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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script data-outdated-warner src="assets/warner.js"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'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'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'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("HydroModels")</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("HydroModels")</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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