明振军,长聘副教授(特别研究员),博士生导师,某型号分系统总设计师。北京理工大学本科并硕博连读获得工学博士学位,美国俄克拉荷马大学联合培养博士生及博士后。中国指挥与控制学会集群智能与协同控制专业委员会委员、中国图学学会第八届数字孪生专业委员会委员、中国复杂装备MBSE联盟委员。近年来围绕装备体系的自底向上涌现和自顶向下设计等问题,以群体智能、运筹优化、仿真推演为技术主线,开展集群体系的设计和数字化仿真研究。承担型号项目,国家自然科学基金面上和青年项目、国家部委重大项目、北京市自然科学基金面上项目等多项,出版英文专著1部,发表SCI论文20余篇,申请(含授权)发明专利12项,开发了系列化软件平台,获GF科技进步一等奖1项,美国机械工程师学会最佳论文奖1项。
研究方向:(1) 群体智能:复杂装备集群(体系)设计与训练优化
(2) 数字化仿真验证:装备集群数字化建模与仿真验证
欢迎具有人工智能/自动化/机械工程/系统工程/计算机科学/数学等背景的同学报考。
(专著)Z. Ming, G. Wang, R. Wang, Y. Yan, A. B. Nellippallil, J. K. Allen, and F. Mistree, "Architecting Knowledge-Based Platform for Design Engineering 4.0," Springer, 2021.
Chen G, Ming Z, Milisavljevic-Syed J, et al., Shared mental models-based collaboration method in assembly tasks for multi-agent self-organizing systems[J], Advanced Engineering Informatics, 2025.
Jiang M, Ming Z, Allen J, et al., Design of Self-Organizing Systems using Multi-Agent Reinforcement Learning and the Compromise Decision Support Problem Construct[J], ASME Journal of Mechanical Design, 2024.
Ming Z, Luo Y, Wang G, et al., Designing Self-organizing Systems Using Surrogate Models and the Compromise Decision Support Problem Construct[J], Advanced Engineering Informatics, 2024.
Ding W, Ming Z, Wang G, et al., System-of-systems approach to spatio-temporal crowdsourcing design using improved PPO algorithm based on an invalid action masking[J], Knowledge-Based Systems, 2024.
Chen G, Wang G, Ming Z, et al., Trust-based Adaptive Consensus Formation towards Human-Machine Hybrid Intelligence[J], Applied Soft Computing, 2023. (under review)
Sun Y, Ming Z, Ball Z, et al., Assessment of student learning through reflection on doing using the latent dirichlet algorithm[J] ASME Journal of Mechanical Design, 2022, 144(12): 122301-.
Wu Y., Ming Z., Allen J K, et al., Evaluation of students’learning through reflection on doing based on sentiment analysis[J] ASME Journal of Mechanical Design, 2023, 144(12): 032301-.
J. Hao, L. Zhao, J. Milisavljevic-Syed, and Z. Ming*, "Integrating and Navigating Decision-Related Knowledge Using Decision Knowledge Graph," Advanced Engineering Informatics, 2021.
Z. Ming, A. B. Nellippallil, G. Wang, Y. Yan, J. K. Allen, and F. Mistree, "A Performance Based Method for Information Acquisition in Engineering Design under Multi-Parameter Uncertainty," Information Sciences, vol. 546, pp. 1186-1207, 2021.
Z. Ming, G. Sharma, J. K. Allen, and F. Mistree, "Template-based configuration and execution of decision workflows in design of complex engineered systems," Advanced Engineering Informatics, vol. 42, p. 100985, 2019/10/01/, 2019.
Z. Ming, G. Sharma, J. K. Allen, and F. Mistree, "An Ontology for Representing Knowledge of Decision Interactions in Decision-Based Design," Computers in Industry, vol. 114, p. 103145, 2020/01/01/, 2020.
Z. Ming, C. Zeng, G. Wang, J. Hao, and Y. Yan, "Ontology-based module selection in the design of reconfigurable machine tools," Journal of Intelligent Manufacturing, journal article pp. 1-17. DOI: 10.1007/s10845-018-1446-3, October 01 2018.
丁伟,明振军,王国新,阎艳,等. 基于正向解析式和多目标博弈优化算法的复杂装备体系优化设计方法[J/OL]. 兵工学报: 1-17, 2023.
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