二、个人简介
1993年6月本科毕业于山东师范大学数学系；2001年6月硕士研究生毕业于山东大学数学与系统科学学院并获运筹学专业硕士学位；2007年6月博士研究生毕业于山东大学数学与系统科学学院并获运筹学专业博士学位；2011年12月山东大学计算机学院博士后出站; 2012年在美国佐治亚大学生物信息学实验室做访问学者。主讲课程为离散数学、数值计算、数据结构、编译原理、人工智能、统计学习、最优化理论与算法。目前研究兴趣为优化算法、科学计算、人工智能。
三、代表性论文
(1) Shuzhou Han, Zijian Liang, Shuguang Li, MFF-Mixer: A multi-perspective feature fusion method for long-term multivariate time series forecasting, Knowledge-Based Systems, Volume 335, 2026, 115155. (SCI top)
(2) Shuguang Li, Jing Wei, Yong Sun, Armand Jean Noel Irangabiye. Optimizing two-agent single-machine parallel batch scheduling: achieving Pareto efficiency in makespan and maximum cost objectives. RAIRO-Operations Research, Volume 59, Number 4, 2025.
(3) Shuguang Li, Zhenxin Wen, Yanbo Ding, An asynchronous advantage learning-based novel defense method in microgrids compromised by hybrid cyber threats, Engineering Applications of Artificial Intelligence, Volume 158, Part B, 2025, 111580. (SCI top)
(4) Haoxuan Shen, Vladimir Simic, Shuguang Li, Dragan Pamucar, Polynomial time algorithms to find Pareto optimal schedules of bicriteria lot scheduling problems with splitable jobs on a single parallel-batch machine, Journal of Computational and Applied Mathematics, Volume 459, 2025, 116380.
(5) Shuguang Li, Jolly Teta Makuza, Deep Entropy-Learning based virtual inertia control for VRFB regulation considering Phase-Locked loop dynamics, Expert Systems with Applications,
2024, 125113. (SCI top)
(6) Shuguang Li, Zhichao Geng, Bicriteria scheduling on an unbounded parallel-batch machine for minimizing makespan and maximum cost, Information Processing Letters, Volume 180, 2023, 106343.
(7) Shuguang Li. Approximation algorithms for scheduling jobs with release times and arbitrary sizes on batch machines with non-identical capacities, European Journal of Operational Research, 2017.12.15, 263(3): 815-826. (SCI top)
(8) Shuguang Li. Parallel batch scheduling with inclusive processing set restrictions and non-identical capacities to minimize makespan, European Journal of Operational Research, 2017.07.15, 260(1): 12-20. (SCI top)
(9) Shuguang Li. Parallel batch scheduling with nested processing set restrictions, Theoretical Computer Science, 2017.08.15, 689: 117-125.
