Dynamic data balancing strategy-based Xception-dual-channel LSTM model for laparoscopic cholecystectomy phase recognition.

Mingzhou Liu 0002 Hefei University of Technology, School of Mechanical and Automotive Engineering, China Mingzhou Liu Mingzhou Liu 0001 刘鸣洲 Peking University, Department of Computer Science and Technology, Beijing, China Shanghai Jiao Tong University, Department of Electronic Engineering, China https://orcid.org/0000-0002-0297-0938

Mingzhou Liu 0002 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. 2026 February 253-265 21 Int. J. Comput. Assist. Radiol. Surg. 2 https://doi.org/10.1007/s11548-025-03509-8 db/journals/cars/cars21.html#LiuDLHGZC26 streams/journals/cars

Mingzhou Liu 0002 Zhangjie Rui Xi Zhang Maogen Ge Lin Ling Xiaoqiao Wang Conghu Liu EFJSP-IBDR: Energy-efficient flexible job shop scheduling under incentive-based demand response via graph reinforcement learning with dual attention mechanism. 127340 2025 280 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.127340 db/journals/eswa/eswa280.html#LiuRZGLWL25 streams/journals/eswa

Yu Gong Mingzhou Liu 0002 Xiaoqiao Wang IndusSynthe: Synthetic data using human-machine intelligence hybrid for enhanced industrial surface defect detection through self-updating with multi-view filtering. 102253 2024 59 Adv. Eng. Informatics https://doi.org/10.1016/j.aei.2023.102253 db/journals/aei/aei59.html#GongLW24

Yu Gong Mingzhou Liu 0002 Xiaoqiao Wang Conghu Liu Jing Hu Few-shot defect detection using feature enhancement and image generation for manufacturing quality inspection. 375-397 2024 January 54 Appl. Intell. 11-12 https://doi.org/10.1007/s10489-023-05199-8 db/journals/apin/apin54.html#GongLWLH24

Xiaoqiao Wang Mingzhou Liu 0002 Conghu Liu Lin Ling Xi Zhang Data-driven and Knowledge-based predictive maintenance method for industrial robots for the production stability of intelligent manufacturing. 121136 2023 December 234 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2023.121136 db/journals/eswa/eswa234.html#WangLLLZ23

Yu Gong Mingzhou Liu 0002 Xiaoqiao Wang Conghu Liu Jing Hu Research on surface defects detection method and system in manufacturing processes based on the fusion of multi-scale features and semantic segmentation for intelligent manufacturing. 6463-6481 2023 44 J. Intell. Fuzzy Syst. 4 https://doi.org/10.3233/JIFS-223041 https://www.wikidata.org/entity/Q124821868 db/journals/jifs/jifs44.html#GongLWLH23

Mingzhou Liu 0002 Jing Ma Lin Ling Maogen Ge Qiang Wang 0040 Conghu Liu Intelligent assembly system for mechanical products and key technology based on internet of things. 271-299 2017 28 J. Intell. Manuf. 2 https://doi.org/10.1007/s10845-014-0976-6 db/journals/jim/jim28.html#LiuMLGWL17

Haijun Wen Mingzhou Liu 0002 Changyi Liu Conghu Liu Remanufacturing production planning with compensation function approximation method. 742-753 2015 256 Appl. Math. Comput. https://doi.org/10.1016/j.amc.2015.01.070 https://www.wikidata.org/entity/Q126032112 db/journals/amc/amc256.html#WenLLL15

Xiaoqiao Wang Mingzhou Liu 0002 Maogen Ge Lin Ling Conghu Liu Research on assembly quality adaptive control system for complex mechanical products assembly process under uncertainty. 43-57 2015 74 Comput. Ind. https://doi.org/10.1016/j.compind.2015.09.001 db/journals/cii/cii74.html#WangLGLL15

Shanbao Cai Feiya Duan Maogen Ge Yu Gong Jing Hu Lin Ling Changyi Liu Conghu Liu Jing Ma Zhangjie Rui Qiang Wang 0040 Xiaoqiao Wang Haijun Wen Xi Zhang