(1)获奖情况 1、 2、 (2)教学/科研项目 1. 面向大规模智能交通动态路径规划的多解空间迁移优化方法研究,国家自然科学基金地区基金项目,项目经费:32万,主持 2.基于迁移学习的动态低碳路径规划研究,云南省科技厅省青年基金项目,项目经费:5万元,主持 3.面向电动汽车路径规划的学习型智能优化算法研究,昆明理工大学校级人培项目,项目经费:3万元,主持 (3)论文 1.Shang, Qingxia, Ke Chen, Bin Qian, Wei Zhou, Rong Hu, and Liang Feng. "A multi-stage bidirectional sampling competitive swarm optimization algorithm for solving large-scale multi-objective optimization problem." Expert Systems with Applications 316 (2026): 131798.(中科院SCI一区Top) 2. Q. Shang, M. Tan, R. Hu, Y. Huang, B. Qian, L. Feng. A multi-stage competitive swarm optimization algorithm for solving large-scale multi-objective optimization problems [J].Expert Systems with Applications, 2024:125411.(中科院SCI一区Top) 3.Shang, Qingxia, Yuanji Ming, Minzhong Tan, Bin Qian, Rong Hu, Hao Fang, and Liang Feng. "An improved large neighborhood search algorithm for solving dynamic pickup and delivery problems." Complex & Intelligent Systems (2026).(中科院SCI三区) 4.Zhang, Hongyu, Bin Qian, Rong Hu, and Qingxia Shang*. "Heuristic Algorithm with Graph Transformer Network for Solving Dynamic Electric Vehicle Routing Problem." In International Conference on Intelligent Computing, pp. 328-338. Singapore: Springer Nature Singapore, 2025.(CCF C) 5.Feng, Hai-Yang, Qing-Xia Shang*, Bin Qian, and Rong Hu. "Advanced Multi-space Evolutionary Search for Solving Large-Scale Optimization Problems." In International Conference on Intelligent Computing, pp. 228-239. Singapore: Springer Nature Singapore, 2025.(CCF C) 6.Liu, Zhi-Chao, Qing-Xia Shang*, Bin Qian, and Rong Hu. "Muti-space Hybrid Algorithm for Solving Sparse Large-Scale Multi-objective Optimization Problems." In International Conference on Intelligent Computing, pp. 279-290. Singapore: Springer Nature Singapore, 2025.(CCF C) 7.Ming, Yuan-ji, Qing-xia Shang*, Bin Qian, and Rong Hu. "Multi-agent Deep Q-Learning Algorithm Integrated with Ant Colony Optimization for Solving Dynamic Feeder Vehicle Routing Problem." In International Conference on Intelligent Computing, pp. 363-374. Singapore: Springer Nature Singapore, 2025.(CCF C) 8.Feng L, Shang Q, Hou Y, Tan K C, Ong Y S, Multi-Space Evolutionary Search for Large-Scale Optimization with Applications to Recommender Systems [J]. IEEE Transaction on Artificial Intelligence, 2022, 1(01): 1-1. 9.Shang Q, Huang Y, Wang Y, Li M, Feng, L. Solving vehicle routing problem by memetic search with evolutionary multitasking [J]. Memetic Computing, 2022: 1-14.(中科院SCI三区) (4)知识产权 1、尚青霞,谭民忠,胡蓉,张军磊.一种基于多策略两阶段的竞争群优化方法,发明专利,202311500647.6. |