研究方向

复杂系统智能优化

多目标智能优化算法

人工神经网络结构与参数优化

智能制造领域大语言模型

个人简介

长期从事复杂系统智能优化决策和智能制造领域技术方面研究，主持国家自然科学基金项目2项、国家重点研发计划课题1项、国家发改委服务业发展专项1项、工信部项目1项。先后在国内外期刊及会议上发表学术论文40余篇，获得授权美国发明专利2项、中国发明专利10余项，参与撰写团体标准3项，撰写专著1部，撰写教材1部。荣获中国人工智能学会吴文俊人工智能科学技术进步一等奖、吴文俊人工智能技术发明奖一等奖、麒麟科学技术奖-科技创新奖、中国自动化学会自动化与人工智能创新团队奖等。

代表性科研成果

[1]Ying Hou, Yanjie Shen, Honggui Han, Jingjing Wang. Multi-task differential evolution algorithm with dynamic resource allocation: A study on e-waste recycling vehicle routing problem. 2025, 92: 101806.

[2]Ying Hou, Yanjie Shen, Honggui Han, Yilin Wu, Yanting Huang. Adaptive constrained multi-objective differential evolution algorithm for vehicle routing problem considering crowdsourcing delivery. Applied Soft Computing, 2025, 169: 112517.

[3]Ying Hou, Xinyu Guo, Honggui Han, Jingjing Wang, Yongping Du. Adaptive ant colony optimization algorithm based on real-time logistics features for instant delivery. IEEE Transactions on Cybernetics, 2024, 54(11): 6358-6369.

[4]Ying Hou, Yanjie Shen, Honggui Han, Jingjing Wang. Many-task differential evolutionary algorithm based on bi-space similarity. IEEE Transactions on Evolutionary Computation, 2024: 3398436.

[5]Ying Hou, Xinyu Guo, Honggui Han, Jingjing Wang. Knowledge-driven ant colony optimization algorithm for vehicle routing problem in instant delivery peak period. Applied Soft Computing, 2023, 145: 110551.

[6]Ying Hou, Yilin Wu, Honggui Han. Multiobjective differential evolution algorithm balancing multiple stakeholders for low-carbon order scheduling in e-waste recycling, IEEE Transactions on Evolutionary Computation, 2023, 27(6): 1912-1925.

[7]Ying Hou, Yilin Wu, Honggui Han. Multistate-constrained multiobjective differential evolution algorithm with variable neighborhood strategy. IEEE Transactions on Cybernetics. 2023, 53(7): 4459-4472.

[8]侯莹,吴毅琳,白星,韩红桂.数据驱动选择策略的多目标差分进化算法.控制与决策. 2023, 38(7): 1816-1824.

[9]Ying Hou, Yilin Wu, Zheng Liu, Honggui Han, Pu Wang. Dynamic multi-objective differential evolution algorithm based on the information of evolution progress. Science China-Technological Sciences, 2021, 64(8): 1676-1689.

[10] Junfei Qiao,Ying Hou, Honggui Han. Optimal control for wastewater treatment process based on an adaptive multi-objective differential evolution algorithm. Neural Computation and Application, 2019, 31(7): 2537-2550.