李华青

2024-06-24
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教 师 简 历

基本信息

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电子邮箱/E-mail:huaqingli@swu.edu.cn

个人简介

李华青,男,重庆巴南人,西南大学电子信息工程学院副院长、教授、博士生导师,主要从事群体智能系统协同控制、分布式优化、智能电网、人工智能等方面的研究工作。曾先后在德州农工大学卡塔尔分校做访问学者,澳大利亚悉尼大学、新加坡南洋理工大学做博士后。

担任智能传动与控制技术国家地方联合工程实验室(国家级科研平台)副主任

非线性电路与智能信息处理重庆市重点实验室(省级科研平台)主任

中国工程院SCI院刊Frontiers of Information Technology & Electronic Engineering青年编辑

国际SCI期刊Neural Computing and Applications区域编辑

国际SCI期刊Kybernetika副编辑。

近年来发表(含在线)在IEEE Transactions汇刊和Automatica论文45篇(第一作者28篇,通讯作者7篇);出版英文专著2部(第一作者);授权专利37项;作为项目负责人主持国家自然科学基金面上项目在内的基金项目10余项。研究结果荣获重庆市自然科学奖一等奖、中国指挥与控制学会科学技术奖-创新奖二等奖、中国自动化学会自然科学奖二等奖、重庆市科协自然科学优秀学术论文奖、贵州省自然科学奖三等奖等多项科技奖励。2018年入选重庆市高层次人才特殊支持计划-青年拔尖人才,入选爱思唯尔2020中国高被引学者榜单、全球学者库-全球顶尖前10万名科学家(序号74938,更新时间2022年2月8日)。是IEEE高级会员,中国指挥与控制学会空天防务体系工程专委会委员,中国自动化学会专家库专家,重庆市青年科技领军人才协会首批会员,重庆市电子学会理事。担任国家自然科学基金通讯评审专家,教育部学位与研究生教育发展中心学位论文通讯评审专家,以及30余个国际SCI期刊和20余个国际学术会议的同行审稿人。

课程教学

本科生课程:

数据库原理及应用

复变函数与积分变换

研究方向及课题

1.分布式优化理论与方法及其应用

2.分布式纳什均衡计算

3.能源系统优化调度

研究成果

代表性论文

[1]Huaqing Li*; Dawen Xia; Qingguo Lü; Zheng Wang; Xiangzhao Wu; Huiwei Wang; Lianghao Ji; Second-Order Consensus of Continuous-Time Multi-Agent Systems, Elsevier, 2021.

[2]Huaqing Li*; Qingguo Lü; Zheng Wang; Xiaofeng Liao; Tingwen Huang; Distributed Optimization: Advances in Theories, Methods, and Applications, Springer, 2020.

[3]Huaqing Li, Qingguo Lü, Guo Chen, Tingwen Huang*, and Zhaoyang Dong, “Distributed Constrained Optimization over Unbalanced Directed Networks Using Asynchronous Broadcast-Based Algorithm,” IEEE Transactions on Automatic Control, vol. 66, no. 3, pp. 1102-1115, Mar. 2021. Regular Paper

[4]Huaqing Li, Xiangzhao Wu, Zheng Wang, and Tingwen Huang*, “Distributed Primal-Dual Splitting Algorithm for Multi-Block Separable Optimization Problems,” IEEE Transactions on Automatic Control, DOI: 10.1109/TAC.2021.3116116.

[5]Huaqing Li, Qingguo Lü, and Tingwen Huang*, “Distributed Projection Subgradient Algorithm over Time-Varying General Unbalanced Directed Graphs,” IEEE Transactions on Automatic Control, vol. 64, no. 3, pp. 1309-1316, Mar. 2019.

[6]Huaqing Li*, Xiaofeng Liao, Tingwen Huang, and Wei Zhu, “Event-Triggering Sampling Based Leader-Following Consensus in Second-Order Multi-Agent Systems,” IEEE Transactions on Automatic Control, vol. 60, no. 7, pp. 1998-2003, Jul. 2015. (工程领域ESI热点论文和高被引论文

[7]Huaqing Li, Zuqing Zheng, Qingguo Lü, Zheng Wang, Lan Gao, Guocheng Wu*, Lianghao Ji, and Huiwei Wang, “Primal-Dual Fixed Point Algorithms Based on Adapted Metric for Distributed Optimization,IEEE Transactions on Neural Networks and Learning Systems, DOI: 10.1109/TNNLS.2021.3110295. Regular Paper

[8]Huaqing Li, Huqiang Cheng, Zheng Wang, and Guocheng Wu*, “Distributed Nesterov Gradient and Heavy-Ball Double Accelerated Asynchronous Optimization,” IEEE Transactions on Neural Networks and Learning Systems, vol. 32, no. 12, pp. 5723-5737, Dec. 2021. Regular Paper

[9]Huaqing Li, Guo Chen, Tingwen Huang*, and Zhaoyang Dong, “High-Performance Consensus Control in Networked Systems with Limited Bandwidth Communication and Time-Varying Directed Topologies,” IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 5, pp. 1043-1054, May 2017. Regular paper工程领域ESI高被引论文

[10]Huaqing Li*, Xiaofeng Liao, Tingwen Huang, Wei Zhu, and Yanbing Liu, “Second-Order Global Consensus in Multiagent Networks with Random Directional Link Failure,” IEEE Transactions on Neural Networks and Learning Systems, vol. 26, no. 3, pp. 565-575, Mar. 2015. Regular paper工程领域ESI高被引论文

[11]Huaqing Li, Chicheng Huang, Guo Chen, Xiaofeng Liao, and Tingwen Huang*, “Distributed Consensus Optimization in Multiagent Networks with Time-Varying Directed Topologies and Quantized Communication,” IEEE Transactions on Cybernetics, vol. 47, no. 8, pp. 2044-2057, Aug. 2017.Regular paper

[12]Huaqing Li, Guo Chen, Tingwen Huang*, Zhaoyang Dong, Wei Zhu, and Lan Gao, “Event-Triggered Distributed Average Consensus over Directed Digital Networks with Limited Communication Bandwidth,” IEEE Transactions on Cybernetics, vol. 46, no. 12, pp. 3098-3110, Dec. 2016. Regular paper

[13]Huaqing. Li, Wentao Ding, Zheng Wang, Qingguo Lü, Lianghao Ji, Yongfu Li, and Tingwen Huang*, “Decentralized Triple Proximal Splitting Algorithm with Uncoordinated Stepsizes for Nonsmooth Composite Optimization Problems,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, DOI: 10.1109/TSMC.2022.3144187. Regular Paper

[14]Huaqing Li, Qingguo Lü, Guo Chen, Tingwen Huang*, and Zhaoyang Dong, “Convergence of Distributed Accelerated Algorithm over Unbalanced Directed Networks,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 51, no. 8, pp. 5153-5164, Aug. 2021. Regular Paper

[15]Huaqing Li*, Zheng Wang, Dawen Xia, and Qi Han, “Random Sleep Scheme-Based Distributed Optimization Algorithm over Unbalanced Time-Varying Networks,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 51, no. 8, pp. 5244-5253, Aug. 2021. Regular Paper

[16]Huaqing Li, Qingguo Lü, Xiaofeng Liao, and Tingwen Huang*, “Accelerated Convergence Algorithm for Distributed Constrained Optimization under Time-Varying General Directed Graphs,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 50, no. 7, pp. 2612-2622, Jul. 2020.Regular Paper

[17]Huaqing Li*, Shuai Liu, Yeng Chai Soh, and Lihua Xie, “Event-Triggered Communication and Data Rate Constraint for Distributed Optimization of Multi-Agent Systems,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 48, no. 11, pp. 1908-1919, Nov. 2018. Regular Paper

[18]Huaqing Li*, Xiaofeng Liao, and Tingwen Huang, “Second-Order Locally Dynamical Consensus of Multiagent Systems with Arbitrarily Fast Switching Directed Topologies,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 43, no. 6, pp. 1343-1353, Nov. 2013. Regular paper

[19]Huaqing Li, Zheng Wang, Guo Chen*, and Zhaoyang Dong, “Distributed Robust Algorithm for Economic Dispatch in Smart Grids over General Unbalanced Directed Networks,” IEEE Transactions on Industrial Informatics, vol. 16, no. 7, pp. 4322-4332, Jul. 2020. Regular Paper

[20]Huaqing Li, Wentao Ding, Zheng Wang, Qingguo Lü, Yongfu Li, and Dawen Xia*, “Decentralized Dual Operator Splitting for Nonsmooth Composite Optimization,” IEEE Transactions on Network Science and Engineering, DOI: 10.1109/TNSE.2022.3155287. Regular Paper

[21]Huaqing Li, Qingguo Lü, and Tingwen Huang*, “Convergence Analysis of a Distributed Optimization Algorithm with a General Unbalanced Directed Communication Network,” IEEE Transactions on Network Science and Engineering, vol. 6, no. 3, pp. 237-248, Jul.-Sep. 2019. Regular Paper

[22]Huaqing Li, Jinhui Hu, Liang Ran, Zheng Wang, Qingguo Lü, Zhenyuan Du, and Tingwen Huang*, “Decentralized Dual Proximal Gradient Algorithms for Non-Smooth Constrained Composite Optimization Problems,” IEEE Transactions on Parallel and Distributed Systems, vol. 32, no. 10, pp. 2594-2603, Oct. 2021. Regular Paper

[23]Huaqing Li, Xiaofeng Liao*, Xinyu Lei, Tingwen Huang, and Wei Zhu, “Second-Order Consensus Seeking in Multi-Agent Systems with Nonlinear Dynamics over Random Switching Directed Networks,” IEEE Transactions on Circuits and Systems-I: Regular Papers, vol. 60, no. 6, pp. 1595–1607, Jun. 2013. Regular paper

[24]Huaqing Li*, Xiaofeng Liao, and Ruijin Liao, “A Unified Approach to Chaos Suppressing and Inducing in a Periodically Forced Family of Nonlinear Oscillators,” IEEE Transactions on Circuits and Systems-I: Regular Papers, vol. 59, no. 4, pp. 784-795, Apr. 2012. Regular paper

[25]Huaqing Li, Lifeng Zheng, Zheng Wang, Yongfu Li, Lianghao Ji, and Dawen Xia*, “Asynchronous Distributed Model Predictive Control for Optimal Output Consensus of High-Order Multi-Agent Systems,” IEEE Transactions on Signal and Information Processing over Networks, vol. 7, pp. 689-698, Oct. 2021. Regular Paper

[26]Huaqing Li*, Chicheng Huang, Zheng Wang, Guo Chen, and Hafiz Gulfam Ahmad Umar, “Computation-Efficient Distributed Algorithm for Convex Optimization over Time-Varying Networks with Limited Bandwidth Communication,” IEEE Transactions on Signal and Information Processing over Networks, vol. 6, pp. 140-151, Jan. 2020. Regular paper

[27]Huaqing Li, Guo Chen*, Xiaofeng Liao, and Tingwen Huang, “Attraction Region Seeking for Power Grids,” IEEE Transactions on Circuits and Systems-II: Express Briefs, vol. 64, no. 2, pp. 201-205, Feb. 2017. 工程领域ESI高被引论文

[28]Huaqing Li, Guo Chen*, Xiaofeng Liao, and Tingwen Huang, “Leader-Following Consensus of Discrete-Time Multiagent Systems with Encoding-Decoding,” IEEE Transactions on Circuits and Systems-II: Express Briefs, vol. 63, no. 4, pp. 401-405, Apr. 2016.

[29]Huaqing Li, Lifeng Zheng, Zheng Wang, Yu Yan*, Liping Feng, and Jing Guo, “S-DIGing: A Stochastic Gradient Tracking Algorithm for Distributed Optimization,” IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 6, no. 1, pp. 53-65, Feb. 2022. Regular Paper

[30]Huaqing Li, Enbing Su, Chengbo Wang, Jiawei Liu, Zuqing Zheng, Zheng Wang, and Dawen Xia*, “A Primal-Dual Forward-Backward Splitting Algorithm for Distributed Convex Optimization,” IEEE Transactions on Emerging Topics in Computational Intelligence, DOI: 10.1109/TETCI.2021.3098831.


代表性知识产权

[1]李华青,袁野,吕庆国,基于汽车振动故障检测系统的检测数据分析方法,申请时间:2017.03.03,获批时间:2020.01.10,发明专利

[2]李华青,袁野,郑李逢,吕庆国,王政,一种足底压力无线采集显示电路及其方法,申请时间:2020.04.23,获批时间:2021.01.22,发明专利

[3]李华青,程胡强,夏大文,吴国成,王政,吕庆国,王慧维,纪良浩,郭靖,一种基于Nesterov梯度法和重球法的双加速分布式异步优化方法,申请时间:2020.07.07,获批时间:2021.09.21,发明专利

[4]董滔,胡文婕,李华青,一种基于神经网络的无人机寻迹系统,申请时间:2020.11.19,获批时间:2021.09.10,发明专利

[5]董滔,胡文婕,李华青,一种基于神经网络的面部识别系统,申请时间:2020.11.19,获批时间:2021.09.10,发明专利

[6]李华青,高旺,郑李逢,一种无线智能开关控制系统,申请日期:2020.01.06,获批时间:2020.09.15,实用新型专利

[7]李华青,王玲,付寒雨,卢媛媛,模拟训练垃圾分类的垃圾桶,申请日期:2019.10.28,获批时间:2020.08.14,实用新型专利

[8]李华青,袁野,吕庆国,带调速控制电路的直流电机,申请日期:2018.01.30,获批时间:2018.09.07,实用新型专利

[9]Li Huaqing, Hu Jinhui, Wang Zheng, A Distributed Stochastic Gradient Projection Strategy for Constrained Convex Optimization Problem, 申请时间:2019.12.03,获批时间:2020.1.8,国际专利

[10]Li Huaqing, Gao Wang, Zheng Lifeng, Hu Jinhui, A New Technology For Wreless Intelligent Switch Control System, 申请时间:2020.1.16,获批时间:2020.2.5,国际专利

[11]Li Huaqing, Cheng Huqiang, Hu Jinhui, Wang Zheng, Effective Doubly-Acoelerated Distributed Asynchronous Strategy for General Convex Optimization Problem,申请时间:2020.2.5,获批时间:2020.2.26,国际专利

[12]Li Huaqing, Zheng Lifeng, Wang Zheng, Efficient Distributed Methods for Sparse Solution to Composite Optimization Problem, 申请时间:2020.5.26,获批时间:2020.6.17,国际专利

[13]李华青,智能控制运行检测系统V1.0,2020SR1576096,2020.03.10,软件著作权

[14]李华青,基于MFC+OpenGL的三维模型系统V1.0,2017SR040505,2016.12.01,软件著作权

[15]李华青,海底世界网游智能控制软件,2017SR040501,2016.12.01,软件著作权