一、主讲课程

本科生课程：《最优化理论与方法》、《人工智能》

研究生课程：《专业外语》

二、研究方向

1. 最优化理论与算法

2. 多智能体强化学习

3. Petri网理论与应用

4. 智能交通系统

5. 智能制造

三、近五年主持/参与的科研项目

1. 山东省科技厅, 山东省自然科学基金项目（面上项目）, ZR2019BF004, 自动驾驶车与人工驾驶车混行场景下瓶颈交通流模型与控制方法研究, 2025-01-01 至 2027-12-30, 10万元, 在研, 主持

2. 国家自然科学基金委员会, 青年科学基金项目, 61903229, 面向城市交通突发事件的交通信号应急控制策略研究, 2020-01-01 至 2022-12-31, 25万元, 结题, 主持

3. 山东省科技厅, 山东省自然科学基金项目（青年项目）, 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, 2019-07-01 至 2022-6-31, 10万元, 结题, 主持

4. 国家自然科学基金委员会, 面上项目, 62072288, 复杂属性网络的多视角表示学习关键技术研究,2021-01-01 至 2024-12-31, 56万元, 在研, 参与

5. 国家自然科学基金委员会, 面上项目, 62072287, 海洋环境下声光电协同网络关键问题研究, 2021-01-01 至 2024-12-31, 56万元, 在研, 参与

6. 国家自然科学基金委员会, 面上项目, 61973180, 聚合服务模式下面向多流程协同的云制造服务流程定制理论与方法, 2020-01-01 至 2023-12-31, 51万元, 在研, 参与

四、IEEE TRANSACTIONS/JOURNAL论文：

1. Liang Qi, Mengqi Li, Xiwang Guo, Wenjing Luan. Multi-Objective Optimization for Robotaxi Dispatch With Safety-Carpooling Mode in Pandemic Era, IEEE Transactions on Intelligent Transportation Systems, doi: 10.1109/TITS.2024.3486152, 2024.

2. Yue Su, MengChu Zhou, Liang Qi, Remigiusz Wiśniewski. A Reachability-Decidable Petri Net Modeling Method for Discrete Event Systems, IEEE Transactions on Systems, Man, and Cybernetics: Systems, doi: 10.1109/TSMC.2024.3473851, 2024.

3. Nan Yang, MengChu Zhou, Xin Luan, Liang Qi, Yandong Tang, Zhi Han. A Subspace-Based Method for Facial Image Editing, IEEE Transactions on Computational Social Systems, doi: 10.1109/TCSS.2024.3447692, 2024.

4. Shujin Qin, Changsheng Xiang, Jiacun Wang, Shixin Liu, Xiwang Guo, Liang Qi. Multiple Product Hybrid Disassembly Line Balancing Problem With Human–Robot Collaboration, IEEE Transactions on Automation Science and Engineering, doi: 10.1109/TASE.2024.3418898, 2024.

5. Shujin Qin, Jiacun Wang, Liang Qi, Xiwang Guo, Jiawei Li. Biobjective Parallel Disassembly Line Balancing: A Problem Considering Government Benefit Workers, IEEE Systems, Man, and Cybernetics Magazine, 10(3): 56-63, 2024.

6. ShuJin Qin, ZhiLiang Bi, Jiacun Wang, Shixin Liu, XiWang Guo, Ziyan Zhao, Liang Qi. Value-Based Reinforcement Learning for Selective Disassembly Sequence Optimization Problems: Demonstrating and Comparing a Proposed Model, IEEE Systems, Man, and Cybernetics Magazine, 10(2): 24-31, 2024.

7. Shujin Qin, Chong Li, Jiacun Wang, Shixin Liu, Ziyan Zhao, Xiwang Guo, Liang Qi. Multiobjective Human–Robot Collaborative Disassembly Sequence Planning: Considering the Properties of Components, IEEE Systems, Man, and Cybernetics Magazine, 10(2): 15-23, 2024.

8. Shujin Qin, JianPing Wang, Jiacun Wang, Shixin Liu, XiWang Guo, Liang Qi, Ziyan Zhao, An Improved Fruit Fly Optimization Algorithm for Disassembly Lines Requiring Multiskilled Workers, IEEE Transactions on Computational Social Systems, 11(5): 5671-5684, 2024.

9. Yaping Fu, Mengchu Zhou, Xiwang Guo, Liang Qi, Kaizhou Gao, Aiiad Albeshri. Multiobjective Scheduling of Energy-Efficient Stochastic Hybrid Open Shop With Brain Storm Optimization and Simulation Evaluation, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 54(7): 4260-4272, 2024.

10. Fuxin Zhang, MengChu Zhou, and Liang Qi. Distributed and Coordinated Model Predictive Control for Channel Resource Allocation in Cooperative Vehicle Safety Systems, IEEE Internet of Things Journal, 11(11): 19328-19343, 2024.

11. Shujin Qin, Shancheng Zhang, Jiacun Wang, Shixin Liu, Xiwang Guo, Liang Qi. Multiobjective Multiverse Optimizer for Multirobotic U-Shaped Disassembly Line Balancing Problems, IEEE Transactions on Artificial Intelligence, 5(2): 882-894, 2024.

12. Shujin Qin, Jiawei Li, Jiacun Wang, Xiwang Guo, Shixin Liu, and Liang Qi. A Salp Swarm Algorithm for Parallel Disassembly Line Balancing Considering Workers With Government Benefits, IEEE Transactions on Computational Social Systems, 11(1): 282-291, 2024.

13. Xinshuo Cui, Xiwang Guo, MengChu Zhou, Jiacun Wang, Shujin Qin, Liang Qi. Discrete Whale Optimization Algorithm for Disassembly Line Balancing With Carbon Emission Constraint, IEEE Robotics and Automation Letters, 8(5): 3055-3061, 2023.

14. Jia Wang, Mengchu Zhou, Xiwang Guo, Liang Qi, Xu Wang. Loss Aversion Robust Optimization Model Under Distribution and Mean Return Ambiguity, IEEE Transactions on Computational Social Systems, 10(6): 3252-3261, 2023.

15. Yue Su, Liang Qi, and MengChu Zhou, “A Backward Algorithm to Determin the Existence of Legal Firing Sequences in Ordinary Petri Nets,” IEEE Robotics and Automation Letters, 8(6): 3190-3197, 2023.

16. Liang Qi, Yue Su, MengChu Zhou, and Abdullah Abusorrah, “A State-equation-based Backward Approach to a Legal Firing Sequence Existence Problem in Petri Nets,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, 53(8): 4968-4979, 2023.

17. Tao Zhang, MengChu Zhou, Xiwang Guo, Liang Qi, Abdullah Abusorrah. A Density-Center-Based Automatic Clustering Algorithm for IoT Data Analysis, IEEE Internet of Things Journal, 9(24): 24682-24694, 2022.

18. XiWang Guo, Tingting Wei, Jiacun Wang, Shixin Liu, Shujin Qin, and Liang Qi. Multi-objective U-shaped Disassembly Line Balancing Problem Considering Human Fatigue Index and An Efficient Solution, IEEE Transactions on Automation Science and Engineering, 19(3): 1744-1756, 2022.

19. XiWang Guo, ZhiWei Zhang, Liang Qi, ShiXin Liu, Ying Tang, 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, 19(3): 1744-1756, 2022.

20. 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, 52(9): 5411-5423, 2022.

21. 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, 52(2): 1041-1051, 2022.

22. 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, 30: 6198-6211, 2021.

23. 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, 28: 553-557, 2021.

24. 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, 8(1): 695-706, 2021.

25. 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, 50(12): 5037-5048, 2020.

26. 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, 17(4): 1814-1828, 2020.

27. 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, 8(9): 1614-1626, 2020.

28. 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, 18(3): 1122-1133, 2020.

29. 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, 18(2): 804-816, 2020.

30. 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, 17(2): 621- 632, 2020.

31. 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, 17(3): 1376-1387, 2019.

32. Lu Wang, YuYue Du, and Liang Qi. Efficient Deviation Detection Between a Process Model and Event Logs, IEEE/CAA Journal of Automatica Sinica, 6(6): 1352-1364, 2019.

33. 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, 6(6): 1528-1542, 2019.

34. 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, 21(6): 2297-2309, 2019.

35. 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, 50(7): 3307-3317, 2019.

36. 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, 6(2): 301-310, 2019.

37. 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, 16(4): 1860-1869, 2019.

38. 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, 6(1): 73-81, 2018.

39. 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, 5(5): 934-945, 2018.

40. 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, 5(4): 794-806, 2018.

41. Wenjing Luan, Guanjun Liu, Changjun Jiang, and Liang Qi. Partition-based Collaborative Tensor Factorization for POI Recommendation, IEEE/CAA Journal of Automatica Sinica, 4(3): 437-446, 2018.

42. 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, 19(1): 13-24, 2017.

43. 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, 18(7): 1882-1893, 2016.

44. Liang Qi, MengChu Zhou, and WenJing Luan. Emergency Traffic-Light Control System Design for Intersections Subject to Accidents, IEEE Transactions on Intelligent Transportation Systems, 17(1): 170-183, 2015.

45. 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, 44(4): 468-481, 2014.

五、获奖情况

1. 2022.12 干散货码头全流程自动化及智能管控关键技术研究与应用, 青岛市科技进步二等奖（8/10）

2. 2022.11 干散货码头全流程自动化及智能管控关键技术研究与应用, 中国港口协会科技进步特等奖（11/15）

3. 2018.9 全自动化集装箱码头智能指挥控制系统, 中国物流与采购联合会科技进步一等奖（4/5）

4. 2021.7 山东科技大学优秀教师

5. 2018.4 第15届网络、感知与控制国际会议最优论文提名奖

6. 2017.4 上海市优秀毕业生

六、专业服务

1. 国际期刊IEEE Transactions on Intelligent Transportation Systems (中科院一区Top，CCF B类，IF 8.5) 副主编

2. 中文核心期刊《工业工程》青年编委

3. IEEE SMC 2022、2023、2024 (CCF C类国际会议) 副主编

4. 国家自然科学基金评审专家

5. 中国自动化学会网络信息服务专委会委员

6. IEEE会员、中国自动化学会会员、中国人工智能学会会员、中国计算机学会会员、IEEE System, Man, and Cybernetics (SMC) Society会员、IEEE Intelligent Transportation Systems Society (ITSS) 会员

七、个人主页

Google学术：https://xs.vygc.top/citations?hl=zh-CN&user=4Ih3bP8AAAAJ

ResearchGate：https://www.researchgate.net/profile/Liang-Qi-2