Profile of Dr LI, Xin Stephen 李鑫 - The Education University of Hong Kong


Research Assistant Professor	Department of Mathematics and Information Technology

Contact

ORCiD

0000-0002-2469-5420

Phone

(852) 2948 6615

stephenli@eduhk.hk

Address

10 Lo Ping Road, Tai Po, New Territories, Hong Kong

Website

https://pappl.eduhk.hk/rich/web/person.xhtml?pid=294025&name=LI, Xin Stephen

Scopus ID

56658128000

Research Interests

Data Science & Business Analytics;
Mathematical Modeling & Optimization;
Computing & Intelligent Algorithms;
Machine Learning for Combinatorial Optimization

Personal Profile

Dr. Li Xin Stephen is now a research assistant professor at Department of Mathematics and Information Technology, The Education University of Hong Kong (EdUHK). Before joining EdUHK, Dr. Li was an Associate Professor (tenured) at College of Management, Shenzhen University, Shenzhen, China. Dr. Li obtained the Ph.D degree from City University of Hong Kong (CityU). Before that, he got a master degree from Shanghai Jiao Tong University (SJTU) and a bachelor degree from Huazhong University of Science and Technology (HUST).

Research Interests

Data Science & Business Analytics;
Mathematical Modeling & Optimization;
Computing & Intelligent Algorithms;
Machine Learning for Combinatorial Optimization

Research Outputs


Journal Publications Publication in refereed journal Xin LI, C. Lu (2024). Scheduling dual-arm multi-cluster tools with residency time constraints beyond swap-based strategies and module-bound regions. IEEE Robotics and Automation Letters, 9(11), 10177-10184. https://doi.org/10.1109/LRA.2024.3469823 Xin LI (2024). Generalized optimal scheduling of cluster tools with reentrance and residency time constraints. IEEE Transactions on Systems, Man, and Cybernetics: Systems https://doi.org/10.1109/TSMC.2024.3466991 Xin LI, X Qian (2024). Scheduling single-arm multi-cluster tools connected by one-space buffer modules beyond the schedulability assumption. Flexible Services and Manufacturing Journal https://doi.org/10.1007/s10696-024-09565-7 Zikang Wang, Chun Huang, Boqiang Yao, Xin LI (2024). Integrated reinforcement and imitation learning for tower crane lift path planning. Automation in Construction, 165, 1-18. https://doi.org/10.1016/j.autcon.2024.105568 Xin LI and H. Chen (2024). Bi-objective scheduling of physical therapy treatments with coupled operations for inpatients in rehabilitation departments. Swarm and Evolutionary Computation, 86, 1-13. https://doi.org/10.1016/j.swevo.2024.101523 X. Qian, M. Yin, Xin LI, Q. Zhang (2023). Two-stage stochastic nonlinear winner determination for logistics service procurement auctions under quantity discounts. Journal of Industrial and Management Optimization, 19(10), 7072-7089. https://doi.org/10.3934/jimo.2022252 李鑫、陳海濱和王進 (2022)。〈基於複合遺傳算法的住院患者物理康復治療調度〉。《工業工程與管理》，27 卷 2 期，頁 86-94。 https://doi.org/10.19495/j.cnki.1007-5429.2022.06.011 X. Qian, S. Fang, M. Yin, M. Huang, Xin LI (2021). Selecting green third party logistics providers for a loss-averse fourth party logistics provider in a multiattribute reverse auction. Information Sciences, 548, 357-377. https://doi.org/10.1016/j.ins.2020.09.011 Xin LI, Y. Pan, S. Jiang, Q. Huang, Z. Chen, M. Zhang, Z. Zhang (2021). Locate vaccination stations considering travel distance, operational cost, and work schedule. Omega, 101 https://doi.org/10.1016/j.omega.2020.102236 J. Wang, Xin LI, J. Chu, K. L. Tsui (2020). A two-stage approach for resource allocation and surgery scheduling with assistant surgeons. IEEE Access, 8, 49487-49496. https://doi.org/10.1109/ACCESS.2020.2979519 Xin LI, Z. X. Wang, F. T. S. Chan, S. H. Chung (2019). A genetic algorithm for optimizing space utilization in aircraft hangar shop. International Transactions in Operational Research, 26(5), 1655-1675. https://doi.org/10.1111/itor.12642 Xin LI, J. Wang (2018). Approximate dynamic programming approaches for appointment scheduling with patient preferences. Artificial Intelligence in Medicine, 85, 16-25. https://doi.org/10.1016/j.artmed.2018.02.001 Xin LI, Richard Y. K. Fung (2018). A dynamic scheduling algorithm for singe-arm two-cluster tools with flexible processing times. Engineering Optimization, 50(2), 329-346. https://doi.org/10.1080/0305215X.2017.1310209 Xin LI, Richard Y. K. Fung (2017). Optimal multi-degree cyclic solution of multi-hoist scheduling without overlapping. IEEE Transactions on Automation Science and Engineering, 14(2), 1064-1074. https://doi.org/10.1109/TASE.2015.2478482 Xin LI, Richard Y. K. Fung (2016). Optimal K-unit cycle scheduling of two-cluster tools with residency constraints and general robot moving times. Journal of Scheduling, 19, 165-176. https://doi.org/10.1007/s10951-015-0448-7 B. H. Zhou, Xin LI, R. Y. K. Fung (2015). Dynamic scheduling of photolithography process based on Kohonen neural network. Journal of Intelligent Manufacturing, 26, 73-85. https://doi.org/10.1007/s10845-013-0763-9 Xin LI, F. T. S. Chan, S. H. Chung (2015). Optimal multi-degree cyclic scheduling of multiple robots without overlapping in robotic flowshops with parallel machines. Journal of Manufacturing Systems, 36, 62-75. https://doi.org/10.1016/j.jmsy.2015.03.003 Xin LI, Richard Y. K. Fung (2014). A mixed integer linear programming solution for single hoist multi-degree cyclic scheduling with reentrance. Engineering Optimization, 46(5), 704-723. https://doi.org/10.1080/0305215X.2013.795560 B.H. Zhou, Xin LI (2013). Heuristic tabu search scheduling algorithm for wet-etching systems in semiconductor wafer fabrications. High Technology Letters, 19(2), 111-116. https://doi.org/10.3772/j.issn.1006-6748.2013.02.001 Xin LI, Richard Y. K. Fung (2013). A mixed integer linear programming approach for multi-degree cyclic multi-hoist scheduling problems without overlapping. Proceedings of 2013 IEEE International Conference on Automation Science and Engineering (CASE), 274-279. https://doi.org/10.1109/CoASE.2013.6653893 B.H. Zhou, Xin LI (2012). Try and error-based scheduling algorithm for cluster tools of wafer fabrications with residency time constraints. Journal of Central South University, 19, 187-192. https://doi.org/10.1007/s11771-012-0990-9
Conference Papers Refereed conference paper Xin LI, H. Chen (2021, January). Physical therapy scheduling of inpatients based on improved Genetic Algorithm. Journal of Physics: Conference Series, Hai Kou, China. https://doi.org/10.1088/1742-6596/1848/1/012009 Xin LI, Y. Pan, R. Y. K. Fung (2019, December). Optimal scheduling of the reentrant multi-degree cyclic multi-hoist scheduling problem. Proceedings of 2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), Macau. https://doi.org/10.1109/IEEM44572.2019.8978674 W. Yang, Y. Zhou, M. Zhou, Xin LI, Y. Pan (2019). Sustainable supply chain network design considering the interactive influence of the multiproduct on the production capacity. Proceedings of 2019 16th International Conference on Service Systems and Service Management, ICSSSM 2019 https://doi.org/10.1109/ICSSSM.2019.8887734 Xin LI, J. Wang, Y. C. Pan (2019, July). A MILP model of scheduling physical therapies with coupled operations in a basic setting rehabilitation center. Proceedings of 2019 16th International Conference on Service Systems and Service Management (ICSSSM) https://doi.org/10.1109/ICSSSM.2019.8887696 Xin LI, S. Liu, Y. Pan, H. Guo (2018, July). Surgery scheduling study of deputy surgeons and assistants based on MIP. Proceedings of 2018 15th International Conference on Service Systems and Service Management (ICSSSM) https://doi.org/10.1109/ICSSSM.2018.8465123 Xin LI, Richard Y. K. Fung, H. Y. Sun (2011, December). An events-driven scheduling algorithm for two-cluster tools with processing time windows. Proceedings of 2011 IEEE International Conference on Industrial Engineering and Engineering Management, Singapore. https://doi.org/10.1109/IEEM.2011.6118154

Journal Publications
Publication in refereed journal
Xin LI, C. Lu (2024). Scheduling dual-arm multi-cluster tools with residency time constraints beyond swap-based strategies and module-bound regions. IEEE Robotics and Automation Letters, 9(11), 10177-10184. https://doi.org/10.1109/LRA.2024.3469823
Xin LI (2024). Generalized optimal scheduling of cluster tools with reentrance and residency time constraints. IEEE Transactions on Systems, Man, and Cybernetics: Systems https://doi.org/10.1109/TSMC.2024.3466991
Xin LI, X Qian (2024). Scheduling single-arm multi-cluster tools connected by one-space buffer modules beyond the schedulability assumption. Flexible Services and Manufacturing Journal https://doi.org/10.1007/s10696-024-09565-7
Zikang Wang, Chun Huang, Boqiang Yao, Xin LI (2024). Integrated reinforcement and imitation learning for tower crane lift path planning. Automation in Construction, 165, 1-18. https://doi.org/10.1016/j.autcon.2024.105568
Xin LI and H. Chen (2024). Bi-objective scheduling of physical therapy treatments with coupled operations for inpatients in rehabilitation departments. Swarm and Evolutionary Computation, 86, 1-13. https://doi.org/10.1016/j.swevo.2024.101523
X. Qian, M. Yin, Xin LI, Q. Zhang (2023). Two-stage stochastic nonlinear winner determination for logistics service procurement auctions under quantity discounts. Journal of Industrial and Management Optimization, 19(10), 7072-7089. https://doi.org/10.3934/jimo.2022252
李鑫、陳海濱和王進 (2022)。〈基於複合遺傳算法的住院患者物理康復治療調度〉。《工業工程與管理》，27 卷 2 期，頁 86-94。 https://doi.org/10.19495/j.cnki.1007-5429.2022.06.011
X. Qian, S. Fang, M. Yin, M. Huang, Xin LI (2021). Selecting green third party logistics providers for a loss-averse fourth party logistics provider in a multiattribute reverse auction. Information Sciences, 548, 357-377. https://doi.org/10.1016/j.ins.2020.09.011
Xin LI, Y. Pan, S. Jiang, Q. Huang, Z. Chen, M. Zhang, Z. Zhang (2021). Locate vaccination stations considering travel distance, operational cost, and work schedule. Omega, 101 https://doi.org/10.1016/j.omega.2020.102236
J. Wang, Xin LI, J. Chu, K. L. Tsui (2020). A two-stage approach for resource allocation and surgery scheduling with assistant surgeons. IEEE Access, 8, 49487-49496. https://doi.org/10.1109/ACCESS.2020.2979519
Xin LI, Z. X. Wang, F. T. S. Chan, S. H. Chung (2019). A genetic algorithm for optimizing space utilization in aircraft hangar shop. International Transactions in Operational Research, 26(5), 1655-1675. https://doi.org/10.1111/itor.12642
Xin LI, J. Wang (2018). Approximate dynamic programming approaches for appointment scheduling with patient preferences. Artificial Intelligence in Medicine, 85, 16-25. https://doi.org/10.1016/j.artmed.2018.02.001
Xin LI, Richard Y. K. Fung (2018). A dynamic scheduling algorithm for singe-arm two-cluster tools with flexible processing times. Engineering Optimization, 50(2), 329-346. https://doi.org/10.1080/0305215X.2017.1310209
Xin LI, Richard Y. K. Fung (2017). Optimal multi-degree cyclic solution of multi-hoist scheduling without overlapping. IEEE Transactions on Automation Science and Engineering, 14(2), 1064-1074. https://doi.org/10.1109/TASE.2015.2478482
Xin LI, Richard Y. K. Fung (2016). Optimal K-unit cycle scheduling of two-cluster tools with residency constraints and general robot moving times. Journal of Scheduling, 19, 165-176. https://doi.org/10.1007/s10951-015-0448-7
B. H. Zhou, Xin LI, R. Y. K. Fung (2015). Dynamic scheduling of photolithography process based on Kohonen neural network. Journal of Intelligent Manufacturing, 26, 73-85. https://doi.org/10.1007/s10845-013-0763-9
Xin LI, F. T. S. Chan, S. H. Chung (2015). Optimal multi-degree cyclic scheduling of multiple robots without overlapping in robotic flowshops with parallel machines. Journal of Manufacturing Systems, 36, 62-75. https://doi.org/10.1016/j.jmsy.2015.03.003
Xin LI, Richard Y. K. Fung (2014). A mixed integer linear programming solution for single hoist multi-degree cyclic scheduling with reentrance. Engineering Optimization, 46(5), 704-723. https://doi.org/10.1080/0305215X.2013.795560
B.H. Zhou, Xin LI (2013). Heuristic tabu search scheduling algorithm for wet-etching systems in semiconductor wafer fabrications. High Technology Letters, 19(2), 111-116. https://doi.org/10.3772/j.issn.1006-6748.2013.02.001
Xin LI, Richard Y. K. Fung (2013). A mixed integer linear programming approach for multi-degree cyclic multi-hoist scheduling problems without overlapping. Proceedings of 2013 IEEE International Conference on Automation Science and Engineering (CASE), 274-279. https://doi.org/10.1109/CoASE.2013.6653893
B.H. Zhou, Xin LI (2012). Try and error-based scheduling algorithm for cluster tools of wafer fabrications with residency time constraints. Journal of Central South University, 19, 187-192. https://doi.org/10.1007/s11771-012-0990-9

Conference Papers
Refereed conference paper
Xin LI, H. Chen (2021, January). Physical therapy scheduling of inpatients based on improved Genetic Algorithm. Journal of Physics: Conference Series, Hai Kou, China. https://doi.org/10.1088/1742-6596/1848/1/012009
Xin LI, Y. Pan, R. Y. K. Fung (2019, December). Optimal scheduling of the reentrant multi-degree cyclic multi-hoist scheduling problem. Proceedings of 2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), Macau. https://doi.org/10.1109/IEEM44572.2019.8978674
W. Yang, Y. Zhou, M. Zhou, Xin LI, Y. Pan (2019). Sustainable supply chain network design considering the interactive influence of the multiproduct on the production capacity. Proceedings of 2019 16th International Conference on Service Systems and Service Management, ICSSSM 2019 https://doi.org/10.1109/ICSSSM.2019.8887734
Xin LI, J. Wang, Y. C. Pan (2019, July). A MILP model of scheduling physical therapies with coupled operations in a basic setting rehabilitation center. Proceedings of 2019 16th International Conference on Service Systems and Service Management (ICSSSM) https://doi.org/10.1109/ICSSSM.2019.8887696
Xin LI, S. Liu, Y. Pan, H. Guo (2018, July). Surgery scheduling study of deputy surgeons and assistants based on MIP. Proceedings of 2018 15th International Conference on Service Systems and Service Management (ICSSSM) https://doi.org/10.1109/ICSSSM.2018.8465123
Xin LI, Richard Y. K. Fung, H. Y. Sun (2011, December). An events-driven scheduling algorithm for two-cluster tools with processing time windows. Proceedings of 2011 IEEE International Conference on Industrial Engineering and Engineering Management, Singapore. https://doi.org/10.1109/IEEM.2011.6118154

Projects


Intelligent Heuristics and Algorithms with Reinforcement Learning for the Open Shop Scheduling Problem Project Start Year: 2023, Principal Investigator(s): LI, Xin, Stephen
Machine learning for combinatorial optimization problems in operations management Project Start Year: 2022, Principal Investigator(s): LI, Xin, Stephen
Research on rehabilitation scheduling with coupled and preemptive operations in time slots and continuous time simultaneously from National Natural Science Foundation of China (NSFC) With the people's ever-growing needs for a better life in new era, national health demands are greatly increasing. However, the capacity for rehabilitation services are quite inadequate. It is challenging for hospitals to maximise the capacity by scheduling rehabilitation treatments. The rehabilitation scheduling problem is a complicated decision-making problem with multiple types of treatments and operations, and constraints among multiple resources. In the face of the contradiction between the huge demands and undeveloped capacity, this project will research on integrated scheduling of rehabilitation tasks based on activity analysis, mathematical modelling, and optimization theory. It focuses on the reactivity of therapists and operations and considers continuous time and time slots simultaneously. It will develop the function and logic models for different operations, such as coupled operations, preemptive operations and multi-skills; formulate a mathematical programming model based on these properties; develop algorithms to solve the model and test it in practice. The current project will extend the previous research to include double time modules instead of single ones, to consider more operations from practice, e.g. coupled tasks and preemptive scheduling. The expected results not only offer approaches solving the main challenged problem in rehabilitation scheduling problems, but also improve the rehabilitation capacity by these new approaches which is valuable in practice. Project Start Year: 2019, Principal Investigator(s): LI, Xin, Stephen