Changchun Liu

19 papers Journal 19
YearRankTypeTitle / Venue / Authors
2026 J jnl
A Large language model-based multi-agent manufacturing system for intelligent shopfloors.
Adv. Eng. Informatics
Zhen Zhao, Dunbing Tang, Changchun Liu, Liping Wang, Zequn Zhang, Haihua Zhu, Kai Chen, Qingwei Nie, Yuchen Ji
2026 J jnl
From insight to autonomous execution: VLM-enhanced embodied agents towards digital twin-assisted human-robot collaborative assembly.
Robotics Comput. Integr. Manuf.
Changchun Liu, Jiaye Song, Dunbing Tang, Liping Wang, Haihua Zhu, Qixiang Cai
2026 J jnl
Industrial knowledge-enhanced fault diagnosis method: Integrating LLM and knowledge graph for fault reasoning and maintenance recommendation in CNC machine tools.
Comput. Ind. Eng.
Qingwei Nie, Junsai Geng, Dunbing Tang, Changchun Liu
2026 J jnl
Multi-objective dynamic scheduling in flexible job shops via preference-driven reinforcement learning with meta-path-based transformer model.
Expert Syst. Appl.
Jie Chen, Yiwen Hu, Changchun Liu, Zequn Zhang, Dunbing Tang, Liping Wang, Yixiao Jiang
2026 J jnl
Probing AR-assisted seamless HRC assembly for industry 5.0: Multi-modal mutual cognition and LLM-driven knowledge reasoning.
Robotics Comput. Integr. Manuf.
Ye Ma, Dunbing Tang, Haihua Zhu, Qixiang Cai, Zequn Zhang, Liping Wang, Changchun Liu
2025 J jnl
Enhancing machine tool predictive maintenance: A dual-model approach integrating improved deep autoencoders and graph attention network.
Comput. Ind. Eng.
Changchun Liu, Dunbing Tang, Haihua Zhu, Qixiang Cai, Zequn Zhang, Qingwei Nie
2025 J jnl
Probing a novel machine tool fault reasoning and maintenance service recommendation approach through data-knowledge empowered LLMs integrated with AR-assisted maintenance guidance.
Adv. Eng. Informatics
Changchun Liu, Jiaye Song, Dunbing Tang, Liping Wang, Haihua Zhu, Qixiang Cai
2025 J jnl
Vision language model-enhanced embodied intelligence for digital twin-assisted human-robot collaborative assembly.
J. Ind. Inf. Integr.
Changchun Liu, Dunbing Tang, Haihua Zhu, Zequn Zhang, Liping Wang, Yi Zhang
2024 J jnl
An MBD-driven order remaining completion time prediction method based on SSA-BiLSTM in the IoT-enabled manufacturing workshop.
Int. J. Prod. Res.
Haihua Zhu, Jianjie Wang, Changchun Liu, Wei Shi, Qixiang Cai
2024 J jnl
An augmented reality-assisted interaction approach using deep reinforcement learning and cloud-edge orchestration for user-friendly robot teaching.
Robotics Comput. Integr. Manuf.
Changchun Liu, Dunbing Tang, Haihua Zhu, Qingwei Nie, Wei Chen, Zhen Zhao
2024 J jnl
Probing an Easy-to-Deploy Multi-Agent Manufacturing System Based on Agent Computing Node: Architecture, Implementation, and Case Study.
J. Comput. Inf. Sci. Eng.
Liping Wang, Qingwei Nie, Zequn Zhang, Dunbing Tang, Changchun Liu
2024 J jnl
Probing an LSTM-PPO-Based reinforcement learning algorithm to solve dynamic job shop scheduling problem.
Comput. Ind. Eng.
Wei Chen, Zequn Zhang, Dunbing Tang, Changchun Liu, Yong Gui, Qingwei Nie, Zhen Zhao
2023 J jnl
A mixed perception-based human-robot collaborative maintenance approach driven by augmented reality and online deep reinforcement learning.
Robotics Comput. Integr. Manuf.
Changchun Liu, Zequn Zhang, Dunbing Tang, Qingwei Nie, Linqi Zhang, Jiaye Song
2023 J jnl
A multi-agent and cloud-edge orchestration framework of digital twin for distributed production control.
Robotics Comput. Integr. Manuf.
Qingwei Nie, Dunbing Tang, Changchun Liu, Liping Wang, Jiaye Song
2023 J jnl
A transfer learning CNN-LSTM network-based production progress prediction approach in IIoT-enabled manufacturing.
Int. J. Prod. Res.
Changchun Liu, Haihua Zhu, Dunbing Tang, Qingwei Nie, Shipei Li, Yi Zhang, Xuan Liu
2022 J jnl
An Augmented Reality-Assisted Prognostics and Health Management System Based on Deep Learning for IoT-Enabled Manufacturing.
Sensors
Liping Wang, Dunbing Tang, Changchun Liu, Qingwei Nie, Zhen Wang, Linqi Zhang
2022 J jnl
Probing an intelligent predictive maintenance approach with deep learning and augmented reality for machine tools in IoT-enabled manufacturing.
Robotics Comput. Integr. Manuf.
Changchun Liu, Haihua Zhu, Dunbing Tang, Qingwei Nie, Tong Zhou, Liping Wang, Yejia Song
2021 J jnl
A Novel Predictive Maintenance Method Based on Deep Adversarial Learning in the Intelligent Manufacturing System.
IEEE Access
Changchun Liu, Dunbing Tang, Haihua Zhu, Qingwei Nie
2021 J jnl
Medical rolling bearing fault prognostics based on improved extreme learning machine.
J. Comb. Optim.
Cheng He, Changchun Liu, Tao Wu, Ying Xu, Yang Wu, Tong Chen