一、科研项目 (1)重点实验室自主创新专项,基于深度强化学习的企业制造过程物流自组织优化方法研究,主持,2024-2025. (2)企业委托开发项目,安徽省立医院数字化手术室智能管控一体化平台关键技术研究,主持,2024-2029. (3)企业委托开发项目,面向智慧产线的光机电气液一体化管控平台研制,参与,2025-2030. (4)企业委托开发项目,恒信集团MES系统开发,主持,2018-2020. (5)企业委托开发项目,华菱装配线MES系统改造项目,主持,2015-2018. 二、代表性学术成果 (1)Ling, L*., Zhu, C., Liu, M., Hu, J., Zhang, X., & Ge, M. (2025). YOLOv8-SC: improving the YOLOv8 network for real-time detection of automotive coated surface defects. Measurement Science and Technology, 36(3), 036003. (2)Mingzhou Liu, Zhengfu Ding, Xi Zhang, Lin Ling, Maogen Ge,Multi-action deep reinforcement learning-based collaborative production dynamic scheduling approach for networked multi-factory under mass customization[J],Engineering Applications of Artificial Intelligence,Volume 157,2025,111187, (3)葛茂根,万里,凌琳*,等.计及物料运输工装回收的制造车间物料配送路径优化[J].机械工程学报,2025,61(14):397-409. (4)Rui, Z., Zhang, X., Liu, M., Ling, L., Wang, X., Liu, C., & Sun, M. (2024). Graph reinforcement learning for flexible job shop scheduling under industrial demand response: A production and energy nexus perspective. Computers & Industrial Engineering, 193, 110325. (5)Mingzhou Liu, Feiya Duan, Lin Ling*, Jing Hu, Maogen Ge, Xi Zhang & Shanbao Cai.Dynamic data balancing strategy-based Xception-dual-channel LSTM model for laparoscopic cholecystectomy phase recognition. International Journal of Computer Assisted Radiology and Surgery (6)Ling, L*., Song, Z. M., Zhang, X., Cao, P. Z., Wang, X. Q., Liu, C. H., & Liu, M. Z. (2024). Manufacturing task data chain-driven production logistics trajectory analysis and optimization decision making method. Advances in Manufacturing, 12(1), 185-206. (7)Wang, X., Liu, M., Liu, C., Ling, L., & Zhang, X. (2023). Data-driven and Knowledge-based predictive maintenance method for industrial robots for the production stability of intelligent manufacturing. Expert Systems with Applications, 234, 121136. (8)刘正琼,万鹏,凌琳*,陈莉,李学飞,周文霞.基于机器视觉的超视场工件识别抓取系统[J].机器人,2018,40(3):294-308. (9)Liu, M., Ma, J., Lin, L., Ge, M., Wang, Q., & Liu, C. (2017). Intelligent assembly system for mechanical products and key technology based on internet of things. Journal of Intelligent Manufacturing, 28, 271-299. (10)凌琳, 刘明周, 葛茂根,等. 计及漂移瓶颈的时变物料配送路径优化[J]. 机械工程学报, 2015, 51(23):133-143. (11)凌琳;崔俊杰;刘明周;张玺;葛茂根,基于非合作博弈理论的离散制造车间生产物流自组织方法[P].发明专利,专利号: ZL 2024 1 0066793.0 (12)刘明周;徐晓芳;凌琳;王小巧;张玺;葛茂根;张铭鑫;扈静,一种基于RFID和超声波的AGV小车的定位导航系统及方法[P].发明专利,专利号: ZL 201610415801.3 (13)刘明周;齐敬慧;凌琳;王小巧;张玺;葛茂根;张铭鑫;扈静,基于MES系统的机械产品装配车间物料呼叫与配送管理方法[P].发明专利,专利号: ZL 201610417743.8 (14)团体标准:中国机械工程协会.智能制造 云边端协同任务处理框架. T/CMES 39005—2025,2025 (15)团体标准:中国机械制造工艺协会. 工艺规程格式 数控机床加工工序 操作指导卡. T/CAMMT 17-2019, 2019. 三、奖励 [1]面向新能源汽车柔性生产过程的智能管控关键技术及应用.安徽省电子信息科技奖一等奖(2024) [1]不确定环境下再制造装配质量控制机制及关键技术. 安徽省科学技术奖三等奖(2022) |