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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>Jingtao Qin - Personal Portfolio</title>
<!--
- favicon
-->
<link rel="shortcut icon" href="./assets/images/Q.jpg" type="image/x-icon">
<!--
- 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">
</head>
<body>
<!--
- #MAIN
-->
<main>
<!--
- #SIDEBAR
-->
<aside class="sidebar" data-sidebar>
<div class="sidebar-info">
<figure class="avatar-box">
<img src="./assets/images/my-avatar.jpg" alt="Jingtao Qin" width="80">
</figure>
<div class="info-content">
<h1 class="name" title="Jingtao Qin">Jingtao Qin</h1>
<p class="title">PhD Student</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:[email protected]" class="contact-link">[email protected]</a>
</div>
</li>
<li class="contact-item">
<div class="icon-box">
<ion-icon name="phone-portrait-outline"></ion-icon>
</div>
<div class="contact-info">
<p class="contact-title">Phone</p>
<a href="tel:+195131xxxx" class="contact-link">+1 (951) 313-xxxx</a>
</div>
</li>
<li class="contact-item">
<div class="icon-box">
<ion-icon name="calendar-outline"></ion-icon>
</div>
<div class="contact-info">
<p class="contact-title">Birthday</p>
<time datetime="1995-11-16">November 16, 1995</time>
</div>
</li>
<li class="contact-item">
<div class="icon-box">
<ion-icon name="location-outline"></ion-icon>
</div>
<div class="contact-info">
<p class="contact-title">Location</p>
<address>Riverside, California, USA</address>
</div>
</li>
</ul>
<div class="separator"></div>
<ul class="social-list">
<li class="social-item">
<a href="#" class="social-link">
<ion-icon name="logo-facebook"></ion-icon>
</a>
</li>
<li class="social-item">
<a href="#" class="social-link">
<ion-icon name="logo-twitter"></ion-icon>
</a>
</li>
<li class="social-item">
<a href="#" class="social-link">
<ion-icon name="logo-instagram"></ion-icon>
</a>
</li>
</ul>
</div>
</aside>
<!--
- #main-content
-->
<div class="main-content">
<!--
- #NAVBAR
-->
<nav class="navbar">
<ul class="navbar-list">
<li class="navbar-item">
<button class="navbar-link active" data-nav-link>About</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link>Resume</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link>Portfolio</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link>Blog</button>
</li>
<li class="navbar-item">
<button class="navbar-link" data-nav-link>Contact</button>
</li>
</ul>
</nav>
<!--
- #ABOUT
-->
<article class="about active" data-page="about">
<header>
<h2 class="h2 article-title">About me</h2>
</header>
<section class="about-text">
<p>
I am a PhD student in Electrical and Computer Engineering at the University of California, Riverside (UCR). Additionally, I serve as a research assistant in the Smart City Innovation Laboratory at UCR.
</p>
<p>
My research focus on the application of machine leaning (reinforcement learing, graph neural networks) in power systems.
</p>
</section>
<!--
- service
-->
<section class="service">
<h3 class="h3 service-title">Research</h3>
<ul class="service-list">
<li class="service-item">
<div class="service-icon-box">
<img src="./assets/images/icon-design.svg
" alt="design icon" width="40">
</div>
<div class="service-content-box">
<h4 class="h4 service-item-title">Reinforcement Learning for UC</h4>
<p class="service-item-text">
Multi-step reinforcement learning algorithms to solve Unit Commitment (UC) problems.
</p>
</div>
</li>
<li class="service-item">
<div class="service-icon-box">
<img src="./assets/images/icon-dev.svg" alt="Web development icon" width="40">
</div>
<div class="service-content-box">
<h4 class="h4 service-item-title">Physics-informed Method for UC</h4>
<p class="service-item-text">
Physics-informed graph convolutional networks to solve Unit Commitment (UC) problems.
</p>
</div>
</li>
<li class="service-item">
<div class="service-icon-box">
<img src="./assets/images/icon-app.svg" alt="mobile app icon" width="40">
</div>
<div class="service-content-box">
<h4 class="h4 service-item-title">Physics-informed Method for DR</h4>
<p class="service-item-text">
Physics-informed graph convolutional networks to solve Dynamic Reconfiguration (DR) in distributed systems.
</p>
</div>
</li>
<li class="service-item">
<div class="service-icon-box">
<img src="./assets/images/icon-photo.svg" alt="camera icon" width="40">
</div>
<div class="service-content-box">
<h4 class="h4 service-item-title">Machine Learning with Polyak stepsize</h4>
<p class="service-item-text">
Polyak stepsize with level value adjustment to accelerate the leaning rate of machine learning.
</p>
</div>
</li>
</ul>
</section>
<!--
- testimonials
-->
<section class="testimonials">
<h3 class="h3 testimonials-title">Publications</h3>
<ul class="testimonials-list has-scrollbar">
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<figure class="testimonials-avatar-box">
<img src="./assets/images/avatar-1.png" alt="Daniel lewis" width="60" data-testimonials-avatar>
</figure>
<h4 class="h4 testimonials-item-title" data-testimonials-title>Daniel lewis</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
Richard was hired to create a corporate identity. We were very pleased with the work done. She has a
lot of experience
and is very concerned about the needs of client. Lorem ipsum dolor sit amet, ullamcous cididt
consectetur adipiscing
elit, seds do et eiusmod tempor incididunt ut laborels dolore magnarels alia.
</p>
</div>
</div>
</li>
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<figure class="testimonials-avatar-box">
<img src="./assets/images/avatar-2.png" alt="Jessica miller" width="60" data-testimonials-avatar>
</figure>
<h4 class="h4 testimonials-item-title" data-testimonials-title>Jessica miller</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
Richard was hired to create a corporate identity. We were very pleased with the work done. She has a
lot of experience
and is very concerned about the needs of client. Lorem ipsum dolor sit amet, ullamcous cididt
consectetur adipiscing
elit, seds do et eiusmod tempor incididunt ut laborels dolore magnarels alia.
</p>
</div>
</div>
</li>
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<figure class="testimonials-avatar-box">
<img src="./assets/images/avatar-3.png" alt="Emily evans" width="60" data-testimonials-avatar>
</figure>
<h4 class="h4 testimonials-item-title" data-testimonials-title>Emily evans</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
Richard was hired to create a corporate identity. We were very pleased with the work done. She has a
lot of experience
and is very concerned about the needs of client. Lorem ipsum dolor sit amet, ullamcous cididt
consectetur adipiscing
elit, seds do et eiusmod tempor incididunt ut laborels dolore magnarels alia.
</p>
</div>
</div>
</li>
<li class="testimonials-item">
<div class="content-card" data-testimonials-item>
<figure class="testimonials-avatar-box">
<img src="./assets/images/avatar-4.png" alt="Henry william" width="60" data-testimonials-avatar>
</figure>
<h4 class="h4 testimonials-item-title" data-testimonials-title>Henry william</h4>
<div class="testimonials-text" data-testimonials-text>
<p>
Richard was hired to create a corporate identity. We were very pleased with the work done. She has a
lot of experience
and is very concerned about the needs of client. Lorem ipsum dolor sit amet, ullamcous cididt
consectetur adipiscing
elit, seds do et eiusmod tempor incididunt ut laborels dolore magnarels alia.
</p>
</div>
</div>
</li>
</ul>
</section>
<!--
- testimonials modal
-->
<div class="modal-container" data-modal-container>
<div class="overlay" data-overlay></div>
<section class="testimonials-modal">
<button class="modal-close-btn" data-modal-close-btn>
<ion-icon name="close-outline"></ion-icon>
</button>
<div class="modal-img-wrapper">
<figure class="modal-avatar-box">
<img src="./assets/images/avatar-1.png" alt="Daniel lewis" width="80" data-modal-img>
</figure>
<img src="./assets/images/icon-quote.svg" alt="quote icon">
</div>
<div class="modal-content">
<h4 class="h3 modal-title" data-modal-title>Daniel lewis</h4>
<time datetime="2021-06-14">14 June, 2021</time>
<div data-modal-text>
<p>
Richard was hired to create a corporate identity. We were very pleased with the work done. She has a
lot of experience
and is very concerned about the needs of client. Lorem ipsum dolor sit amet, ullamcous cididt
consectetur adipiscing
elit, seds do et eiusmod tempor incididunt ut laborels dolore magnarels alia.
</p>
</div>
</div>
</section>
</div>
<!--
- clients
-->
<section class="clients">
<h3 class="h3 clients-title">Clients</h3>
<ul class="clients-list has-scrollbar">
<li class="clients-item">
<a href="#">
<img src="./assets/images/logo-1-color.png" alt="client logo">
</a>
</li>
<li class="clients-item">
<a href="#">
<img src="./assets/images/logo-2-color.png" alt="client logo">
</a>
</li>
<li class="clients-item">
<a href="#">
<img src="./assets/images/logo-3-color.png" alt="client logo">
</a>
</li>
<li class="clients-item">
<a href="#">
<img src="./assets/images/logo-4-color.png" alt="client logo">
</a>
</li>
<li class="clients-item">
<a href="#">
<img src="./assets/images/logo-5-color.png" alt="client logo">
</a>
</li>
<li class="clients-item">
<a href="#">
<img src="./assets/images/logo-6-color.png" alt="client logo">
</a>
</li>
</ul>
</section>
</article>
<!--
- #RESUME
-->
<article class="resume" data-page="resume">
<header>
<h2 class="h2 article-title">Resume</h2>
</header>
<section class="timeline">
<div class="title-wrapper">
<div class="icon-box">
<ion-icon name="book-outline"></ion-icon>
</div>
<h3 class="h3">Education</h3>
</div>
<ol class="timeline-list">
<li class="timeline-item">
<h4 class="h4 timeline-item-title">University of California, Riverside</h4>
<span>Jan 2021 — Present</span>
<p class="timeline-text">
Ph.D. of Electrical and Computer Engineering, GPA:3.97/4
</p>
</li>
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Shandong University</h4>
<span>Sept 2018 — Jun 2020</span>
<p class="timeline-text">
M.S. of Electrical Engineering
</p>
</li>
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Shandong University</h4>
<span>Sept 2014 — Jun 2018</span>
<p class="timeline-text">
B.E. of Electrical Engineering, GPA: 4.51/5, Rank: 12/277
</p>
</li>
</ol>
</section>
<section class="timeline">
<div class="title-wrapper">
<div class="icon-box">
<ion-icon name="book-outline"></ion-icon>
</div>
<h3 class="h3">Experience</h3>
</div>
<ol class="timeline-list">
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Research Assistant -- Smart City Innovation Laboratory</h4>
<span>Jan 2021 — Present</span>
<p class="timeline-text">
Implemented machine learning models (e.g. LSTM) to forecast time series day-ahead electricity market price.
</p>
<p class="timeline-text">
Developed an optimization method-assisted ensemble deep reinforcement learning algorithm to accelerate Unit Commitment (UC) solutions in the day-ahead electricity market.
</p>
<p class="timeline-text">
Developed a hierarchical graph convolution network (GCN) model including spatio-temporal graph convolution network (STGCN) and edge-conditioned graph network (ECGCN) to accelerate Unit Commitment (UC) solutions in the day-ahead electricity market.
</p>
<p class="timeline-text">
Co-developed a power system voltage health index prediction model using the graph convolutional network (GCN).
</p>
</li>
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Data Analyst Intern -- National Renewable Energy Laboratory</h4>
<span>Jun 2023 — Sept 2023</span>
<p class="timeline-text">
Implemented machine learning algorithm to analyze time series load and photovoltaic data from IEEE 123 bus system
</p>
<p class="timeline-text">
Developed a physics-informed spatio-temporal graph convolution network for dynamic reconfiguration problems and AC-OPF in unbalanced distribution systems.
</p>
</li>
<li class="timeline-item">
<h4 class="h4 timeline-item-title">Power Management Engineer -- Energy Internet Research Institute Tsinghua University</h4>
<span>Jul 2020 — Dec 2020</span>
<p class="timeline-text">
Participated in Multi-energy Power System Complementary Coordinated Scheduling and Control project of National Power Grid of Yunnan, China. Responsible for coordinating and planning on-site project implementation and progress reporting.
</p>
</li>
</ol>
</section>
<section class="skill">
<h3 class="h3 skills-title">Program Language</h3>
<ul class="skills-list content-card">
<li class="skills-item">
<div class="title-wrapper">
<h5 class="h5">Python</h5>
<data value="80">80%</data>
</div>
<div class="skill-progress-bg">
<div class="skill-progress-fill" style="width: 80%;"></div>
</div>
</li>
<li class="skills-item">
<div class="title-wrapper">
<h5 class="h5">Matlab&Simulink</h5>
<data value="70">70%</data>
</div>
<div class="skill-progress-bg">
<div class="skill-progress-fill" style="width: 70%;"></div>
</div>
</li>
</ul>
<h3 class="h3 skills-title">Framework/Software</h3>
<ul class="skills-list content-card">
<li class="skills-item">
<div class="title-wrapper">
<h5 class="h5"> Pytorch, Scikit-learn, Pandas, PyTorch Geometric, Gurobi|Cplex|SCIP, OpenDSS,</h5>
</div>
</li>
</ul>
</section>
</article>
<!--
- #PORTFOLIO
-->
<article class="portfolio" data-page="portfolio">
<header>
<h2 class="h2 article-title">Portfolio</h2>
</header>
<section class="projects">
<ul class="filter-list">
<li class="filter-item">
<button class="active" data-filter-btn>All</button>
</li>
<li class="filter-item">
<button data-filter-btn>Web design</button>
</li>
<li class="filter-item">
<button data-filter-btn>Applications</button>
</li>
<li class="filter-item">
<button data-filter-btn>Web development</button>
</li>
</ul>
<div class="filter-select-box">
<button class="filter-select" data-select>
<div class="select-value" data-selecct-value>Select category</div>
<div class="select-icon">
<ion-icon name="chevron-down"></ion-icon>
</div>
</button>
<ul class="select-list">
<li class="select-item">
<button data-select-item>All</button>
</li>
<li class="select-item">
<button data-select-item>Web design</button>
</li>
<li class="select-item">
<button data-select-item>Applications</button>
</li>
<li class="select-item">
<button data-select-item>Web development</button>
</li>
</ul>
</div>
<ul class="project-list">
<li class="project-item active" data-filter-item data-category="web development">
<a href="#">
<figure class="project-img">
<div class="project-item-icon-box">
<ion-icon name="eye-outline"></ion-icon>
</div>
<img src="./assets/images/project-1.jpg" alt="finance" loading="lazy">
</figure>
<h3 class="project-title">Finance</h3>
<p class="project-category">Web development</p>
</a>
</li>
<li class="project-item active" data-filter-item data-category="web development">
<a href="#">
<figure class="project-img">
<div class="project-item-icon-box">
<ion-icon name="eye-outline"></ion-icon>
</div>
<img src="./assets/images/project-2.png" alt="orizon" loading="lazy">
</figure>
<h3 class="project-title">Orizon</h3>
<p class="project-category">Web development</p>
</a>
</li>
<li class="project-item active" data-filter-item data-category="web design">
<a href="#">
<figure class="project-img">
<div class="project-item-icon-box">
<ion-icon name="eye-outline"></ion-icon>
</div>
<img src="./assets/images/project-3.jpg" alt="fundo" loading="lazy">
</figure>
<h3 class="project-title">Fundo</h3>
<p class="project-category">Web design</p>
</a>
</li>
<li class="project-item active" data-filter-item data-category="applications">
<a href="#">
<figure class="project-img">
<div class="project-item-icon-box">
<ion-icon name="eye-outline"></ion-icon>
</div>
<img src="./assets/images/project-4.png" alt="brawlhalla" loading="lazy">
</figure>
<h3 class="project-title">Brawlhalla</h3>
<p class="project-category">Applications</p>
</a>
</li>
<li class="project-item active" data-filter-item data-category="web design">
<a href="#">
<figure class="project-img">
<div class="project-item-icon-box">
<ion-icon name="eye-outline"></ion-icon>
</div>
<img src="./assets/images/project-5.png" alt="dsm." loading="lazy">
</figure>
<h3 class="project-title">DSM.</h3>
<p class="project-category">Web design</p>
</a>
</li>
<li class="project-item active" data-filter-item data-category="web design">
<a href="#">
<figure class="project-img">
<div class="project-item-icon-box">
<ion-icon name="eye-outline"></ion-icon>
</div>
<img src="./assets/images/project-6.png" alt="metaspark" loading="lazy">
</figure>
<h3 class="project-title">MetaSpark</h3>
<p class="project-category">Web design</p>
</a>
</li>
<li class="project-item active" data-filter-item data-category="web development">
<a href="#">
<figure class="project-img">
<div class="project-item-icon-box">
<ion-icon name="eye-outline"></ion-icon>
</div>
<img src="./assets/images/project-7.png" alt="summary" loading="lazy">
</figure>
<h3 class="project-title">Summary</h3>
<p class="project-category">Web development</p>
</a>
</li>
<li class="project-item active" data-filter-item data-category="applications">
<a href="#">
<figure class="project-img">
<div class="project-item-icon-box">
<ion-icon name="eye-outline"></ion-icon>
</div>
<img src="./assets/images/project-8.jpg" alt="task manager" loading="lazy">
</figure>
<h3 class="project-title">Task Manager</h3>
<p class="project-category">Applications</p>
</a>
</li>
<li class="project-item active" data-filter-item data-category="web development">
<a href="#">
<figure class="project-img">
<div class="project-item-icon-box">
<ion-icon name="eye-outline"></ion-icon>
</div>
<img src="./assets/images/project-9.png" alt="arrival" loading="lazy">
</figure>
<h3 class="project-title">Arrival</h3>
<p class="project-category">Web development</p>
</a>
</li>
</ul>
</section>
</article>
<!--
- #BLOG
-->
<article class="blog" data-page="blog">
<header>
<h2 class="h2 article-title">Blog</h2>
</header>
<section class="blog-posts">
<ul class="blog-posts-list">
<li class="blog-post-item">
<a href="#">
<figure class="blog-banner-box">
<img src="./assets/images/blog-1.jpg" alt="Design conferences in 2022" loading="lazy">
</figure>
<div class="blog-content">
<div class="blog-meta">
<p class="blog-category">Design</p>
<span class="dot"></span>
<time datetime="2022-02-23">Fab 23, 2022</time>
</div>
<h3 class="h3 blog-item-title">Design conferences in 2022</h3>
<p class="blog-text">
Veritatis et quasi architecto beatae vitae dicta sunt, explicabo.
</p>
</div>
</a>
</li>
<li class="blog-post-item">
<a href="#">
<figure class="blog-banner-box">
<img src="./assets/images/blog-2.jpg" alt="Best fonts every designer" loading="lazy">
</figure>
<div class="blog-content">
<div class="blog-meta">
<p class="blog-category">Design</p>
<span class="dot"></span>
<time datetime="2022-02-23">Fab 23, 2022</time>
</div>
<h3 class="h3 blog-item-title">Best fonts every designer</h3>
<p class="blog-text">
Sed ut perspiciatis, nam libero tempore, cum soluta nobis est eligendi.
</p>
</div>
</a>
</li>
<li class="blog-post-item">
<a href="#">