夏俐

教授
办公电话
020-84114196
EMAIL
xiali5@sysu.edu.cn
办公室
M619
研究领域
智能决策与优化、强化学习、马氏决策过程、排队论
个人简介

中山大学管理学院教授,博士生导师。长期从事随机动态决策系统的学习优化理论研究,以及在能源系统、金融工程、对抗决策、军事智能等领域的应用研究工作。分别于2002年和2007年在清华大学自动化系获得学士和博士学位,博士生期间在香港科技大学随导师曹希仁教授从事科研工作,博士毕业后分别在IBM中国研究院、沙特国王科技大学从事科研工作,2011年至2019年在清华大学自动化系任教,历任讲师、副教授(博士生导师),其中2015年以访问学者身份在美国斯坦福大学管理科学与工程系与Peter Glynn教授(美国工程院院士)从事合作研究。在动态决策优化、马氏决策过程、强化学习、排队论等领域有大量研究工作,发表论文60余篇,其中IEEE Transactions on Automatic Control、Automatica、European Journal of Operational Research等本领域顶级期刊论文近20篇,获得美国专利3项、中国专利6项。担任国际权威SCI期刊IEEE Transactions on Automation Science and Engineering、Discrete Event Dynamic Systems、Energy Informatics等编委和多个国际学术会议的程序委员会委员,担任IEEE高级会员、INFORMS Member、中国自动化学会青年工作委员会常委, 中国自动化学会自适应动态规划与强化学习专委会委员, 中国人工智能学会动态规划与智能自适应学习专委会委员、中国运筹学会可靠性分会理事等学术兼职。
主要研究领域为智能决策、强化学习、马氏决策过程、排队论等,以及在能源、金融、军事智能等领域的应用研究。主持2项国家自然科学基金项目、2项国家重点研发计划子课题,参与多项自然科学基金重点项目面上项目、国防科研项目等。曾获2014年教育部高等学校自然科学二等奖,2014年国际会议WCICA的the AIAG Best Paper Award on Supply Chains,2016年IEEE Transactions on Automatic Control杰出审稿人奖,2018年Ho-Pan-Chi-Yi Best Paper Award等学术奖励。

招生方向

博士研究生(管理科学与工程、系统工程、运筹学)、硕士研究生(管理科学与工程、系统工程、运筹学)
专职科研岗特聘研究人员(管理科学与工程、系统工程、控制科学与工程、运筹学)、
博士后(管理科学与工程、系统工程、控制科学与工程、运筹学)

教育背景

2007 清华大学,获工学博士学位
2002 清华大学,获工学学士学位    
海外经历
2015.3-2015.9 斯坦福大学管理科学与工程系,访问学者
2005-2007 香港科技大学电子与计算机工程系,博士生联合培养

职业经历

2019-至今 中山大学管理学院, 教授,博士生导师
2013-2019 清华大学自动化系,副教授,博士生导师(自2018年)
2011-2013 清华大学自动化系,讲师
2009-2011 沙特国王科技大学,博士后
2007-2009 IBM中国研究院,研究员

教授课程

计算机网络与技术(本科生)
排队论与随机服务系统(研究生)
智能决策与强化学习(研究生)

科研服务

主持2项 国家自然科学基金项目:
1. 基于公平指标的排队系统优化理论及应用;2015-2018
2. 基于差分灵敏度信息的排队系统性能优化;2013-2015
主持2项 国家重点研发计划子课题:
1. 新型建筑智能化系统平台技术;2017-2020
2. 能源互联网的规划、运行与交易基础理论;2016-2020
参与的科研项目:
1. 基于人工智能的多能物联网研究(苏州城市能源研究院委托); 2019
2. 数据驱动的高铁客服智能运维系统(清华-苏州联合研究中心); 2017-2019
3. 基于能源信息感知与特性分析的智能电网供需动态优化匹配与调度方法(国家自然科学基金重点项目); 2014-2017
4. 智能网络化系统(国家111引智计划); 2011-2015
5. 智能建筑的节能、安全与控制(清华-UTC联合研究中心); 2011-2015

 

编辑委员会
IEEE Transactions on Automation Science and Engineering 编委
Discrete Event Dynamic Systems: Theory and Applications 编委
Energy Informatics编委
Journal of Dynamics and Games 编委
International Journal of Simulation and Process Modelling 编委
IEEE Control System Society (IEEE CDC, ACC)会议编委会编委
IEEE Conference on Automation Science and Engineering会议编委会编委

 

会议程序委员会委员
WODES’2016, SIMULTECH’2016, SIMULTECH’2015, CCC’2016, CCC’2015, CCC’2014, IEEE ROBIO’2015, IEEE ROBIO’2014, IEEE ICNSC’2014

研究成果

学术著作章节:
[1] Li Xia and Xi-Ren Cao, “Perturbation Analysis, Dynamic Programming, and Beyond,”Chapter 7 (pp. 127-156) of the Book Stochastic Simulation Optimization for Discrete Event Systems – Perturbation Analysis, Ordinal Optimization, and Beyond, (Edited by C.H. Chen, Q.S. Jia, L.H Lee), World Scientific Publishing, 2013.

国际期刊论文:
[2] Li Xia, “Mean-variance optimization of discrete time discounted Markov decision processes,” Automatica, Vol. 88, pp. 76-82, 2018.
[3] Li Xia and Sha Chen, “Dynamic pricing control for open queueing networks,” IEEE Transactions on Automatic Control, Vol. 63, No. 10, pp. 3290-3300, 2018.
[4] Li Xia, “Variance minimization of parameterized Markov decision processes,” Discrete Event Dynamic Systems: Theory and Applications, Vol. 28, pp. 63-81, 2018.
[5] Junpeng Niu, Mingzhou Xie, Jun Xu, Lihua Xie, and Li Xia, “SMR drive performance analysis under different workload environments,” Control Engineering Practice, Vol. 75, pp. 86-97, 2018.
[6] Qianchuan Zhao, Li Xia, and Ziyan Jiang, “New generation intelligent building platform techniques,” Energy Informatics, https://doi.org/10.1007/s42162-018-0011-9,Vol.1, No.2, 2018.
[7] Li Xia, Daniel Miller, Zhengyuan Zhou, and Nicholas Bambos, “Service rate control of tandem queues with power constraints,” IEEE Transactions on Automatic Control, Vol. 62, No. 10, pp. 5111-5123, 2017. (the 2018 Ho-Pan-Chi-Yi Best Paper Award)
[8] Li Xia, Qi-Ming He and Attahiru Alfa, “Optimal control of state-dependent service rates in a MAP/M/1 queue,” IEEE Transactions on Automatic Control, Vol. 62, No. 10, pp. 4965-4979, 2017.
[9] Li Xia, “Optimization of Markov decision processes under the variance criterion,” Automatica, Vol. 73, pp. 269-278, 2016.
[10] Zhijin Cheng, Qianchuan Zhao, Fulin Wang, Yi Jiang, Li Xia, Jinlei Ding, “Satisfaction based Q-learning for integrated lighting and blind control,” Energy and Buildings, Vol. 127, pp. 43-55, 2016.
[11] Li Xia and Qing-Shan Jia, “Parameterized Markov decision process and its application to service rate control,” Automatica, Vol.54, pp. 29-35, 2015.
[12] Li Xia and Basem Shihada, “A Jackson network model and threshold policy for joint optimization of energy and delay in multi-hop wireless networks,” European Journal of Operational Research, Vol. 242, pp. 778-787, 2015.
[13] Li Xia, “Service rate control of closed Jackson networks from game theoretic perspective,” European Journal of Operational Research, Vol. 237, No. 2, pp. 546-554, 2014.
[14] Li Xia, “Event-based optimization of admission control in open queueing networks,” Discrete Event Dynamic Systems: Theory and Applications, Vol. 24, No. 2, pp. 133-151, 2014.
[15] Li Xia, “Policy gradient approach of event-based optimization and its online implementation,” Asian Journal of Control, Vol. 16, No. 6, pp. 1735-1743, 2014.
[16] Li Xia and Basem Shihada, “Power and delay optimization in multi-hop wireless networks,” International Journal of Control, Vol. 87, No. 6, pp. 1252-1265, 2014.
[17] Li Xia, Qing-Shan Jia, and Xi-Ren Cao, “A tutorial on event-based optimization -- A new optimization framework,” Discrete Event Dynamic Systems: Theory and Applications, Vol. 24, No. 2, pp. 103-132, 2014.
[18] Li Xia and Basem Shihada, “Max-Min optimality of service rate control in closed queueing networks,” IEEE Transactions on Automatic Control, Vol. 58, pp. 1051-1056, 2013.
[19] Li Xia and Xi-Ren Cao, “Performance optimization of queueing systems with perturbation realization,” European Journal of Operational Research, Vol. 218, pp. 293-304, 2012.
[20] Li Xia, Wenjun Yin, Jin Dong, Teresa Wu , Ming Xie, Yanjia Zhao, “A hybrid nested partitions algorithm for banking facility location problems,” IEEE Transactions on Automation Science and Engineering, Vol.7, No.3, pp. 654-658, 2010.
[21] Li Xia, Xi Chen, Xi-Ren Cao, “Policy iteration for customer-average performance optimization of closed queueing systems,” Automatica, Vol. 45, No. 7, pp. 1639-1648, 2009.
[22] Li Xia, Qianchuan Zhao, and Qing-Shan Jia, “A structure property of optimal policies for maintenance problems with safety-critical components,” IEEE Transactions on Automation Science and Engineering, Vol. 5, No. 3, pp. 519-531, 2008.
[23] Xi Chen, Hongxing Bai, Li Xia, and Yu-Chi Ho, “Design of a randomly distributed sensor network for target detection,” Automatica, Vol. 43, No. 10, pp. 1713-1722, 2007.
[24] Li Xia and Xi-Ren Cao, “Relationship between perturbation realization factors with queueing   models and Markov models,” IEEE Transactions on Automatic Control, Vol. 51, No. 10, pp. 1699-1704, 2006.
[25] Li Xia, Xi Chen, and Xiaohong Guan, “A new gradient-based routing protocol in wireless sensor networks,” Springer LECTURE NOTES IN COMPUTER SCIENCE 3605: 318-325, 2005.
 
国内期刊论文:
[26] 陈莎, 夏俐, “排队系统定价控制问题的研究综述”, 《控制理论与应用》, Vol. 35, No. 1, pp.41-55, 2018.
[27] 贾庆山, 杨玉, 夏俐, 管晓宏, “基于事件的优化方法简介及其在能源互联网中的应用,” 《控制理论与应用》, Vol. 35, No. 1, pp.32-40, 2018.
[28] 杨震, 夏俐, 管晓宏, “带有储能的可再生能源调度问题研究”, 《智慧电力》, Vol. 45, pp. 25-31, 2017.
[29] 夏俐, 陈曦, 赵千川, 江永恒, 管晓宏, “无线传感器网络简介及应用”,《自动化博览》, 2004, vol.21, no.1, pp.34-37. (2005年中国自动化领域最佳综述论文奖)
Li Xia, Xi Chen, Qianchuan Zhao, Yongheng Jiang, and Xiaohong Guan, “Introduction to wireless sensor networks and their Applications,” Automation Panorama (Chinese Journal), 2004, vol.21, no.1, pp.34-37. (best review paper award in Chinese Automation field in 2005)
 
会议论文:
[30] Xiaoteng Ma, Li Xia, and Qianchuan Zhao, “Air-combat strategy using deep Q-learning,” Proceedings of 2018 Chinese Automation Congress (CAC’2018), December 1-2, 2018, Xi’an, China, pp.5031-5036.
[31] Zhen Yang, Li Xia, and Xiaohong Guan, “Fluctuation reduction of wind power with battery energy storage systems,” the 2018 IEEE International Conference on Automation Science and Engineering (CASE’2018), August 20-23, 2018, Munich, Germany, pp. 762-767.
[32] Quan-Lin Li, Jing-Yu Ma, Mingzhou Xie, and Li Xia, “Group-server queues,”  the12th International Conference on Queueing Theory and Network Applications (QNTA’2017), August 21-23, 2017, Qinhuangdao, China, LNCS 10591, pp. 49-72.
[33] Sha Chen and Li Xia, “Dynamic pricing control for open queueing networks,” the12th International Conference on Queueing Theory and Network Applications (QNTA’2017), presentation only, August 21-23, 2017, Qinhuangdao, China.
[34] Mingzhou Xie, Li Xia, and Jun Xu, “State-dependent M/G/1/K queuing model for hard disk drives,” the 2017 IEEE International Conference on Automation Science and Engineering (CASE’2017), August 20-23, 2017, Xi’an, China.
[35] Bocheng Li, Li Xia, and Qianchuan Zhao, “Complexity analysis of reinforcement learning and its application to robotics,” the 2017 IEEE International Conference on Automation Science and Engineering (CASE’2017), presentation only, August 20-23, 2017, Xi’an, China.
[36] Sha Chen and Li Xia, “Optimal control of admission prices and service rates in open queueing networks,” Proceedings of the 20th IFAC World Congress, Toulouse, France, July 9-14, 2017.
[37] Daniel Miller, Li Xia, Zhengyuan Zhou, and Nicholas Bambos, “Dynamic control of data center network and computation resources,” the 2017 International Conference on Computing, Networking and Communications (ICNC’2017), January 26-29, 2017, Silicon Valley, CA, USA.
[38] Mingzhou Xie, Jun Xu, and Li Xia, “Performance analysis of media-based cache via analytical and simulation model,” the 2016 IEEE TENCON, November 22-25, 2016, Singapore.
[39] Li Xia, Qi-Ming He and Attahiru Alfa, “Optimal control of service rates in a MAP/M/1 queue,” the 9th International Conference on Matrix-Analytic Methods in Stochastic Models (MAM’2016), presentation only, June 28-30, 2016, Budapest, Hungary.
[40] Li Xia, “Optimization of parametric policies of Markov decision processes under a variance criterion,” the 13th International Workshop on Discrete Event Systems (WODES’2016), May 30-June 1, 2016, Xi’an, China, pp. 332-337.
[41] Fenfang Zhou, Li Xia, Wei Dong, Xinya Sun, Xiang Yan, and Qianchuan Zhao, “Fault diagnosis of high-speed railway turnout based on support vector machine,” the 2016 IEEE International Conference on Industrial Technology (ICIT’2016), March 14-17, 2016, Taipei, Taiwan, pp. 1539-1544.
[42] Bocheng Li and Li Xia, “A multi-grid reinforcement learning method for energy conservation and comfort of HVAC in buildings,” the 2015 IEEE International Conference on Automation Science and Engineering (CASE’2015), August 24-28, 2015, Gothenburg, Sweden.
[43] Li Xia, “An iterative approach to reduce the variance of stochastic dynamic systems,” Proceedings of the 19th IFAC World Congress, August 24-29, 2014, Cape Town, South Africa, pp. 10487-10492.
[44] Li Xia, “Some results of Markov decision processes under variance criterion,” the 2014 IEEE International Conference on Automation Science and Engineering (CASE’2014), presentation only, August 18-22, 2014, Taipei, Taiwan.
[45] Qilong Huang, Qing-Shan Jia, Li Xia, Xiaohong Guan, and Xiaolan Xie, “EV Charging Load Scheduling Following Uncertain Renewable Energy Supply by Stochastic Matching,” Proceedings of the 2014 IEEE International Conference on Automation Science and Engineering (CASE’2014), August 18-22, 2014, Taipei, Taiwan, pp. 137-142.
[46] Yuanming Zhang, Qing-Shan Jia, Li Xia, “Weather-forecast based optimal unit scheduling with solar power integration,” Proceedings of the 33rd Chinese Control Conference (CCC’2014), July 28-30, 2014, Nanjing, China.
[47] Qilong Huang, Qing-Shan Jia, Li Xia, and Xiaohong Guan, “Event-Based Optimization for Stochastic Matching EV Charging Load with Uncertain Renewable Energy,” Proceedings of the 11th World Congress on Intelligent Control and Automation (WCICA’2014), June 29-July 4, 2014, Shenyang, China. (the AIAG Best Paper Award on Supply Chains)
[48] Fenfang Zhou, Li Xia, Qianchuan Zhao, and Ming Jiang,  “Statistical analysis of the random failure model of high-speed railway equipments,” Proceedings of the 11th IEEE International Conference on Networking, Sensing and Control (ICNSC’2014), April 7-9, 2014, Miami, FL, USA.
[49] Yulin Lei, Qing-Shan Jia, Li Xia, “Local event-based sensor activation for occupant distribution estimation in buildings,” Proceedings of the 11th IEEE International Conference on Networking, Sensing and Control (ICNSC’2014), April 7-9, 2014, Miami, FL, USA.
[50] Zhijin Cheng, Li Xia, Qianchuan Zhao, Yin Zhao, Fulin Wang, and Fangting Song, “Integrated control of blind and lights in daily office environment,” Proceedings of the 9th annual IEEE International Conference on Automation Science and Engineering (CASE’2013), August 17-21, 2013, Madison, Wisconsin, USA, pp. 599-604.
[51] Yin Zhao, Qianchuan Zhao, Li Xia, Zhijin Cheng, Fulin Wang, and Fangting Song, “A unified control framework of HVAC system for thermal and acoustic comforts in office building,” Proceedings of the 9th annual IEEE International Conference on Automation Science and Engineering (CASE’2013), August 17-21, 2013, Madison, Wisconsin, USA, pp. 422-427.
[52] Li Xia and Qing-Shan Jia, “Policy iteration for parameterized Markov decision processes and its application,” Proceedings of the 9th Asian Control Conference (ASCC’2013), June 23-26, 2013, Istanbul, Turkey.
[53] Li Xia and Basem Shihada, “Decentralized control of transmission rates in energy-critical wireless networks,” Proceedings of the 2013 American Control Conference (ACC’2013), June 17-19, 2013, Washington, DC., USA, pp. 113-118.
[54] Li Xia and Qing-Shan Jia, “Game theoretical control of service rates in closed Jackson networks,” Proceedings of the 25th Chinese Control and Decision Conference (CCDC’2013), May 25-27, 2013, Guiyang, China, pp. 4559-4564.
[55] Qing-Shan Jia, Zhe Wen, and Li Xia, “Event-based sensor activation for indoor occupant distribution estimation,” Proceedings of the 12th International Conference on Control, Automation, Robotics and Vision (ICARCV’2012), December 5-7, 2012, Guangzhou, China.
[56] Qing-Shan Jia and Li Xia, “Approximate event-based optimization for evacuation,” Proceedings of the 11th IFAC International Workshop on Discrete Event Systems (WODES’2012), October 3-5, 2012, Guadalajara, Mexico, pp. 372-377.
[57] Li Xia, “Optimal control of customer admission to an open Jackson network,” Proceedings of the 31st Chinese Control Conference (CCC’2012), July 25-27, 2012, Hefei, China, pp. 2362-2367.
[58] Li Xia, “Optimality property of service rates in closed Jackson networks,” the 2012 INFORMS International Conference, June 24-27, 2012, Beijing, China.
[59] Kamran Jamshaid, Basem Shihada, Li Xia, and Philip Levis, “Buffer sizing in 802.11 wireless mesh networks,” Proceedings of the 8th IEEE International Conference on Mobile Ad-hoc and Sensor Systems (MASS’2011), October 17-21, 2011, Valencia, Spain, pp. 272-281.
[60] Li Xia, Wenjun Yin, Weida Xu, Ming Xie, and Jinyan Shao, “Efficient optimization of maximal covering location problems using extreme value estimation,” Proceedings of the 2009 Winter Simulation Conference (WSC’2009), December 13-16, 2009, Austin, Texas, USA, pp. 2395-2404.
[61] Li Xia, Ming Xie, Weida Xu, Wenjun Yin, and Jin Dong, “An empirical comparison of five efficient heuristics for maximal covering location problems,” Proceedings of the 2009 IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI'2009), July 22-24, 2009, Chicago, IL, USA, pp.747-753.
[62] Li Xia, Ming Xie, Wenjun Yin, and Jin Dong, “MAX-MIN optimality of service rates in queueing systems with customer-average performance criterion,” Proceedings of the 2008 Winter Simulation Conference (WSC'2008), December 7-10, 2008, Miami, FL, USA, pp. 509-515.
[63] Jinyan Shao, Ming Xie, Li Xia, Wenjun Yin, and Jin Dong, “Optimal service channel reconfiguration based on multi-agent simulation”, Proceedings of the 2008 Winter Simulation Conference (WSC'2008), December 7-10, 2008, Miami, FL, USA, pp. 2950-2950.
[64] Li Xia, Yanjia Zhao, Ming Xie, Jinyan Shao, and Jin Dong, “Mixed integer programming based nested partition algorithm for facility location optimization problems,” Proceedings of the 2008 IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI'2008), October 12-15, 2008, Beijing, China, pp.2375-2381.
[65] Li Xia, Ming Xie, Wenjun Yin, Jin Dong, and Jinyan Shao, “Markov decision processes formulation for stochastic and dynamic bank branches location problems,” Proceedings of the 2008 IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI'2008), October 12-15, Beijing, China, pp. 419-424.
[66] Li Xia and Xi-Ren Cao, “Aggregation of perturbation realization factors and service rate-based policy iteration of queueing systems,” Proceedings of the 45th IEEE Conference on Decision and Control (CDC'2006), December 13-15, 2006, San Diego, CA, USA, pp.1063-1068.
[67] Li Xia, Qianchuan Zhao, and Qing-Shan Jia, “The SRLF rule in multi-unit joint replacement maintenance problem and its optimality,” 12th INFORMS/APS Conference, June 23-25, 2004, Beijing, China.
 
其他论文:
[68] Li Xia, Zhe George Zhang, Quan-Lin Li, Peter W. Glynn, “A c/μ-rule for service resource allocation in group-server queues,” arXiv:1807.05367 [math.OC], Jul. 2018.
[69] Li Xia, “Mean-variance optimization of discrete time discounted Markov decision processes,”arXiv:1708.07095, Aug. 2017.
[70] Li Xia, Peter W. Glynn, “A generalized fundamental matrix for computing fundamental quantities of Markov systems,” arXiv:1604.04343, Apr. 2016.
[71] Li Xia, Book Review of “Iterative Learning Control: An Optimization Paradigm”, by David H. Owens (Springer-Verlag, 2016), IEEE Control Systems Magazine, Vol. 37, No. 2, pp. 185-186, 2017.
[72] Li Xia, Book Review of “Analytical Methods for Dynamic Modelers”, by Hazir Rahmandad, Rogelio Oliva and Nathaniel D. Osgood (MIT Press, 2015), International Journal of Simulation and Process Modelling, 2016.
[73] Li Xia, Jie Song, Hui Xiao, Enlu Zhou, Preface to the Special Issue on “Simulation Modelling and Optimization of Large-Scale Systems”, International Journal of Simulation and Process Modelling, 2016.
 
大会报告:
[74] Xi-Ren Cao and Li Xia, “Performance optimization of queuing systems--from the viewpoint of perturbation analysis,” A Plenary Talk at the 5th International Conference on Queueing Theory and Network Applications (QTNA'2010), Beijing, July 24-26, 2010.
 
发明专利:


美国专利
[75] Jin Dong, Li Xia, Ming Xie, Wen Jun Yin, Li Li Zhao, “Method for highlighting topic element and system thereof,” Patent No. US 8482575 B2, Date of Patent 2013.7.9.
[76] Jin Dong, Ta-Hsin Li, Jin Yan Shao, Li Xia, Ming Xie, Wen Jun Yin, Bin Zhang, “Method and apparatus for outlet location selection using the market region partition and marginal increment assignment algorithm,” Patent No. US 8458008 B2, Date of Patent 2013.6.4.
[77] Jin Dong, Ta-Hsin Li, Jin Yan Shao, Li Xia, Ming Xie, Wen Jun Yin, Bin Zhang, “Method and apparatus for optimal service channel reconfiguration based on multi-agent simulation,” Publication No. US 20110188404 A1, Patent No. US 8482575 B2, Date of Patent 2013.12.31.


中国专利
[78] 赵丽丽, 董进, 尹文君, 谢明, 夏俐, “突出显示主题元素的方法及其系统”, 中华人民共和国发明专利授权, 专利授权号ZL 200910132264, 授权日2013.1.2.
[79] 夏俐, 赵千川, 赵寅, 程志金, 王福林, 宋芳婷, “基于学习用户行为的多维舒适度室内环境控制系统”, 中华人民共和国实用新型专利授权, 专利授权号: ZL 201320416241.5, 授权日2014.2.19.
[80] 夏俐, 赵千川, 程志金, 王福林, 赵寅, 宋芳婷, “具有参数学习能力的百叶与灯光的集成控制方法”, 中华人民共和国发明专利授权, 专利授权号: ZL 201310190381.X, 授权日2015.12.9.
[81] 夏俐, 赵千川, 赵寅, 程志金, 王福林, 宋芳婷, “基于学习用户行为的多维舒适度室内环境控制方法及系统”, 中华人民共和国发明专利授权, 专利授权号: ZL 201310294325.0, 授权日2016.1.20.
[82] 夏俐, 王福林, 崔傲, 赵千川, 管晓宏, “智能开关及火线取电方法”, 中华人民共和国发明专利授权, 专利授权号: ZL 201510417376.7, 授权日2018.10.8.
[83] 夏俐, 崔傲, 赵千川, 王福林, 管晓宏, “一种基于无线信号强度的设备自动配对方法”, 中华人民共和国发明专利申请, 专利申请号: CN 201510413641.4, 申请日2015.7.14.
[84] 夏俐, 周芬芳, 赵千川, 董炜, 孙新亚, “基于支持向量机的道岔故障诊断方法及系统”, 中华人民共和国发明专利申请, 专利申请号: CN 201610109726.8, 申请日2016.2.26.
[85] 夏俐, 赵千川, 赵明国, “两轮自平衡车的机器学习控制方法”, 中华人民共和国发明专利申请, 专利申请号: CN 201710343873.6, 申请日2017.5.18
[86] 夏俐, 杨震, 赵千川,管晓宏, “带有储能的新能源输出功率波动最小化调度方法及装置”, 中华人民共和国发明专利申请, 专利申请号: CN 201810343620.3, 申请日2018.4.17