You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
535 lines
23 KiB
535 lines
23 KiB
|
|
<!DOCTYPE html>
|
|
|
|
|
|
<html lang="en" data-content_root="./" >
|
|
|
|
<head>
|
|
<meta charset="utf-8" />
|
|
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
|
|
|
|
<title>MIPLearn — MIPLearn 0.4</title>
|
|
|
|
|
|
|
|
<script data-cfasync="false">
|
|
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
|
|
document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
|
|
</script>
|
|
|
|
<!-- Loaded before other Sphinx assets -->
|
|
<link href="_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
|
<link href="_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
|
<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
|
|
|
|
|
<link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
|
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
|
|
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
|
|
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
|
|
|
|
<link rel="stylesheet" type="text/css" href="_static/pygments.css?v=8f2a1f02" />
|
|
<link rel="stylesheet" type="text/css" href="_static/styles/sphinx-book-theme.css?v=eba8b062" />
|
|
<link rel="stylesheet" type="text/css" href="_static/custom.css?v=f8244a84" />
|
|
|
|
<!-- Pre-loaded scripts that we'll load fully later -->
|
|
<link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
|
|
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
|
|
<script src="_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
|
|
|
|
<script src="_static/documentation_options.js?v=a51ad17b"></script>
|
|
<script src="_static/doctools.js?v=9bcbadda"></script>
|
|
<script src="_static/sphinx_highlight.js?v=dc90522c"></script>
|
|
<script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
|
|
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
|
|
<script>window.MathJax = {"tex": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true}, "options": {"ignoreHtmlClass": "tex2jax_ignore|mathjax_ignore|document", "processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
|
|
<script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
|
|
<script>DOCUMENTATION_OPTIONS.pagename = 'index';</script>
|
|
<link rel="index" title="Index" href="genindex/" />
|
|
<link rel="search" title="Search" href="search/" />
|
|
<link rel="next" title="1. Getting started (Pyomo)" href="tutorials/getting-started-pyomo/" />
|
|
<meta name="viewport" content="width=device-width, initial-scale=1"/>
|
|
<meta name="docsearch:language" content="en"/>
|
|
</head>
|
|
|
|
|
|
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
|
|
|
|
|
|
|
|
<div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
|
|
|
|
<div id="pst-scroll-pixel-helper"></div>
|
|
|
|
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
|
|
<i class="fa-solid fa-arrow-up"></i>Back to top</button>
|
|
|
|
|
|
<input type="checkbox"
|
|
class="sidebar-toggle"
|
|
id="pst-primary-sidebar-checkbox"/>
|
|
<label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
|
|
|
|
<input type="checkbox"
|
|
class="sidebar-toggle"
|
|
id="pst-secondary-sidebar-checkbox"/>
|
|
<label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
|
|
|
|
<div class="search-button__wrapper">
|
|
<div class="search-button__overlay"></div>
|
|
<div class="search-button__search-container">
|
|
<form class="bd-search d-flex align-items-center"
|
|
action="search/"
|
|
method="get">
|
|
<i class="fa-solid fa-magnifying-glass"></i>
|
|
<input type="search"
|
|
class="form-control"
|
|
name="q"
|
|
id="search-input"
|
|
placeholder="Search..."
|
|
aria-label="Search..."
|
|
autocomplete="off"
|
|
autocorrect="off"
|
|
autocapitalize="off"
|
|
spellcheck="false"/>
|
|
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
|
|
</form></div>
|
|
</div>
|
|
|
|
<div class="pst-async-banner-revealer d-none">
|
|
<aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
|
|
</div>
|
|
|
|
|
|
<header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
|
|
</header>
|
|
|
|
|
|
<div class="bd-container">
|
|
<div class="bd-container__inner bd-page-width">
|
|
|
|
|
|
|
|
|
|
|
|
<div class="bd-sidebar-primary bd-sidebar">
|
|
|
|
|
|
|
|
<div class="sidebar-header-items sidebar-primary__section">
|
|
|
|
|
|
|
|
|
|
</div>
|
|
|
|
<div class="sidebar-primary-items__start sidebar-primary__section">
|
|
<div class="sidebar-primary-item">
|
|
|
|
|
|
|
|
|
|
|
|
<a class="navbar-brand logo" href="#">
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<p class="title logo__title">MIPLearn 0.4</p>
|
|
|
|
</a></div>
|
|
<div class="sidebar-primary-item">
|
|
|
|
<script>
|
|
document.write(`
|
|
<button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|
<i class="fa-solid fa-magnifying-glass"></i>
|
|
<span class="search-button__default-text">Search</span>
|
|
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
|
|
</button>
|
|
`);
|
|
</script></div>
|
|
<div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
|
|
<div class="bd-toc-item navbar-nav active">
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="tutorials/getting-started-pyomo/">1. Getting started (Pyomo)</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="tutorials/getting-started-gurobipy/">2. Getting started (Gurobipy)</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="tutorials/getting-started-jump/">3. Getting started (JuMP)</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="tutorials/cuts-gurobipy/">4. User cuts and lazy constraints</a></li>
|
|
</ul>
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">User Guide</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/problems/">5. Benchmark Problems</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/collectors/">6. Training Data Collectors</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/features/">7. Feature Extractors</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/primal/">8. Primal Components</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/solvers/">9. Learning Solver</a></li>
|
|
</ul>
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Python API Reference</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="api/problems/">10. Benchmark Problems</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="api/collectors/">11. Collectors & Extractors</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="api/components/">12. Components</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="api/solvers/">13. Solvers</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="api/helpers/">14. Helpers</a></li>
|
|
</ul>
|
|
|
|
</div>
|
|
</nav></div>
|
|
</div>
|
|
|
|
|
|
<div class="sidebar-primary-items__end sidebar-primary__section">
|
|
</div>
|
|
|
|
<div id="rtd-footer-container"></div>
|
|
|
|
|
|
</div>
|
|
|
|
<main id="main-content" class="bd-main" role="main">
|
|
|
|
|
|
|
|
<div class="sbt-scroll-pixel-helper"></div>
|
|
|
|
<div class="bd-content">
|
|
<div class="bd-article-container">
|
|
|
|
<div class="bd-header-article d-print-none">
|
|
<div class="header-article-items header-article__inner">
|
|
|
|
<div class="header-article-items__start">
|
|
|
|
<div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|
<span class="fa-solid fa-bars"></span>
|
|
</button></div>
|
|
|
|
</div>
|
|
|
|
|
|
<div class="header-article-items__end">
|
|
|
|
<div class="header-article-item">
|
|
|
|
<div class="article-header-buttons">
|
|
|
|
|
|
|
|
|
|
|
|
<div class="dropdown dropdown-download-buttons">
|
|
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Download this page">
|
|
<i class="fas fa-download"></i>
|
|
</button>
|
|
<ul class="dropdown-menu">
|
|
|
|
|
|
|
|
<li><a href="_sources/index.rst" target="_blank"
|
|
class="btn btn-sm btn-download-source-button dropdown-item"
|
|
title="Download source file"
|
|
data-bs-placement="left" data-bs-toggle="tooltip"
|
|
>
|
|
|
|
|
|
<span class="btn__icon-container">
|
|
<i class="fas fa-file"></i>
|
|
</span>
|
|
<span class="btn__text-container">.rst</span>
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
<li>
|
|
<button onclick="window.print()"
|
|
class="btn btn-sm btn-download-pdf-button dropdown-item"
|
|
title="Print to PDF"
|
|
data-bs-placement="left" data-bs-toggle="tooltip"
|
|
>
|
|
|
|
|
|
<span class="btn__icon-container">
|
|
<i class="fas fa-file-pdf"></i>
|
|
</span>
|
|
<span class="btn__text-container">.pdf</span>
|
|
</button>
|
|
</li>
|
|
|
|
</ul>
|
|
</div>
|
|
|
|
|
|
|
|
|
|
<button onclick="toggleFullScreen()"
|
|
class="btn btn-sm btn-fullscreen-button"
|
|
title="Fullscreen mode"
|
|
data-bs-placement="bottom" data-bs-toggle="tooltip"
|
|
>
|
|
|
|
|
|
<span class="btn__icon-container">
|
|
<i class="fas fa-expand"></i>
|
|
</span>
|
|
|
|
</button>
|
|
|
|
|
|
|
|
<script>
|
|
document.write(`
|
|
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
|
|
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
|
|
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
|
|
</button>
|
|
`);
|
|
</script>
|
|
|
|
|
|
<script>
|
|
document.write(`
|
|
<button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
|
|
</button>
|
|
`);
|
|
</script>
|
|
<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|
<span class="fa-solid fa-list"></span>
|
|
</button>
|
|
</div></div>
|
|
|
|
</div>
|
|
|
|
</div>
|
|
</div>
|
|
|
|
|
|
|
|
<div id="jb-print-docs-body" class="onlyprint">
|
|
<h1>MIPLearn</h1>
|
|
<!-- Table of contents -->
|
|
<div id="print-main-content">
|
|
<div id="jb-print-toc">
|
|
|
|
<div>
|
|
<h2> Contents </h2>
|
|
</div>
|
|
<nav aria-label="Page">
|
|
<ul class="visible nav section-nav flex-column">
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#contents">Contents</a><ul class="nav section-nav flex-column">
|
|
</ul>
|
|
</li>
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#authors">Authors</a></li>
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#citing-miplearn">Citing MIPLearn</a></li>
|
|
</ul>
|
|
</nav>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
|
|
|
|
|
|
<div id="searchbox"></div>
|
|
<article class="bd-article">
|
|
|
|
<section id="miplearn">
|
|
<h1>MIPLearn<a class="headerlink" href="#miplearn" title="Link to this heading">#</a></h1>
|
|
<p><strong>MIPLearn</strong> is an extensible framework for solving discrete optimization problems using a combination of Mixed-Integer Linear Programming (MIP) and Machine Learning (ML). MIPLearn uses ML methods to automatically identify patterns in previously solved instances of the problem, then uses these patterns to accelerate the performance of conventional state-of-the-art MIP solvers such as CPLEX, Gurobi or XPRESS.</p>
|
|
<p>Unlike pure ML methods, MIPLearn is not only able to find high-quality solutions to discrete optimization problems, but it can also prove the optimality and feasibility of these solutions. Unlike conventional MIP solvers, MIPLearn can take full advantage of very specific observations that happen to be true in a particular family of instances (such as the observation that a particular constraint is typically redundant, or that a particular variable typically assumes a certain value). For certain classes of problems, this approach may provide significant performance benefits.</p>
|
|
<section id="contents">
|
|
<h2>Contents<a class="headerlink" href="#contents" title="Link to this heading">#</a></h2>
|
|
<div class="toctree-wrapper compound">
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
|
|
<ul>
|
|
<li class="toctree-l1"><a class="reference internal" href="tutorials/getting-started-pyomo/">1. Getting started (Pyomo)</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="tutorials/getting-started-gurobipy/">2. Getting started (Gurobipy)</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="tutorials/getting-started-jump/">3. Getting started (JuMP)</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="tutorials/cuts-gurobipy/">4. User cuts and lazy constraints</a></li>
|
|
</ul>
|
|
</div>
|
|
<div class="toctree-wrapper compound">
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">User Guide</span></p>
|
|
<ul>
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/problems/">5. Benchmark Problems</a><ul>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Overview">5.1. Overview</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Bin-Packing">5.2. Bin Packing</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Multi-Dimensional-Knapsack">5.3. Multi-Dimensional Knapsack</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Capacitated-P-Median">5.4. Capacitated P-Median</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Set-cover">5.5. Set cover</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Set-Packing">5.6. Set Packing</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Stable-Set">5.7. Stable Set</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Traveling-Salesman">5.8. Traveling Salesman</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Unit-Commitment">5.9. Unit Commitment</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Vertex-Cover">5.10. Vertex Cover</a></li>
|
|
</ul>
|
|
</li>
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/collectors/">6. Training Data Collectors</a><ul>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/collectors/#Overview">6.1. Overview</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/collectors/#HDF5-Format">6.2. HDF5 Format</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/collectors/#Basic-collector">6.3. Basic collector</a></li>
|
|
</ul>
|
|
</li>
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/features/">7. Feature Extractors</a><ul>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/features/#Overview">7.1. Overview</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/features/#H5FieldsExtractor">7.2. H5FieldsExtractor</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/features/#AlvLouWeh2017Extractor">7.3. AlvLouWeh2017Extractor</a></li>
|
|
</ul>
|
|
</li>
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/primal/">8. Primal Components</a><ul>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Primal-component-actions">8.1. Primal component actions</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Memorizing-primal-component">8.2. Memorizing primal component</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Independent-vars-primal-component">8.3. Independent vars primal component</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Joint-vars-primal-component">8.4. Joint vars primal component</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Expert-primal-component">8.5. Expert primal component</a></li>
|
|
</ul>
|
|
</li>
|
|
<li class="toctree-l1"><a class="reference internal" href="guide/solvers/">9. Learning Solver</a><ul>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/solvers/#Configuring-the-solver">9.1. Configuring the solver</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/solvers/#Training-and-solving-new-instances">9.2. Training and solving new instances</a></li>
|
|
<li class="toctree-l2"><a class="reference internal" href="guide/solvers/#Complete-example">9.3. Complete example</a></li>
|
|
</ul>
|
|
</li>
|
|
</ul>
|
|
</div>
|
|
<div class="toctree-wrapper compound">
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Python API Reference</span></p>
|
|
<ul>
|
|
<li class="toctree-l1"><a class="reference internal" href="api/problems/">10. Benchmark Problems</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="api/collectors/">11. Collectors & Extractors</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="api/components/">12. Components</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="api/solvers/">13. Solvers</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="api/helpers/">14. Helpers</a></li>
|
|
</ul>
|
|
</div>
|
|
</section>
|
|
<section id="authors">
|
|
<h2>Authors<a class="headerlink" href="#authors" title="Link to this heading">#</a></h2>
|
|
<ul class="simple">
|
|
<li><p><strong>Alinson S. Xavier</strong> (Argonne National Laboratory)</p></li>
|
|
<li><p><strong>Feng Qiu</strong> (Argonne National Laboratory)</p></li>
|
|
<li><p><strong>Xiaoyi Gu</strong> (Georgia Institute of Technology)</p></li>
|
|
<li><p><strong>Berkay Becu</strong> (Georgia Institute of Technology)</p></li>
|
|
<li><p><strong>Santanu S. Dey</strong> (Georgia Institute of Technology)</p></li>
|
|
</ul>
|
|
</section>
|
|
<section id="acknowledgments">
|
|
<h2>Acknowledgments<a class="headerlink" href="#acknowledgments" title="Link to this heading">#</a></h2>
|
|
<ul class="simple">
|
|
<li><p>Based upon work supported by <strong>Laboratory Directed Research and Development</strong> (LDRD) funding from Argonne National Laboratory, provided by the Director, Office of Science, of the U.S. Department of Energy.</p></li>
|
|
<li><p>Based upon work supported by the <strong>U.S. Department of Energy Advanced Grid Modeling Program</strong>.</p></li>
|
|
</ul>
|
|
</section>
|
|
<section id="citing-miplearn">
|
|
<h2>Citing MIPLearn<a class="headerlink" href="#citing-miplearn" title="Link to this heading">#</a></h2>
|
|
<p>If you use MIPLearn in your research (either the solver or the included problem generators), we kindly request that you cite the package as follows:</p>
|
|
<ul class="simple">
|
|
<li><p><strong>Alinson S. Xavier, Feng Qiu, Xiaoyi Gu, Berkay Becu, Santanu S. Dey.</strong> <em>MIPLearn: An Extensible Framework for Learning-Enhanced Optimization (Version 0.4)</em>. Zenodo (2024). DOI: <a class="reference external" href="https://doi.org/10.5281/zenodo.4287567">https://doi.org/10.5281/zenodo.4287567</a></p></li>
|
|
</ul>
|
|
<p>If you use MIPLearn in the field of power systems optimization, we kindly request that you cite the reference below, in which the main techniques implemented in MIPLearn were first developed:</p>
|
|
<ul class="simple">
|
|
<li><p><strong>Alinson S. Xavier, Feng Qiu, Shabbir Ahmed.</strong> <em>Learning to Solve Large-Scale Unit Commitment Problems.</em> INFORMS Journal on Computing (2020). DOI: <a class="reference external" href="https://doi.org/10.1287/ijoc.2020.0976">https://doi.org/10.1287/ijoc.2020.0976</a></p></li>
|
|
</ul>
|
|
</section>
|
|
</section>
|
|
|
|
|
|
</article>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<footer class="prev-next-footer d-print-none">
|
|
|
|
<div class="prev-next-area">
|
|
<a class="right-next"
|
|
href="tutorials/getting-started-pyomo/"
|
|
title="next page">
|
|
<div class="prev-next-info">
|
|
<p class="prev-next-subtitle">next</p>
|
|
<p class="prev-next-title"><span class="section-number">1. </span>Getting started (Pyomo)</p>
|
|
</div>
|
|
<i class="fa-solid fa-angle-right"></i>
|
|
</a>
|
|
</div>
|
|
</footer>
|
|
|
|
</div>
|
|
|
|
|
|
|
|
<div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
|
|
|
|
|
|
<div class="sidebar-secondary-item">
|
|
<div class="page-toc tocsection onthispage">
|
|
<i class="fa-solid fa-list"></i> Contents
|
|
</div>
|
|
<nav class="bd-toc-nav page-toc">
|
|
<ul class="visible nav section-nav flex-column">
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#contents">Contents</a><ul class="nav section-nav flex-column">
|
|
</ul>
|
|
</li>
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#authors">Authors</a></li>
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#citing-miplearn">Citing MIPLearn</a></li>
|
|
</ul>
|
|
</nav></div>
|
|
|
|
</div></div>
|
|
|
|
|
|
</div>
|
|
<footer class="bd-footer-content">
|
|
|
|
<div class="bd-footer-content__inner container">
|
|
|
|
<div class="footer-item">
|
|
|
|
</div>
|
|
|
|
<div class="footer-item">
|
|
|
|
|
|
<p class="copyright">
|
|
|
|
© Copyright 2020-2023, UChicago Argonne, LLC.
|
|
<br/>
|
|
|
|
</p>
|
|
|
|
</div>
|
|
|
|
<div class="footer-item">
|
|
|
|
</div>
|
|
|
|
<div class="footer-item">
|
|
|
|
</div>
|
|
|
|
</div>
|
|
</footer>
|
|
|
|
|
|
</main>
|
|
</div>
|
|
</div>
|
|
|
|
<!-- Scripts loaded after <body> so the DOM is not blocked -->
|
|
<script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
|
|
<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
|
|
|
|
<footer class="bd-footer">
|
|
</footer>
|
|
</body>
|
|
</html> |