报 告 人：杨圣祥教授
工作单位：德蒙福特大学（英国）
报告题目：多目标优化问题的进化计算方法
报告时间：2023年5月23日（周二）14:30-15:30
报告链接：Teams Link
https://teams.microsoft.com/l/meetup-join/19%3aB4gmRcUATAMA2iJqi-xXvtfPFfTbxVJPxSW_pcAPBao1%40thread.tacv2/1638719716825?context=%7b%22Tid%22%3a%2222804ebb-30d5-47df-942f-f3a3722f0225%22%2c%22Oid%22%3a%2216a60c03-ad7a-4b85-a403-8ebd947e010c%22%7d
内容摘要：
多目标优化问题（MaOPs）是一个具有挑战性的优化问题，因为它有四个或更多相互冲突的目标需要同时进行优化。近年来，研究进化计算（EC）已成为EC领域的一个热点。本报告将首先介绍MaOPs的EC概念，并描述研究人员在MaOPs中使用EC时面临的主要挑战。随后将介绍一些解决这些挑战的最新工作，包括可视化，比较MaOPs的EC方法的性能度量，以及一些最近开发的解决MaOPs的EC方法。最后，将简要介绍大众汽车对电子商务的一些结论和未来的发展方向。
个人简介：
杨圣祥教授现任英国德蒙福特大学（De Montfort University）计算机科学与信息学院教授，计算智能研究中心主任和人工智能研究院副主任。杨圣祥教授长期从事计算智能理论、方法及应用研究，在计算智能方法、进化计算求解动态优化和多目标优化问题、智能网络优化等方面的研究做出了突出贡献，其研究工作得到英国工程和物理科学基金会、英国皇家工程学会、英国皇家学会、欧盟以及工业界的大力资助，先后承担了30余项科研基金项目。出版英文编著2部，编辑国际会议论文集8部, 发表论文390多篇，其中SCI期刊论文190余篇，其Google Scholar 引用17000余次，H-index为68，入选2021年和2022年美国斯坦福大学发布的全球人工智能和图像处理领域前1% 顶尖科学家榜单。杨圣祥教授应邀担任10余种国际知名期刊副主编或编委，担任国际大会程序委员会主席和分会主席60余次，并应邀做国际会议大会报告或专题报告30余次，曾任IEEE计算智能协会进化计算技术委员会动态和不确定环境下的进化计算专家组主席和IEEE计算智能协会智能系统应用技术委员会智能网络系统专家组创始主席。杨圣祥教授是东北大学教育部“长江学者”讲座教授。
【编辑：王健】
英文版：
Academic Report Notice of Shengxiang Yang : Evolutionary Computation for Many-objective Optimization Problems
Speaker: Professor Shengxiang Yang
Title: Evolutionary Computation for Many-objective Optimization Problems
Time: 14:30 pm, May 23, 2023 (Tuesday)
Link: https://teams.microsoft.com/l/meetup-join/19%3aB4gmRcUATAMA2iJqi-xXvtfPFfTbxVJPxSW_pcAPBao1%40thread.tacv2/1638719716825?context=%7b%22Tid%22%3a%2222804ebb-30d5-47df-942f-f3a3722f0225%22%2c%22Oid%22%3a%2216a60c03-ad7a-4b85-a403-8ebd947e010c%22%7d
Abstract:
Many-objective optimization problems (MaOPs) are challenging optimization problems that have four or more conflicting objectives to be optimized simultaneously. In recent years, studying evolutionary computation (EC) for solving MaOPs has become a very hot topic in the EC community. This talk will first introduce the concepts of EC for MaOPs and describe the main challenges researchers face when using EC for MaOPs. Then, it will present some recent works on addressing these challenges, including visualization, performance measures for comparing EC methods for MaOPs, and some recently developed EC methods for solving MaOPs. Finally, some conclusions and future directions on EC for MaOPs will be briefly provided.
Personal Introduction:
Professor Yang is currently a Professor in the School of Computer Science and Information Technology, Director of the Centre for Computational Intelligence Research and Deputy Director of the Institute of Artificial Intelligence at De Montfort University. He has made outstanding contributions to research on computational intelligence methods, evolutionary computation for solving dynamic optimization and multi-objective optimization problems, and intelligent network optimization, etc. His research work has been funded by the UK Engineering and Physical Sciences Foundation, the Royal Academy of Engineering, the Royal Society, the European Union and industry, and has undertaken more than 30 research He has undertaken more than 30 research projects. He has published two edited books in English, edited eight international conference proceedings, and published more than 390 papers, including more than 190 papers in SCI journals, with more than 17,000 citations in Google Scholar and an H-index of 68. Professor Yang has been invited to serve as an associate editor or editorial board member of more than 10 internationally renowned journals, and has served as program committee chair and session chair of international conferences for more than 60 times, and has been invited to give more than 30 conference presentations or special presentations at international conferences. He was the founding chair of the Expert Group on Intelligent Network Systems of the IEEE Technical Committee on Evolutionary Computation and the IEEE Intelligent Systems Applications Technical Committee. Professor Yang is a Changjiang Scholar Chair Professor of the Ministry of Education, Northeastern University.
[Editor: Jian Wang]