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硕士生导师

姓名:亓亮 性别:男 学历:博士

职称:副教授 办公室:J13-212 隶属部门:智能科学与技术系

联系方式:qiliang@sdust.edu.cn

个人简介:

亓亮,1986年5月生。2017年毕业于同济大学,获计算机软件与理论专业博士学位。曾在美国罗格斯大学、新泽西理工大学访问研究两年。 目前主持国家自然科学青年基金一项、山东省自然科学基金一项、山东科技大学人才引进科研启动基金一项;参与国家自然科学基金10项;发表(含合作发表)学术论文100余篇,其中IEEE Trans系列期刊20篇,谷歌学术引用次数1400余次 (H-index=20);曾获“上海市优秀毕业生”、山东科技大学“优秀教师”、“优秀班主任”等荣誉称号。 研究兴趣包括强化学习、智能交通、优化算法、软件形式化方法等。

详细信息:

欢迎热爱科学研究、愿意在计算机科学领域攻读硕士学位者报考入学。联系方式:qiliang@sdust.edu.cn


主要研究方向:

(1)智能交通系统建模与优化

(2)基于Petri网的软件形式化建模方法

(3)智能优化算法及应用

(4)多智能体学习与协同控制


主持科研项目:

(1)国家自然科学基金(青年基金项目), 61903229, 面向城市交通突发事件的交通信号应急控制策略研究, 2020.01-2022.12, 25万元

(2)山东省自然科学基金(博士基金项目), ZR2019BF004, 面向城市突发事件的智能交通信号灯协同控制的Petri网模型与策略研究, 2019.07-2022.06, 10万元


部分学术期刊论文 (Google Scholar Citations=1400+,H-index=20

1. XiWang Guo, ZhiWei Zhang, Liang Qi*, ShiXin Liu, Ying Tan, and ZiYan Zhao, “Stochastic Hybrid Discrete Grey Wolf Optimizer for Multi-Objective Disassembly Sequencing and Line Balancing Planning in Disassembling Multiple Products,” IEEE Transactions on Automation Science and Engineering, DOI: 10.1109/TASE.2021.3133601, 2021.

2. HongWei Sun, Wei Liu, Liang Qi, XiaoJun Ren, and YuYue Du, “An Algorithm for Mining Indirect Dependencies From Loop-Choice-Driven Loop Structure via Petri Nets,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, DOI: 10.1109/TSMC.2021.3126473, 2021.

3. YingJun Ji, ShiXin Liu, MengChu Zhou, ZiYan Zhao, XiWang Guo, and Liang Qi, “A Machine Learning and Genetic Algorithm-based Method for Predicting Width Deviation of Hot-rolled Strip in Steel Production Systems,” Information Science, DOI: 10.1016/j.ins.2021.12.063, 2021.

4. YaPing Fu, MengChu Zhou, XiWang Guo, Liang Qi, and Khaled Sedraoui, “Multiverse Optimization Algorithm for Stochastic Biobjective Disassembly Sequence Planning Subject to Operation Failures,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, DOI: 10.1109/TSMC.2021.3049323, 2021.

5. Nan Yang, ZeYu Zheng, MengChu Zhou, XiWang Guo, Liang Qi, and TianRan Wang, “A Domain-guided Noise-optimization-based Inversion Method for Facial Image Manipulation,” IEEE Transactions on Image Processing, vol. 30, pp. 6198-6211, June 22, 2021.

6. Jia Wang, MengChu Zhou, XiWang Guo, Liang Qi, and Xu Wang, “A Markov Regime Switching Model for Asset Pricing and Ambiguity Measurement of Stock Market,” Neurocomputing, vol. 435, pp. 283-294, May 2021.

7. Nan Yang, MengChu Zhou, BingJie Xia, XiWang Guo, and Liang Qi, “Inversion Based on a Detached Dual-Channel Domain Method for StyleGAN2 Embedding,” IEEE Signal Processing Letters, vol. 28, pp. 553-557, Mar. 2021.

8. ZhongYing Zhao, Hui Zhou, Liang Qi, Liang Chang, and MengChu Zhou, “Inductive Representation Learning via CNN for Partially-unseen Attributed Networks,” IEEE Transactions on Network Science and Engineering, vol. 8, no. 1, pp. 695-706, Jan. 2021.

9. HongWei Sun, Wei Liu, Liang Qi, YuYue Du, XiaoJun Ren, and XinYing Liu, “A Process Mining Algorithm to Mixed Multiple-concurrency Short-loop Structures,” Information Sciences, vol. 542, pp. 453-475, Jan. 2021.

10. YaPing Fu, MengChu Zhou, XiWang Guo, and Liang Qi, “Stochastic Multi-objective Integrated Disassembly-reprocessing-reassembly Scheduling via Fruit Fly Optimization Algorithm,” Journal of Cleaner Production, vol. 278, Jan. 2021.

11. Yaping Fu, MengChu Zhou, Xiwang Guo, and Liang Qi, “Scheduling Dual-Objective Stochastic Hybrid Flow Shop With Deteriorating Jobs via Bi-Population Evolutionary Algorithm,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 50, no. 12, pp. 5037-5048, Dec. 2020.

12. TianJi Yang, ZeYu Zheng, and Liang Qi, “A method for degradation prediction based on Hidden semi-Markov models with mixture of Kernels,” Computers in Industry, vol. 122, Nov. 2020.

13. Yuanyuan Tan, MengChu Zhou, Yuan Zhang, XiWang Guo, Liang Qi, and YanHong Wang, “Hybrid Scatter Search Algorithm for Optimal and Energy-Efficient Steelmaking-Continuous Casting,” IEEE Transactions on Automation Science and Engineering, vol. 17, no. 4, pp. 1814-1828, Oct. 2020.

14. Ke Zhang, YuKun Su, XiWang Guo, Liang Qi, ZhenBing Zhao, “MU-GAN: Facial Attribute Editing Based on Multi-Attention Mechanism,” IEEE/CAA Journal of Automatica Sinica, vol. 8, no. 9, pp. 1614-1626, Sep. 2020.

15. ZhenYu Huang, Jian Zhao, Liang Qi*, ZhengZhong Gao*, and Hua Duan*, “Comprehensive learning cuckoo search with chaos-lambda method for solving economic dispatch problems,” Applied Intelligence, vol. 50, no. 9, pp. 2779-2799, July 2020.

16. Xu Wang, MengChu Zhou, QiuHong Zhao, ShiXin Liu, XiWang Guo, and Liang Qi, “A Branch and Price Algorithm for Crane Assignment and Scheduling in Slab Yard,” IEEE Transactions on Automation Science and Engineering, vol. 18, no. 3, pp. 1122-1133, June 2020.

17. XiWang Guo, MengChu Zhou*, ShiXin Liu, and Liang Qi*, “Multi-resource Constrained Selective Disassembly with Maximal Profit and Minimal Energy Consumption,” IEEE Transactions on Automation Science and Engineering, vol. 18, no. 2, pp. 804-816, June 2020.

18. Jia Wang, MengChu Zhou, Xiu Jin, XiWang Guo, Liang Qi, and Xu Wang, “Variance Minimization Hedging Analysis Based on a Time-Varying Markovian DCC-GARCH Model,” IEEE Transactions on Automation Science and Engineering, vol. 17, no. 2, pp. 621- 632, Apr. 2020.

19. YuanXiu Teng, Liang Qi*, and YuYue Du, “A Logic Petri Net-Based Repair Method of Process Models with Incomplete Choice and Concurrent Structures,” Computing and Informatics, vol. 39, no. 1-2, pp. 264-297, Feb. 2020.

20. Liang Qi, WenJing Luan, Xiaoyu Sean Lu, and XiWang Guo, “Shared P-Type Logic Petri Net Composition and Property Analysis: A Vector Computational Method,” IEEE Access, vol. 8, pp. 36386-36397, Feb. 2020.

21. ZiYan Zhao, ShiXin Liu, MengChu Zhou, XiWang Guo, and Liang Qi, “Decomposition Method for New Single-Machine Scheduling Problems From Steel Production Systems,” IEEE Transactions on Automation Science and Engineering, vol. 17, no. 3, pp. 1376-1387, Dec. 2019.

22. WenJing Luan, Liang Qi*, ZhongYing Zhao, JianXin Liu, and YuYue Du, “Logic Petri Net Synthesis for Cooperative Systems,” IEEE Access, vol. 7, pp. 161937-161948, Nov. 2019.

23. Lu Wang, YuYue Du, and Liang Qi, “Efficient Deviation Detection Between a Process Model and Event Logs,” IEEE/CAA Journal of Automatica Sinica, vol. 6, no. 6, pp. 1352-1364, Sep. 2019.

24. Jing Sha, YuYue Du, and Liang Qi, “A User Requirement Oriented Web Service Discovery Approach based on Logic and Threshold Petri Net,” IEEE/CAA Journal of Automatica Sinica, vol. 6, no. 6, pp. 1528-1542, Sep. 2019.

25. Fuxin Zhang, Mengchu Zhou, Liang Qi, Yuyue Du, and Haichun Sun, “A Game Theoretic Approach for Distributed and Coordinated Channel Access Control in Cooperative Vehicle Safety Systems,” IEEE Transactions on Intelligent Transportation Systems, vol. 21, no. 6, pp. 2297-2309, May 2019.

26. Xiwang Guo, Mengchu Zhou, Shixin Liu, and Liang Qi, “Lexicographic Multiobjective Scatter Search for the Optimization of Sequence-Dependent Selective Disassembly Subject to Multiresource Constraints,” IEEE Transactions on Cybernetics, vol. 50, no. 7, pp. 3307-3317, Mar. 2019.

27. Xiaoyu Sean Lu, MengChu Zhou, Liang Qi, and Haoyue Liu, “Clustering-Algorithm-Based Rare-Event Evolution Analysis via Social Media Data,” IEEE Transactions on Computational Social Systems, vol. 6, no. 2, pp. 301-310, Mar. 2019.

28. Yuanyuan Tan, MengChu Zhou, Yingying Wang, Xiwang Guo, and Liang Qi, “A Hybrid MIP-CP Approach to Multistage Scheduling Problem in Continuous Casting and Hot-Rolling Processes,” IEEE Transactions on Automation Science and Engineering, vol. 16, no. 4, pp. 1860-1869, Mar. 2019.

29. Jia Wang, MengChu Zhou, Xiwang Guo, and Liang Qi, “Multiperiod Asset Allocation Considering Dynamic Loss Aversion Behavior of Investors,” IEEE Transactions on Computational Social Systems, vol. 6, no. 1, pp. 73-81, Dec. 2018.

30. Liang Qi, Mengchu Zhou, and Wenjing Luan, “A Dynamic Road Incident Information Delivery Strategy to Reduce Urban Traffic Congestion,” IEEE/CAA Journal of Automatica Sinica, vol. 5, no. 5, pp. 934-945, Sep. 2018.

31. Jian Zhao, Shixin Liu, Mengchu Zhou, Xiwang Guo, and Liang Qi, “Modified Cuckoo Search Algorithm to Solve Economic Power Dispatch Optimization Problems,” IEEE/CAA Journal of Automatica Sinica, vol. 5, no. 4, pp. 794-806, July 2018.

32. HongDa Qi, YuYue Du, Liang Qi, and Lu Wang, “An Approach to Repair Petri Net-based Process Models with Choice Structures,” Enterprise Information Systems, vol. 12, no. 8-9, pp. 1149-1179, Jan. 2018.

33. Wenjing Luan, Guanjun Liu, Changjun Jiang, and Liang Qi, “Partition-based Collaborative Tensor Factorization for POI Recommendation,” IEEE/CAA Journal of Automatica Sinica, vol. 4, no. 3, pp. 437-446, Jan. 2017.

34. Liang Qi, MengChu Zhou, and WenJing Luan, “A Two-level Traffic Light Control Strategy for Preventing Incident-Based Urban Traffic Congestion,” IEEE Transactions on Intelligent Transportation Systems, vol. 19, no. 1, pp. 13-24, Jan. 2017.

35. Liang Qi, MengChu Zhou, and WenJing Luan, “Impact of Driving Behavior on Traffic Delay at a Congested Signalized Intersection,” IEEE Transactions on Intelligent Transportation Systems, vol. 18, no. 7, pp. 1882-1893, Oct. 2016.

36. WenJing Luan, Liang Qi*, and YuYue Du, “Composition of Logical Petri Nets and Compatibility Analysis,” IEEE Access, vol. 5, pp. 9152-9162, 2017.

37. Liang Qi, MengChu Zhou, and WenJing Luan, “Emergency Traffic-Light Control System Design for Intersections Subject to Accidents,” IEEE Transactions on Intelligent Transportation Systems, vol. 17, no. 1, pp. 170-183, Sep. 2015.

38. YuYue Du, YuHui Ning, and Liang Qi, “Reachability Analysis of Logic Petri Nets Using Incidence Matrix,” Enterprise Information Systems, vol. 8, no. 6, Nov. 2014.

39. YuYue Du, Liang Qi, and MengChu Zhou, “Analysis and Application of Logical Petri Nets to E-Commerce Systems,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 44, no. 4, pp. 468-481, Apr. 2014.

40. Yuyue Du, Liang Qi, and MengChu Zhou, “A Vector Matching Method for Analysing Logic Petri Nets,” Enterprise Information Systems, vol. 5, no. 4, pp. 449-468, Nov. 2011.


国际会议论文:

1. Yue Su, Liang Qi*, XiWang Guo, and Kun Wang, “A Method to Quickly Determine Some Non-Reachable Markings in Cyclic Petri Nets Based on State Equation,” in Proc. IEEE 17th International Conference on Networking, Sensing and Control (ICNSC), Xiamen, China, Dec. 2021.

2. Liang Qi, WenJing Luan, GuanJun Liu, Xiaoyu Sean Lu, and XiWang Guo, “A Petri Net-Based Traffic Rerouting System by Adopting Traffic Lights and Dynamic Message Signs,” in Proc. IEEE 16th International Conference on Networking, Sensing and Control (ICNSC), Nanjing, China, Oct. 2020.

3. Liang Qi and MengChu Zhou, “Analysis of urban traffic jam formation based on extended cell transmission model,” in Proc. 2018 IEEE 15th International Conference on Networking, Sensing and Control (ICNSC), Zhuhai, China, Mar. 27-29, 2018.

4. Liang Qi, WenJing Luan, and Yi-Sheng Huang, “Traffic incident message dissemination for reducing traffic congestion,” in Proc. 2018 IEEE 15th International Conference on Networking, Sensing and Control (ICNSC), Zhuhai, China, Mar. 27-29, 2018.

5. Liang Qi, MengChu Zhou, and WenJing Luan, “An emergency traffic light strategy to prevent traffic congestion,” in Proc. 2016 IEEE 13th International Conference on Networking, Sensing and Control (ICNSC), Mexican City, Mexico, April 28-May 1, 2016.

6. Liang Qi, MengChu Zhou, and WenJing Luan, “Modeling and control of urban road intersections with incidents via timed Petri nets,” in Proc. 2015 IEEE 12th International Conference on Networking, Sensing and Control (ICNSC), Taipei, China, May 2015.

7. Liang Qi, MengChu Zhou, and ZhiJun Ding, “Real-Time Traffic Camera-Light Control Systems for Intersections Subject to Accidents: A Petri Net Approach,” in Proc. 2013 IEEE International Conference on Systems, Man, and Cybernetics, Manchester, UK, Oct. 2013.

8. Liang Qi, YuYue Du, and WenJing Luan, “Cluster-oriented service composition modeling method based on logical net units,” in Proc. 2012 IEEE 9th International Conference on Networking, Sensing and Control (ICNSC), Beijing, China, May 2012.


参加学术团体及担任职务:

♦ IEEE(国际电气与电子工程师协会会员  (Member)

♦ CCF(中国计算机学会会员 (Member)

♦ CAA(中国自动化学会会员 (Member)

♦ CAAI(中国人工智能学会会员 (Member)

♦ 中国自动化学会网络信息服务专业委员会 委员

♦ 20余种著名国际期刊审稿人(Reviewer, 170+ verified reviews in Publons): 

IEEE Transactions on Intelligent Transportation Systems (Active reviewer, 120+ reviews in 10 years)

IEEE Intelligent Transportation Systems Magazine

IEEE Transactions on Systems, Man, and Cybernetics: Systems

IEEE Transactions on Automation Science and Engineering

IEEE Internet of Things Journal

IEEE Systems Journal

IEEE/CAA Journal of Automatica Sinica

Information Science

Journal of Advanced Transportation, etc.