刘晓芳

2023年03月01日 16:36  点击:[]

基本信息

姓名:刘晓芳

性别:女

所属部门:机器人与信息自动化研究所

行政职务

职称:讲师

学历:博士

所学专业:计算机科学与技术

办公电话

电子邮件:liuxiaofang@nankai.edu.cn

研究方向:群体智能、进化计算、机器学习、多机器人协同

个人简介

◆ 讲师, 2020.09-今,学院

◆ 博士, 2015.08-2020.06,中山大学,计算机科学与技术

◆ 学士, 2011.09-2015.06,中山大学,计算机科学与技术

      刘晓芳,现为皇冠9393体育平台讲师,硕士生导师,主要研究领域是群体智能、进化计算、机器学习及其应用。具体研究方向包括:(1)面向动态、多目标、大规模等复杂优化问题的进化算法、群体智能、机器学习算法研究及其应用(资源调度、多机器人协同等);(2)面向图像处理的深度学习方法研究(医学成像等)。

      目前已收录/发表国际期刊SCI论文以及EI会议论文30篇,包括一作SCI期刊论文16篇,一作IEEE Transactions论文11篇(均为中科院SCI一区Top期刊论文);ESI高被引论文2篇,成果被同行引用1800余次(截止于2023年8月)。2020年入选皇冠9393体育平台“学科振兴计划”,获得谷歌Anita Borg奖学金。

      目前指导在读硕士研究生3人(本科分别毕业于学院和东北大学),指导本科生获得2023年学院优秀本科毕业设计,指导本科生获得国家公派留学博士资助(本科期间指导发表2篇国际会议论文),指导本科生国创项目。

正在招收硕士研究生,非常欢迎校内外保研、考研、对相关研究感兴趣的同学联系我(liuxiaofang@nankai.edu.cn也欢迎想提前进入实验室参与科研训练的本科生咨询,一起朝同一个梦想前进。对于真心想做研究的学生,我会手把手教。

      2024年秋季入学硕士还有两个招生名额,欢迎考研学生联系。

研项目、成果、获奖、专利

主持国家自然科学青年基金和天津市自然科学青年基金

撰写论文、专著、教材等

代表性期刊论文

[1] Xiao-Fang Liu (刘晓芳), Zhi-Hui Zhan, Jun Zhang, Transfer-Based Particle Swarm Optimization for Large-Scale Dynamic Optimization With Changing Variable Interactions,IEEE Transactions on Evolutionary Computation, 2023, accepted, DOI:10.1109/TEVC.2023.3326327. (中科院SCI一区Top期刊, IF=14.3)

[2] Xiao-Fang Liu (刘晓芳), Jun Zhang, Jun Wang Cooperative Differential Evolution With an Attention-Based Prediction Strategy for Dynamic Multiobjective Optimization,IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, accpeted, DOI: 10.1109/TSMC.2023.3298804. (中科院SCI一区Top期刊, IF=11.471)

[3] Xiao-Fang Liu (刘晓芳), Yongchun Fang, Zhi-Hui Zhan,  Yun-Liang Jiang, Jun Zhang, “A cooperative evolutionary computation algorithm for dynamic multiobjective multi-auv path planning,” IEEE Transactions on Industrial Informatics, 2023, accepted, DOI: 10.1109/TII.2023.3268760.(中科院SCI一区Top期刊, IF=11.648)

[4] Xiao-Fang Liu (刘晓芳), Xin-Xin Xu, Zhi-Hui Zhan, Yongchun Fang, Jun Zhang, “Interaction-based prediction for dynamic multiobjective optimization,” IEEE Transactions on Evolutionary Computation, 2023, accepted, DOI: 10.1109/TEVC.2023.3234113. (中科院SCI一区Top期刊, IF=14.3)

[5] Xiao-Fang Liu (刘晓芳), Yongchun Fang, Zhi-Hui Zhan, Jun Zhang, “Strength learning particle swarm optimization for multiobjective multirobot task scheduling,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, accpeted, DOI: 10.1109/TSMC.2023.3239953. (中科院SCI一区Top期刊, IF=11.471)

[6] Xiao-Fang Liu (刘晓芳), Jun Zhang, and Jun Wang, “Cooperative particle swarm optimization with a bilevel resource allocation mechanism for large-scale dynamic optimization,” IEEE Transactions on Cybernetics, vol. 53, no. 2, pp. 1000-1011, 2023. (中科院SCI一区Top期刊, IF=19.118)

[7] Xiao-Fang Liu (刘晓芳), Zhi-Hui Zhan, et al., “Resource-aware distributed differential evolution for training expensive neural-network-based controller in power electronic circuit,” IEEE Transactions on Neural Networks and Learning Systems, vol. 33, no. 1, pp. 6286-6296, 2022.(中科院SCI一区Top期刊,IF=14.255)

[8] Xiao-Fang Liu (刘晓芳), Zhi-Hui Zhan, et al., “Neural network-based information transfer for dynamic optimization,” IEEE Transactions on Neural Networks and Learning Systems, vol. 31, no. 5, pp. 1557-1570, 2020.(中科院SCI一区Top期刊,IF=14.255)

[9] Xiao-Fang Liu(刘晓芳), Zhi-Hui Zhan, et al.,  “Coevolutionary particle swarm optimization with bottleneck objective learning strategy for many-objective optimization,” IEEE Transactions on Evolutionary Computation, vol. 23, no. 4, pp. 587-602, 2019. (中科院SCI一区Top期刊,IF=14.3)

[10] Xiao Fang Liu(刘晓芳), Zhi-Hui Zhan, et al.,  “An energy efficient ant colony system for virtual machine placement in cloud computing,” IEEE Transactions on Evolutionary Computation, vol. 22, no. 1, pp. 113-128, 2018. (ESI高被引论文,中科院SCI一区Top期刊,IF=14.3)

[11] Xiao-Fang Liu(刘晓芳), Zhi-Hui Zhan, et al., “Historical and heuristic-based adaptive differential evolution,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 49, no. 12, pp. 2623-2635, 2019. (中科院SCI一区Top期刊,IF=11.471)

[12] Zhi-Hui Zhan, Xiao-Fang Liu(刘晓芳), et al., “Cloudde: A heterogeneous differential evolution algorithm and its distributed cloud version,” IEEE Transactions on Parallel and Distributed Systems, vol. 28, no. 3, pp. 704-716, 2017. (CCF A类期刊)

[13] Zhi-Hui Zhan, Xiao-Fang Liu(刘晓芳), et al., “Cloud computing resource scheduling and a survey of its evolutionary approaches,” ACM Computing Surveys, vol. 47, no. 4, 63, pp. 1-33, 2015. (ESI高被引论文,中科院SCI一区Top期刊)

讲授课程

◆ 机器视觉技术(本科生)

◆ 离散数学(本科生)

社会兼职

◆ IEEE Transactions on Evolutionary Computation、IEEE Transactions on Neural Networks and Learning System、IEEE Transactions on Cybernetics等多个期刊和会议审稿人

◆ IEEE会员






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