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daline.html
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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Daline – Free, open-source tool for power flow linearization</title>
<!-- Google tag (gtag.js) -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-RZR7679P0L"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'G-RZR7679P0L');
</script>
<!--
- favicon
-->
<link rel="shortcut icon" href="./assets/images/logo.png" type="image/x-icon">
<!-- Structured data for the logo -->
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Organization",
"url": "https://www.shuo.science/",
"logo": "https://www.shuo.science/assets/images/logo.png"
}
</script>
<!--
- custom css link
-->
<link rel="stylesheet" href="./assets/css/style.css">
<!--
- google font link
-->
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Poppins:wght@300;400;500;600&display=swap" rel="stylesheet">
<style>
.body {
display: flex;
flex-direction: column;
align-items: center;
justify-content: center;
background-color: #121212;
color: white;
}
.dalinehead {
font-family: "Times New Roman", Times, serif;
font-variant: small-caps;
font-weight: bold;
color: var(--orange-yellow-crayola); /* Adjust the color if needed */
line-height: 1; /* Adjust line-height to prevent breaks */
font-size: 3.2em;
margin-top: 20px; /* Adjust the value to set the desired distance */
margin-bottom: 1px; /* Adjust the value to set the desired distance below */
/* display: inline; */
}
.dalinehead::first-letter {
font-size: 1.5em; /* Make the first letter larger */
vertical-align: baseline; /* Align the larger letter properly */
}
.dalinehead img {
vertical-align: middle;
margin-right: 5px; /* Adjust spacing between image and text if necessary */
}
.largesize {
font-size: 2.5em;
/* font-weight: bold; */
color: #ffffff; /* Adjust the color if needed */
display: inline; /* Ensure it remains inline */
line-height: 1; /* Adjust line-height to prevent breaks */
margin-top: 10px; /* Adjust the value to set the desired distance */
margin-bottom: 10px; /* Adjust the value to set the desired distance below */
}
.golden {
display: inline;
color: var(--orange-yellow-crayola);
}
.smallsize {
font-size: 1.1em;
/* font-weight: bold; */
color: #ffffff; /* Adjust the color if needed */
display: inline; /* Ensure it remains inline */
line-height: 1.5; /* Adjust line-height to prevent breaks */
margin-top: 10px; /* Adjust the value to set the desired distance */
margin-bottom: 4px; /* Adjust the value to set the desired distance below */
}
.dalineinline {
font-family: "Times New Roman", Times, serif;
font-variant: small-caps;
font-weight: bold;
color: #ffffff !important;
display: inline; /* Ensure it remains inline */
line-height: 1.5; /* Adjust line-height to prevent breaks */
}
.dalineinline::first-letter {
font-size: 3em; /* Make the first letter larger */
vertical-align: baseline; /* Align the larger letter properly */
}
.half-line-break {
display: block;
height: 0.5em; /* Adjust the value to be half of the line height */
content: "";
}
.button-container {
text-align: center; /* Center the button */
margin: 20px 0; /* Add some margin for spacing */
}
.start-button {
display: inline-block;
padding: 8px 16px; /* Smaller padding */
font-size: 14px; /* Smaller font size */
font-family: Arial, sans-serif;
color: #000;
background-color: #fff;
border: none;
border-radius: 20px;
cursor: pointer;
text-decoration: none;
box-shadow: 0 2px 4px rgba(0, 0, 0, 0.2);
transition: background-color 0.3s, box-shadow 0.3s;
white-space: nowrap; /* Prevent line breaks */
border-radius: 25px;
}
.start-button:hover {
background-color: #f0f0f0;
box-shadow: 0 4px 8px rgba(0, 0, 0, 0.3);
}
.start-button:focus {
outline: none;
}
.start-button span {
margin-left: 5px;
}
.panel {
width: 100%; /* Adjust this to the desired width */
overflow: hidden;
position: relative;
background-color: var(--eerie-black-2);
padding: 5px;
border-radius: 10px;
}
.row {
display: flex;
width: 1300%; /* Double the viewport width to ensure continuous flow */
white-space: nowrap;
position: relative;
}
.row-left {
animation: flow-left 200s linear infinite;
}
.row-right {
animation: flow-right 200s linear infinite;
}
.block {
display: inline-block;
background-color: var(--eerie-black-2);
border: 1px solid #333;
border-radius: 10px;
padding: 12px;
margin: 5px;
box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2);
font-size: 14px;
text-align: center;
flex-shrink: 0; /* Prevent blocks from shrinking too much */
}
@keyframes flow-left {
0% {
transform: translateX(0%);
}
100% {
transform: translateX(-100%);
}
}
@keyframes flow-right {
0% {
transform: translateX(-100%);
}
100% {
transform: translateX(0%);
}
}
.variable {
/* color: #f69d95; #f69d95 */
color: #988989;
display: inline;
}
.field {
color: var(--orange-yellow-crayola);
display: inline;
}
.string {
color: #6b5b5b;
display: inline;
}
.largesize-small {
font-size: 1.2em;
}
.image-container {
display: flex;
justify-content: center;
align-items: center;
margin: 20px 0;
}
.image-container img {
max-width: 100%;
height: auto;
}
.code-block {
background-color: #0d0d0d; /* Background color */
padding: 5px 10px; /* Reduced padding */
border-radius: 5px; /* Rounded corners */
font-family: 'Courier New', Courier, monospace; /* Monospace font for code */
color: #ffffff; /* Default text color */
white-space: pre; /* Preserve whitespace */
margin: 0; /* Remove any default margin */
line-height: 1.5; /* Adjust line height for compactness */
overflow: auto; /* Ensure scrolling for long lines */
font-size: 14px; /* Smaller font size */
text-align: left; /* Align text to the left */
width: 88%; /* Responsive width */
max-width: 1000px; /* Maximum width */
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color: #988989; /* Variable color */
display: inline;
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.code-block .field {
color: var(--orange-yellow-crayola); /* Field color */
display: inline;
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.code-block .string {
color: #6b5b5b; /* String color */
display: inline;
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display: inline;
color: var(--orange-yellow-crayola);
text-decoration: underline;
}
.downloadcontainer {
max-width: 1000px;
margin: 0 auto;
padding: 20px;
background-color: #333;
border-radius: 8px;
box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2);
}
.current-version, .older-versions, .license {
margin-bottom: 20px;
}
.current-version {
border: 2px solid var(--orange-yellow-crayola);
border-radius: 8px;
padding: 15px;
background-color: #333;
}
.license {
background-color: #f8f9fa;
padding: 15px;
border-left: 5px solid #ffeeba;
border-radius: 8px;
font-size: 0.9em;
color: #856404;
}
.license a {
color: #856404;
text-decoration: none;
}
.license a:hover {
text-decoration: underline;
}
.older-versions table {
width: 100%;
border-collapse: collapse;
}
.older-versions th, .older-versions td {
padding: 10px;
text-align: left;
border-bottom: 1px solid #dee2e6;
}
.older-versions th {
background-color: #444;
color: #ffffff;
}
.older-versions td {
background-color: #222;
}
.older-versions a {
text-decoration: none;
color: var(--orange-yellow-crayola); /* Light red color for links */
}
.older-versions a:hover {
text-decoration: underline;
}
.center-container {
display: flex;
justify-content: center;
align-items: center;
}
.center-image {
width: 30px;
margin-right: 10px; /* Adjust as needed for spacing */
}
.negative-line-break {
display: block;
height: -0.5em; /* Adjust the value to be half of the line height */
content: "";
}
</style>
</head>
<body>
<!--
- #MAIN
-->
<main>
<!--
- #SIDEBAR
-->
<aside class="sidebar" data-sidebar>
<div class="sidebar-info">
<figure class="avatar-box">
<img src="./assets/images/my-avatar-shade.png" alt="Dr. Mengshuo Jia" width="80">
</figure>
<div class="info-content">
<h1 class="name" title="贾孟硕 博士" style="font-size: 16px; margin-bottom: 1px;">贾孟硕 博士</h1>
<h1 class="name" title="Dr. Mengshuo Jia" style="font-size: 16px; margin-bottom: 6px;">Dr. Mengshuo Jia</h1>
<p class="title">Senior Scientist @ ETH Zürich</p>
</div>
<button class="info_more-btn" data-sidebar-btn>
<span>Show Contacts</span>
<ion-icon name="chevron-down"></ion-icon>
</button>
</div>
<div class="sidebar-info_more">
<div class="separator"></div>
<ul class="contacts-list">
<li class="contact-item">
<div class="icon-box">
<ion-icon name="mail-outline"></ion-icon>
</div>
<div class="contact-info">
<p class="contact-title">Email</p>
<a href="mailto:jia@eeh.ee.ethz.ch" class="contact-link">jia [at] eeh.ee.ethz.ch</a>
</div>
</li>
<li class="contact-item">
<div class="icon-box">
<img src="assets/images/dalinelogo-yellow.png" style="width: 18px;">
</div>
<div class="contact-info">
<p class="contact-title">Daline</p>
<a href="https://www.shuo.science/daline" class="contact-link">shuo.science/daline</a>
</div>
</li>
<li class="contact-item">
<div class="icon-box">
<img src="assets/images/website_icon.png" style="width: 18px;">
</div>
<div class="contact-info">
<p class="contact-title">Institutional Website</p>
<a href="https://psl.ee.ethz.ch/people/person-detail.MjYzNzU2.TGlzdC8yNTEyLC0xNTM3NjU3MDcy.html" class="contact-link">psl.ee.ethz.ch/shuo</a>
</div>
</li>
<li class="contact-item">
<div class="icon-box">
<img src="assets/images/website_icon.png" style="width: 18px;">
</div>
<div class="contact-info">
<p class="contact-title">Personal Website</p>
<a href="https://www.shuo.science/" class="contact-link">www.shuo.science</a>
</div>
</li>
</ul>
<div class="separator"></div>
<ul class="social-list">
<li class="social-item">
<a href="/" class="social-link">
<!-- You might need a custom icon or image for Google Scholar as ion-icon may not have a specific one for it. -->
<img src="assets/images/logo.png" alt="shuo.science" style="width: 20px;">
</a>
</li>
<li class="social-item">
<a href="https://scholar.google.ch/citations?user=1qq4l9IAAAAJ&hl=en" class="social-link" target="_blank">
<!-- You might need a custom icon or image for Google Scholar as ion-icon may not have a specific one for it. -->
<img src="assets/images/google_scholar_icon_Golden.png" alt="Google Scholar" style="width: 19px;">
</a>
</li>
<li class="social-item">
<a href="https://www.linkedin.com/in/mengshuo-jia-340272257/" class="social-link" target="_blank">
<img src="assets/images/Linkedin_icon.png" alt="Linkedin" style="width: 20px;">
</a>
</li>
<li class="social-item">
<a href="https://ieeexplore.ieee.org/author/37086556943" class="social-link" target="_blank">
<!-- Again, you might need a custom icon or image for IEEE. -->
<img src="assets/images/IEEE_icon_Golden.png" alt="IEEE" style="width: 24px;">
</a>
</li>
<li class="social-item">
<a href="https://www.researchgate.net/profile/Mengshuo-Jia" class="social-link" target="_blank">
<!-- And a custom icon or image for ResearchGate. -->
<img src="assets/images/RG_icon.png" alt="Researchgate" style="width: 20px;">
</a>
</li>
</ul>
</div>
</aside>
<!--
- #main-content
-->
<div class="main-content">
<!--
- #NAVBAR
-->
<nav class="navbar">
<ul class="navbar-list">
<li class="navbar-item">
<a href="/" class="navbar-link">
<img src="assets/images/logo.png" alt="shuo.science" style="width: 20px;">
</a>
</li>
<li class="navbar-item">
<button class="navbar-link active" data-nav-link="about">About</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link="get started">Get Started</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link="downloads">Downloads</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link="documentation">Documentation</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link="license">License</button>
</li>
<li class="navbar-item">
<a href="https://github.com/JarvisETHZ/Daline" class="navbar-link">Github</a>
</li>
</ul>
</nav>
<!--
- #ABOUT
-->
<article class="about active" data-page="about">
<p><br></p>
<p><br></p>
<div class="half-line-break"></div>
<div class="center-container">
<img src="assets/images/dalinelogo-all.png" alt="Daline" class="center-image" style="width: 158px;">
</div>
<p><br></p>
<section class="about-text">
<p style="text-align: center;"> <span class="largesize">Get Data. Find Methods. Linearize Models. </span> <br><br> <span class="smallsize golden"> Free to use. Quick to deploy. Easy to code. <br> For data-driven power flow linearization and more. </span> </p>
<div class="half-line-break"></div>
<div class="button-container">
<a href="#" class="start-button" onclick="navigateTo('get started')">
<span>Start now</span>
</a>
</div>
<div class="half-line-break"></div>
<div class="half-line-break"></div>
<div class="panel">
<div class="row row-left">
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">all</span>(<span class="string">'case118'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">generate</span>(<span class="string">'case.name'</span>, <span class="string">'case118'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'noise.SNR_dB'</span>, 45)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">noise</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">outlier</span>(<span class="variable">data</span>, <span class="string">'outlier.switchTrain'</span>, 1, <span class="string">'outlier.percentage'</span>, 2.5)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">denoise</span>(<span class="variable">data</span>, <span class="string">'filNoi.switchTrain'</span>, 1, <span class="string">'filNoi.useARModel'</span>, false)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'filNoi.useARModel'</span>, false, <span class="string">'filNoi.zeroInitial'</span>, 0)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">deoutlier</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">normalize</span>(<span class="variable">data</span>, <span class="string">'norm.switch'</span>, 1)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">data</span>(<span class="string">'num.trainSample'</span>, 500, <span class="string">'num.testSample'</span>, 300)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'data.baseType'</span>, <span class="string">'TimeSeriesRand'</span>, <span class="string">'method.name'</span>, <span class="string">'RR'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">data</span>(<span class="string">'data.program'</span>, <span class="string">'acpf'</span>, <span class="string">'data.baseType'</span>, <span class="string">'TimeSeriesRand'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">all</span>(<span class="string">'case118'</span>, <span class="string">'method.name'</span>, <span class="string">'RR'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">generate</span>(<span class="string">'case.name'</span>, <span class="string">'case118'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">data</span>(<span class="string">'case.name'</span>, <span class="string">'case39'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">time_list</span> = daline.<span class="field">time</span>(<span class="variable">data</span>, {<span class="string">'LS'</span>, <span class="string">'LS_SVD'</span>, <span class="string">'RR'</span>}, <span class="string">'PLOT.repeat'</span>, 5, <span class="string">'PLOT.style'</span>, <span class="string">'light'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'method.name'</span>, <span class="string">'LS_PIN'</span>, <span class="string">'variable.predictor'</span>, {<span class="string">'P'</span>, <span class="string">'Q'</span>}, <span class="string">'variable.response'</span>, {<span class="string">'PF'</span>})</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'method.name'</span>, <span class="string">'LS_SVD'</span>, <span class="string">'variable.response'</span>, {<span class="string">'PF'</span>})</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_COD'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">rank</span>(<span class="variable">data</span>, <span class="variable">method</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'data.program'</span>, <span class="string">'acpf'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">data</span>(<span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">all</span>(<span class="string">'case118'</span>, <span class="string">'method.name'</span>, <span class="string">'RR'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">generate</span>(<span class="string">'data.baseType'</span>, <span class="string">'TimeSeriesRand'</span>)</code></pre>
</div>
</div>
<div class="row row-right">
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_COD'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_HBLE'</span>, <span class="string">'HBL.language'</span>, <span class="string">'yalmip'</span>, <span class="string">'HBL.solver'</span>, <span class="string">'quadprog'</span>, <span class="string">'HBL.programType'</span>, <span class="string">'whole'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_LIFX'</span>, <span class="string">'variable.liftType'</span>, <span class="string">'polyharmonic'</span>, <span class="string">'variable.liftK'</span>, 2)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_WEI'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'DRC_XYM'</span>, <span class="string">'DRC.probThreshold'</span>, 90, <span class="string">'DRC.gamma2'</span>, 0.5, <span class="string">'DRC.language'</span>, <span class="string">'cvx'</span>, <span class="string">'DRC.solverM'</span>, <span class="string">'Mosek'</span>, <span class="string">'DRC.programType'</span>, <span class="string">'whole'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_REC'</span>, <span class="string">'LSR.recursivePercentage'</span>, 30, <span class="string">'LSR.initializeP'</span>, 0)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_REP'</span>, <span class="string">'LSR.recursivePercentage'</span>, 75)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">rank</span>(<span class="variable">data</span>, {<span class="string">'DLPF_C'</span>, <span class="string">'RR'</span>, <span class="string">'PLS_REC'</span>}, <span class="string">'RR.lambdaInterval'</span>, 1e-5, <span class="string">'RR.cvNumFold'</span>, 4, <span class="string">'PLS.recursivePercentage'</span>, 40)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">time_list</span> = daline.<span class="field">time</span>(<span class="variable">data</span>, {<span class="string">'LS'</span>, <span class="string">'LS_SVD'</span>, <span class="string">'RR'</span>})</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_PIN'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_COD'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_HBLE'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_LIFX'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_WEI'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">dataN</span>, <span class="string">'method.name'</span>, <span class="string">'DRC_XYM'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_REC'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_REP'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">rank</span>(<span class="variable">data</span>, {<span class="string">'DLPF_C'</span>, <span class="string">'RR'</span>, <span class="string">'PLS_REC'</span>})</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">time_list</span> = daline.<span class="field">time</span>(<span class="variable">data</span>, {<span class="string">'LS'</span>, <span class="string">'LS_SVD'</span>, <span class="string">'RR'</span>})</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_PIN'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_SVD'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="string">'method.name'</span>, <span class="string">'LS_COD'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">data</span>(<span class="string">'case.name'</span>, <span class="string">'case39'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'variable.predictor'</span>, {<span class="string">'P'</span>, <span class="string">'Q'</span>}, <span class="string">'variable.response'</span>, {<span class="string">'PF'</span>, <span class="string">'Vm'</span>})</code></pre>
</div>
</div>
<div class="row row-left">
<div class="block">
<pre><code>daline.<span class="field">rank</span>(<span class="variable">data</span>, <span class="variable">methods</span>)</code></pre>
</div>
<div class="block">
<pre><code>daline.<span class="field">rank</span>(<span class="variable">data</span>, <span class="variable">methods</span>, <span class="string">'PLOT.response'</span>, {<span class="string">'Vm'</span>, <span class="string">'PF'</span>})</code></pre>
</div>
<div class="block">
<pre><code>daline.<span class="field">rank</span>(<span class="variable">data</span>, {<span class="string">'TAY'</span>, <span class="string">'QR'</span>}, <span class="string">'PLOT.theme'</span>, <span class="string">'commercial'</span>, <span class="string">'PLOT.style'</span>, <span class="string">'light'</span>)</code></pre>
</div>
<div class="block">
<pre><code>daline.<span class="field">time</span>(<span class="variable">data</span>, <span class="variable">methods</span>)</code></pre>
</div>
<div class="block">
<pre><code>daline.<span class="field">time</span>(<span class="variable">datalist</span>, <span class="variable">methods</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">data</span>(<span class="string">'case.name'</span>, <span class="string">'case39'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'variable.predictor'</span>, {<span class="string">'P'</span>, <span class="string">'Q'</span>}, <span class="string">'variable.response'</span>, {<span class="string">'PF'</span>, <span class="string">'Vm'</span>}, <span class="string">'PLOT.repeat'</span>, 5, <span class="string">'PLOT.style'</span>, <span class="string">'light'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">time_list</span> = daline.<span class="field">time</span>(<span class="variable">data</span>, <span class="string">'LS'</span>, <span class="string">'LS_SVD'</span>, <span class="string">'RR'</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'method.name'</span>, <span class="string">'LS_PIN'</span>, <span class="string">'variable.predictor'</span>, {<span class="string">'P'</span>, <span class="string">'Q'</span>}, <span class="string">'variable.response'</span>, {<span class="string">'PF'</span>})</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'method.name'</span>, <span class="string">'LS_SVD'</span>, <span class="string">'variable.predictor'</span>, {<span class="string">'P'</span>, <span class="string">'Q'</span>}, <span class="string">'variable.response'</span>, {<span class="string">'PF'</span>})</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'method.name'</span>, <span class="string">'LS_COD'</span>, <span class="string">'variable.predictor'</span>, {<span class="string">'P'</span>, <span class="string">'Q'</span>}, <span class="string">'variable.response'</span>, {<span class="string">'PF'</span>})</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">fit</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">rank</span>(<span class="variable">data</span>, <span class="variable">method</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">generate</span>(<span class="string">'case.name'</span>, <span class="string">'case118'</span>, <span class="string">'data.program'</span>, <span class="string">'acpf'</span>, <span class="string">'data.baseType'</span>, <span class="string">'TimeSeriesRand'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'noise.switchTrain'</span>, 1, <span class="string">'noise.switchTest'</span>, 1, <span class="string">'noise.SNR_dB'</span>, 45)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">noise</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">outlier</span>(<span class="variable">data</span>, <span class="string">'outlier.switchTrain'</span>, 1, <span class="string">'outlier.percentage'</span>, 2.5)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">denoise</span>(<span class="variable">data</span>, <span class="string">'filNoi.switchTrain'</span>, 1, <span class="string">'filNoi.useARModel'</span>, false)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'filNoi.switchTrain'</span>, 1, <span class="string">'filNoi.useARModel'</span>, false, <span class="string">'filNoi.zeroInitial'</span>, 0)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">deoutlier</span>(<span class="variable">data</span>, <span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">normalize</span>(<span class="variable">data</span>, <span class="string">'norm.switch'</span>, 1)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">data</span>(<span class="string">'case.name'</span>, <span class="string">'case118'</span>, <span class="string">'num.trainSample'</span>, 500, <span class="string">'num.testSample'</span>, 300, <span class="string">'data.program'</span>, <span class="string">'acpf'</span>, <span class="string">'data.baseType'</span>, <span class="string">'TimeSeries'</span>, <span class="string">'noise.switchTrain'</span>, 1, <span class="string">'outlier.switchTrain'</span>, 1, <span class="string">'norm.switch'</span>, 1)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'data.baseType'</span>, <span class="string">'TimeSeries'</span>, <span class="string">'method.name'</span>, <span class="string">'RR'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">data</span> = daline.<span class="field">data</span>(<span class="string">'case.name'</span>, <span class="string">'case118'</span>, <span class="string">'data.program'</span>, <span class="string">'acpf'</span>, <span class="string">'data.baseType'</span>, <span class="string">'TimeSeries'</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">opt</span> = daline.<span class="field">setopt</span>(<span class="string">'case.name'</span>, <span class="string">'case57'</span>, <span class="string">'data.program'</span>, <span class="string">'acpf'</span>, <span class="string">'data.baseType'</span>, <span class="string">'TimeSeries'</span>); <span class="variable">data</span> = daline.<span class="field">data</span>(<span class="variable">opt</span>)</code></pre>
</div>
<div class="block">
<pre><code><span class="variable">model</span> = daline.<span class="field">all</span>(<span class="string">'case118'</span>, <span class="string">'data.baseType'</span>, <span class="string">'Random'</span>, <span class="string">'method.name'</span>, <span class="string">'RR'</span>)</code></pre>
</div>
</div>
</div>
<p style="text-align: center;"> <br> <br> <br> <span class="largesize-small"> Utilize or compare over 55 linearization methods using one line of code in <span class="dalineinline">Daline</span> <br> </span> </p>
<div class="image-container">
<img src="/assets/images/daline-fig1-distribution.png" alt="Description of the image" width=1000>
</div>
<p style="text-align: center;"> <br> <br> <br> <span class="largesize-small"> Get accuracy ranking for any states of any methods by a simple <span class="dalineinline">Daline</span> command </span> </p>
<div class="image-container">
<img src="/assets/images/daline-fig2-ranking-Vm.png" alt="Description of the image" width="800">
</div>
<!-- <p style="text-align: center;"> <br> <br> <br> <span class="largesize-small"> Get a quantified accuracy ranking w.r.t. branch flows of over <br> 55 linearization methods using one code </span> </p>
<div class="image-container">
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<p style="text-align: center;"> <br> <br> <br> <span class="largesize-small"> One simple command in <span class="dalineinline">Daline</span> can tell you which method is faster
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<p style="text-align: center;"> <br> <br> <br> <span class="largesize-small"> Or, tell you which method is more scalable <br> </span> </p>
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<p style="text-align: center;"> <br> <br> <br> <span class="largesize-small"> Generate, pollute, clean, and normalize (optimal) power flow data with numerous customization in one <span class="dalineinline">Daline</span> command <br> </span> </p>
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<h4 class="h4 service-item-title">Latest Advancements</h4>
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Provides users with access to the <a class="golden">latest advancements in power flow linearization</a>, enabling rapid model acquisition and flexible customization and extension of accurate and computationally efficient approaches.
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<h4 class="h4 service-item-title">High Flexibility</h4>
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With an user-friendly architecture that supports over <a class="golden">300 adjustable parameters and options</a>, offering extensive flexibility to meet diverse research and educational needs.
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<h4 class="h4 service-item-title">Minimal Coding</h4>
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Crafted for simplicity, enabling users to accomplish complex tasks with <a class="golden">minimal coding</a>, often requiring just <a class="golden">one or two lines of code</a>.
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<h3 class="h3 clients-title">Sponsors</h3>
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<a href="https://nccr-automation.ch/">
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</article>
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<article class="bio" data-page="get started">
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<!-- <h2 class="h3 article-title"> <br>Introduction </h2> -->
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<h3 class="h3"><br> <span class="dalineinline">Daline</span> </h3>
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<h4 class="h4 timeline-item-title">Overview</h4>
<p class="timeline-text">
Power flow linearization approaches should be readily accessible as fundamental tools. However, most existing methods, particularly the promising data-driven techniques, are unfortunately not open-sourced, nor available in existing toolkits or software. We thus developed <span class="dalineinline">Daline</span>, a data-driven power flow linearization toolbox designed for power systems researchers, educators, and engineers. This free, open-source package consists of MATLAB-language M-files, featuring <a class="golden">57</a> linearization methods, including <a class="golden">53</a> data-driven methods and <a class="golden">4</a> commonly used physics-driven methods.
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<h4 class="h4 timeline-item-title">Functionality </h4>
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(1) Data Generation. (2) Data Pollution. (3) Data Cleaning. (4) Data Normalization. (5) Method Selection. (6) Method Customization. (7) Model Linearization. (8) Model Evaluation. (9) Result Visualization.
</p>