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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="generator" content="jemdoc, see http://jemdoc.jaboc.net/">
<title>Dr. Huixiang Zhen</title>
<link rel="stylesheet" href="jemdoc.css" type="text/css">
</head>
<body>
<main class="site-shell">
<header class="hero" id="home">
<nav class="site-nav" aria-label="Primary navigation">
<a href="#home">Home</a>
<a href="#research">Research</a>
<a href="#publications">Publications</a>
<a href="#awards">Awards</a>
<a href="#service">Service</a>
<a href="#teaching">Teaching</a>
<a href="#links">Links</a>
</nav>
<section class="profile">
<div class="portrait-wrap">
<img class="portrait" src="Huixiang Zhen.jpg" alt="Dr Huixiang Zhen">
</div>
<div class="profile-copy">
<p class="eyebrow">Specially Appointed Associate Professor</p>
<h1>Dr. Huixiang Zhen</h1>
<p class="affiliation">School of Computer Science, China University of Geociences (CUG), Wuhan, China</p>
<p class="contact-line"><b>Email:</b> <a href="mailto:zhenhuixiang@cug.edu.cn">zhenhuixiang@cug.edu.cn</a></p>
<p class="contact-line"><b>Address:</b> Rm 640, School of Computer Science, China University of Geosciences, No. 68, Jincheng Street, East Lake High-tech Zone, Wuhan, China</p>
<div class="profile-links" aria-label="Academic profiles">
<a href="https://scholar.google.co.nz/citations?hl=en&pli=1&user=QBbtFYcAAAAJ;hl=en" target="_blank" rel="noopener">Google Scholar Profile</a>
<a href="https://dblp.org/pid/300/8522.html" target="_blank" rel="noopener">DBLP Profile</a>
<a href="https://www.researchgate.net/profile/Huixiang-Zhen" target="_blank" rel="noopener">Research Gate</a>
<a href="https://github.com/zhenhuixiang" target="_blank" rel="noopener">Github</a>
</div>
</div>
</section>
</header>
<section class="section" id="degrees">
<h2>Degrees</h2>
<ul class="plain-list">
<li>BSc, China University of Geociences, Wuhan, China</li>
<li>BEc, Double degree, Wuhan University, Wuhan, China</li>
<li>MSc, China University of Geociences, Wuhan, China</li>
<li>PhD, China University of Geociences, Wuhan, China</li>
<li>Joint PhD, Victoria University of Wellington, Wellington, New Zealand</li>
</ul>
</section>
<section class="section" id="research">
<h2>Research Interests</h2>
<p>My main research lies in Artificial Intelligence, Machine Learning, and Evolutionary Computation.</p>
<ul class="plain-list">
<li>Evolutionary computation, differential evolution, particle swarm optimisation, surrogate-assisted evolutionary algorithms</li>
<li>Evolutionary machine learning, ensemble learning and transfer learning</li>
<li>Evolutionary multi-objective optimisation</li>
<li>Applications of Evolutionary Computation, including geophysics inversion, aerodynamic optimization, and others</li>
</ul>
</section>
<section class="section" id="publications">
<div class="section-heading">
<h2>Journal Publications</h2>
</div>
<p class="note"><em>Note: The papers provided here are for faster dissemination and academic research convenience. Copyright of the final published versions belongs to the respective publishers.</em></p>
<ol class="publication-list">
<li><p><b>Huixiang Zhen</b>, Xiaotong Li, Wenyin Gong, Xiangyun Hu. "Composite indicator-guided infilling sampling for expensive multi-objective optimization," <i>Swarm and Evolutionary Computation</i>, 2026, 101: 102312. <a href="https://doi.org/10.1016/j.swevo.2026.102312" target="_blank" rel="noopener">doi: 10.1016/j.swevo.2026.102312</a> [<a href="https://github.com/zhenhuixiang/CI-EMO" target="_blank" rel="noopener">Code</a>]</p></li>
<li><p><b>Huixiang Zhen</b>, Wenyin Gong, Ling Wang, Xiangyun Hu. "Surrogate-assisted Efficient Grouping Evolutionary Search for Expensive Large-Scale Multi-Objective Optimization," <i>IEEE Transactions on Evolutionary Computation</i>, 2025, Accepted. <a href="https://doi.org/10.1109/TEVC.2025.3626334" target="_blank" rel="noopener">doi: 10.1109/TEVC.2025.3626334</a> [<a href="https://github.com/zhenhuixiang/EGES" target="_blank" rel="noopener">Code</a>]</p></li>
<li><p>Jianfeng Liu, <b>Huixiang Zhen*</b>, Wenyin Gong. "A Variable Grouping-based Surrogate-Assisted Evolutionary Algorithm for Large-Scale Expensive Multi-Objective Optimization Problems," <i>2025 International Conference on New Trends in Computational Intelligence (NTCI)</i>, 400-409. <a href="https://doi.org/10.1109/NTCI67886.2025.11308712" target="_blank" rel="noopener">doi: 10.1109/NTCI67886.2025.11308712</a></p></li>
<li><p><b>Huixiang Zhen</b>, Bing Xue, Wenyin Gong, Mengjie Zhang, Ling Wang. "Offline Evolutionary Optimization with Problem-driven Model Pool Design and Weighted Model Selection Indicator," <i>Swarm and Evolutionary Computation</i>, 2025, 97: 102034. <a href="https://doi.org/10.1016/j.swevo.2025.102034" target="_blank" rel="noopener">doi: 10.1016/j.swevo.2025.102034</a> [<a href="https://github.com/zhenhuixiang/MSEA" target="_blank" rel="noopener">Code</a>]</p></li>
<li><p>Fei Ming, Bing Xue, Mengjie Zhang, Wenyin Gong, <b>Huixiang Zhen</b>. "Constrained Multi-objective Optimization via Relaxations on Both Constraints and Objectives," <i>IEEE Transactions on Artificial Intelligence</i>, 2024. <a href="https://doi.org/10.1109/TAI.2024.3454025" target="_blank" rel="noopener">doi:10.1109/TAI.2024.3454025</a></p></li>
<li><p>Fei Ming, Wenyin Gong, <b>Huixiang Zhen</b>, Ling Wang, Liang Gao. "Constrained Multi-objective Optimization Evolutionary Algorithm for Real-world Continuous Mechanical Design Problems," <i>Engineering Applications of Artificial Intelligence</i>, 2024. <a href="https://doi.org/10.1016/j.engappai.2024.108673" target="_blank" rel="noopener">doi:10.1016/j.engappai.2024.108673</a></p></li>
<li><p>Kuihua Huang, <b>Huixiang Zhen</b>, Wenyin Gong, Rui Wang, Weiwei Bian. "Surrogate-assisted Evolutionary Sampling Particle Swarm Optimization for High-dimensional Expensive Optimization," <i>Neural Computing and Applications</i>, 2023. <a href="https://link.springer.com/article/10.1007/s00521-023-08661-3" target="_blank" rel="noopener">doi:10.1007/s00521-023-08661-3</a> [<a href="code/ESPSO code.zip" target="_blank" rel="noopener">Code</a>]</p></li>
<li><p><b>Huixiang Zhen</b>, Shijie Xiong, Wenyin Gong, Ling Wang. "Neighborhood Evolutionary Sampling with Dynamic Repulsion for Expensive Multimodal Optimization," <i>Information Sciences</i>, 2023. <a href="https://doi.org/10.1016/j.ins.2023.02.049" target="_blank" rel="noopener">doi:10.1016/j.ins.2023.02.049</a> [<a href="code/DR-NESO code.zip" target="_blank" rel="noopener">Code</a>]</p></li>
<li><p>Junhua Ku, <b>Huixiang Zhen*</b>, Wenyin Gong. "Offline Data-driven Optimization Based on Dual-scale Surrogate Ensemble," <i>Memetic Computing</i>, 2022. <a href="https://doi.org/10.1007/s12293-022-00380-x" target="_blank" rel="noopener">doi:10.1007/s12293-022-00380-x</a></p></li>
<li><p><b>Huixiang Zhen</b>, Wenyin Gong, Ling Wang. "Evolutionary Sampling Agent for Expensive Problems," <i>IEEE Transactions on Evolutionary Computation</i>, 2022. <a href="https://doi.org/10.1109/TEVC.2022.3177605" target="_blank" rel="noopener">doi:10.1109/TEVC.2022.3177605</a> [<a href="code/ESA code.zip" target="_blank" rel="noopener">Code</a>]</p></li>
<li><p><b>Huixiang Zhen</b>, Wenyin Gong, Ling Wang. "Offline Data-driven Evolutionary Optimization Based on Model Selection," <i>Swarm and Evolutionary Computation</i>, 2022, 71: 101080. <a href="https://doi.org/10.1016/j.swevo.2022.101080" target="_blank" rel="noopener">doi:10.1016/j.swevo.2022.101080</a> [<a href="code/MS-DDEO code.zip" target="_blank" rel="noopener">Code</a>]</p></li>
<li><p>Fangzhou Yu, Wenyin Gong, <b>Huixiang Zhen</b>. "A Data-driven Evolutionary Algorithm with Multi-evolutionary Sampling Strategy for Expensive Optimization," <i>Knowledge-Based Systems</i>, 2022: 108436. <a href="https://doi.org/10.1016/j.knosys.2022.108436" target="_blank" rel="noopener">doi:10.1016/j.knosys.2022.108436</a></p></li>
<li><p><b>Huixiang Zhen</b>, Wenyin Gong, Ling Wang, Fei Ming, Zuowen Liao. "Two-Stage Data-Driven Evolutionary Optimization for High-Dimensional Expensive Problems," <i>IEEE Transactions on Cybernetics</i>, 2021. <a href="https://doi.org/10.1109/TCYB.2021.3118783" target="_blank" rel="noopener">doi:10.1109/TCYB.2021.3118783</a> [<a href="code/TS-DDEO code.zip" target="_blank" rel="noopener">Code</a>]</p></li>
<li><p><b>Huixiang Zhen</b>, Wenyin Gong, Ling Wang. "Data-driven Evolutionary Sampling Optimization for Expensive Problems," <i>Journal of Systems Engineering and Electronics</i>, vol. 32, no. 2, pp. 318-330, 2021. <a href="https://doi.org/10.23919/JSEE.2021.000027" target="_blank" rel="noopener">doi:10.23919/JSEE.2021.000027</a> [<a href="code/DESO code.zip" target="_blank" rel="noopener">Code</a>]</p></li>
<li><p>Fei Ming, Wenyin Gong, <b>Huixiang Zhen</b>, Ling Wang, Zuowen Liao. "A Simple Two-stage Evolutionary Algorithm for Constrained Multi-objective Optimization," <i>Knowledge-Based Systems</i>, 2021, 228: 107263. <a href="https://doi.org/10.1016/j.knosys.2021.107263" target="_blank" rel="noopener">doi:10.1016/j.knosys.2021.107263</a></p></li>
<li><p><b>Huixiang Zhen</b>, Yuanyuan Li, Yushan Yang. "Transformation from Total-field Magnetic Anomaly to the Projection of the Anomalous Vector onto the Normal Geomagnetic Field Based on an Optimization Method," <i>Geophysics</i>, 2019, 84(5): J43-J55. <a href="https://doi.org/10.1190/geo2018-0671.1" target="_blank" rel="noopener">doi:10.1190/geo2018-0671.1</a></p></li>
</ol>
</section>
<section class="section" id="awards">
<h2>Awards</h2>
<ul class="plain-list">
<li>June 2021, the 4th Academic Conference on Intelligent Optimization and Scheduling, the second prize for excellent papers.</li>
</ul>
</section>
<section class="section two-column" id="service">
<div>
<h2>Peer Reviewer for Conferences</h2>
<ul class="plain-list">
<li>International Conference on Machine Learning (ICML), 2026</li>
<li>IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2025</li>
<li>Pacific Rim International Conference on Artificial Intelligence (PRICAI), 2025</li>
<li>IEEE Conference on Artificial Intelligence (CAI), 2024</li>
<li>IEEE International Conference on Data Mining (ICDM), 2023</li>
<li>European Conference on Artificial Intelligence (ECAI), 2023</li>
<li>IEEE Congress on Evolutionary Computation (CEC), 2023</li>
<li>IEEE Symposium Series on Computational Intelligence (SSCI), 2022</li>
<li>IEEE World Congress on Computational Intelligence (WCCI), 2022</li>
</ul>
</div>
<div>
<h2>Peer Reviewer for Journals</h2>
<ul class="plain-list">
<li>IEEE Transactions on Evolutionary Computation</li>
<li>IEEE Computational Intelligence Magazine</li>
<li>IEEE Transactions on Systems, Man, and Cybernetics: Systems</li>
<li>Swarm and Evolutionary Computation</li>
<li>Expert Systems With Applications</li>
<li>Knowledge-Based Systems</li>
<li>Complex & Intelligent Systems</li>
<li>Complex System Modeling and Simulation</li>
<li>Neural Computing and Applications</li>
<li>Memetic Computing</li>
<li>Scientific Reports</li>
<li>Journal of Supercomputing</li>
<li>International Journal of Bio-Inspired Computation</li>
<li>Egyptian Informatics Journal</li>
<li>Cluster Computing</li>
</ul>
</div>
</section>
<section class="section" id="teaching">
<h2>Teaching & Supervision</h2>
<ul class="plain-list">
<li>2020-2022, Intelligent Optimization Theory and Method, Teaching Assistant, China University of Geoscience (Wuhan)</li>
</ul>
</section>
<section class="section" id="links">
<h2>Recent links</h2>
<ul class="link-grid">
<li><a href="https://wewnyin.github.io/wenyingong/" target="_blank" rel="noopener">Wenyin Gong</a></li>
<li><a href="https://www.au.tsinghua.edu.cn/info/1107/1558.htm" target="_blank" rel="noopener">Ling Wang</a></li>
<li><a href="https://people.wgtn.ac.nz/bing.xue/about" target="_blank" rel="noopener">Bing Xue</a></li>
<li><a href="https://homepages.ecs.vuw.ac.nz/~mengjie/" target="_blank" rel="noopener">Mengjie Zhang</a></li>
<li><a href="https://ecs.wgtn.ac.nz/Groups/ECRG/WebHome" target="_blank" rel="noopener">ECRG</a></li>
<li><a href="https://ecs.wgtn.ac.nz/Groups/ECRG/FASLIP_Home" target="_blank" rel="noopener">FASLIP</a></li>
</ul>
</section>
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