing-1"></a><a class="docs-heading-anchor-permalink" href="#Time-Series-Processing" title="Permalink"></a></h2><p>The example processes 10,000 time steps (ts = collect(1:10000)) and can be adjusted based on data availability and simulation requirements.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../">« Home</a><a class="docs-footer-nextpage" href="../run_a_exphydro_model/">Run ExpHydro Model »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.8.0 on <span class="colophon-date" title="Thursday 5 December 2024 03:41">Thursday 5 December 2024</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
result = ele(node_input, node_pas, kwargs=run_kwgs)</code></pre><h2 id="Model-Structure"><a class="docs-heading-anchor" href="#Model-Structure">Model Structure</a><a id="Model-Structure-1"></a><a class="docs-heading-anchor-permalink" href="#Model-Structure" title="Permalink"></a></h2><p>The model uses a bucket structure defined in exphydro.jl with two main components:</p><ol><li><p>Surface water component (bucket_1):</p><ul><li>Handles precipitation partitioning (rainfall/snowfall)</li><li>Computes potential evapotranspiration</li><li>Manages snowmelt processes</li></ul></li><li><p>Soil water component:</p><ul><li>Manages soil water storage</li><li>Computes actual evaporation</li><li>Generates baseflow and surface flow</li></ul></li></ol><h2 id="Usage-Notes"><a class="docs-heading-anchor" href="#Usage-Notes">Usage Notes</a><a id="Usage-Notes-1"></a><a class="docs-heading-anchor-permalink" href="#Usage-Notes" title="Permalink"></a></h2><ol><li>The code demonstrates flexibility in handling both single-node and multi-node simulations</li><li>Input data should be properly formatted with required columns (dayl, tmean, prcp)</li><li>Parameters and initial states can be adjusted based on specific catchment characteristics</li><li>The model uses a manual solver for time-stepping</li></ol><h2 id="Time-Series-Processing"><a class="docs-heading-anchor" href="#Time-Series-Processing">Time Series Processing</a><a id="Time-Series-Processing-1"></a><a class="docs-heading-anchor-permalink" href="#Time-Series-Processing" title="Permalink"></a></h2><p>The example processes 10,000 time steps (ts = collect(1:10000)) and can be adjusted based on data availability and simulation requirements.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../">« Home</a><a class="docs-footer-nextpage" href="../run_a_exphydro_model/">Run ExpHydro Model »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.8.0 on <span class="colophon-date" title="Thursday 5 December 2024 08:00">Thursday 5 December 2024</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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