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》 Contact Information

Name:LIU Min

Phone:0086-18964034528/ 0086(0)21-69588987-8672



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》  Research Fields

Intelligent Manufacturing with Human-Cyber-Physical Collaboration and Fusion

Intelligent Predictive Maintenance

》  Courses

Concept, System and Modelling Methods on Intelligent Manufacturing (for Master Students)

》  Projects

  1. National Key R&D Program of China "Network Collaborative Manufacturing and Smart Factory" special project, 2019YFB1704700, Research and development of network collaborative manufacturing key technology and platform for fine management and control of non-ferrous metal smelting process, 2019 / 12 / 01-2022 / 11 / 30, ¥13.51 million yuan, Chief scientist

  2. National Key R&D Program of China "Network Collaborative Manufacturing and Smart Factory" special project, 2019YFB1704701, Research on network collaborative manufacturing mode and open architecture of non-ferrous metal industry, 2019 / 12 / 01-2022 / 11 / 30, ¥2.55 million yuan, Hosting

  3. CAST-BISEE foundation from Beijing Institute of satellite environmental engineering, CAST-BISEE2019-022. Spacecraft health diagnosis technology based on domain confrontation learning, 2019 / 08 / 16-2021 / 03 / 30, ¥50000 yuan, Hosting

  4.  Major Program of the National Natural Science Foundation of China, 71690234, Intelligent factory operation optimization for high-end equipment manufacturing under the environment of Internet and big data, 2017/01-2021/12, ¥2.65 million yuan, participate

  5. National Natural Science Foundation of China, 61573257, Research on Collaborative Optimization and scheduling of maintenance services for MRO network environment, 2016/1-2019/12, ¥650000 yuan, Host

  6. [National Natural Science Foundation of China, 61173015, Service dynamic configuration and optimization method for equipment condition maintenance, 2012/1-2015/12, ¥570000 yuan, Host

  7. Key project of National Natural Science Foundation of China, 61034004, Data based optimal scheduling theory and method for complex production process, 2011/01-2014/12, ¥2.3 million yuan, Participate

》  Publications


  1. Jingwei Wang, Yun Yuan, Tianle Ni, Yunlong Ma, Min Liu, Gaowei Xu, Weiming Shen. Anomalous Trajectory Detection and Classification Based on Difference and Intersection Set Distance. IEEE Transactions on Vehicular Technology, 2020, 69(3): 2487-2500

  2. Gaowei Xu, Min Liu, Zhuofu Jiang, and Weiming Shen. Online Fault Diagnosis Method based on Transfer Convolutional Neural Networks. IEEE Transactions on Instrumentation and Measurement, 2020, 69(2): 509 – 520

  3.  Ling Li, Min Liu, Weiming Shen. Recommending mobile services with trustworthy QoS and user preferences via Fuzzy Analytic Hierarchy Process and ordinal utility function, IEEE Transactions on Mobile Computing, 2020, 19(2): 419 – 431 

  4.  Ling Li, Min Liu, Weiming Shen. Product deterioration based demand forecasting and service supply model for MRO service chain. IEEE Transactions on Engineering Management, 2020, 67(1):187-200

  5. Ling Li, Min Liu, Weiming Sheng, Guoqing Cheng. A novel performance evaluation model for MRO management indictors of high-end equipment, International Journal of Production Research, 2019, 57(21): 6740-6757

  6. Fei Li, Min Liu, Gaowei Xu. A Quantum Ant Colony Multi-Objective Routing Algorithm in WSN and Its Application in a Manufacturing Environment. Sensors 2019, 19(15), 3334

  7. Li Bai, Mi Hu, Yunlong Ma and Min Liu*. A Hybrid Two-Phase Recommendation Method for Group-buying E-commerce Applications. Applied Sciences (ISSN 2076-3417), Appl. Sci. 2019, 9(15), 3141

  8. Gaowei Xu, Min Liu, Zhuofu Jiang, Dirk Söffker and Weiming Shen. Bearing Fault Diagnosis Method Based on Deep Convolutional Neural Network and Random Forest Ensemble Learning. Sensors, 2019,19(5):1088

  9. Gaowei Xu ; Xiaoang Shen ; Sirui Chen ; Yongshuo Zong ; Canyang Zhang; Hongyang yue; Min Liu*; Fei Chen*; Wenliang Che* A Deep Transfer Convolutional Neural Network Framework for EEG Signal Classification. IEEE access, 2019, 7: 112767-112776

  10. Jingwei Wang, Yunlong Ma, Min Liu, and Weiming Shen. Link Prediction based on Community Information and its Parallelization. IEEE Access, 2019, 7: 62633-62645,

  11. Li Bai, Mi Hu and Min Liu, Jingwei Wang. BPIIoT: A light-weighted blockchain-based platform for Industrial IoT. IEEE access, 2019, 7: 58381-58393

  12. Li Bai, Peter Koveos, Min liu. Applying an Ontology-augmenting XBRL Model to Accounting Information System for Business Integration. Asia-Pacific Journal of Accounting & Economics, 2018,25(1-2):75-97

  13. Ling Li, Min Liu, Weiming Shen. An expert knowledge-based dynamic maintenance task assignment model using discrete stress–strength interference theory. Knowledge-Based Systems, 2017, 131:135-148

  14. Ling Li, Min Liu, Weiming Shen. An improved stochastic programming model for supply chain planning of MRO spare parts,Applied Mathematical Modelling,2017, 47(7), pp 189–207,

  15. Gaowei Xu· Carl Shen · Min Liu· Feng Zhang. Weiming Shen. A user behavior prediction model based on parallel neural network and k-nearest neighbor algorithms. Cluster Computing, 2017, 20(2):1703–1715

  16. Xu, Gaowei; Liu, Min. Photovoltaic power prediction model based on parallel neural network and genetic algorithms. Communications in Computer and Information Science, v 686, p 99-110, 2017, Management of Information, Process and Cooperation - 3rd International Workshop, MiPAC 2016, Revised Selected Papers

  17. Ling Li, Min Liu, Weiming Shen. A dynamic spare parts ordering and pricing policy based on stochastic programming with multi-choice parameters,Mathematical and Computer Modelling of Dynamical System, 23(2), pp 196-221, 2017. http://dx.doi.org/10.1080/13873954.2016.1242140

  18. Feng Zhang, Min Liu, Zhuo Zhou, and Weiming Shen, An IoT Based Online Monitoring System for Continuous Steel Casting, IEEE Internet of Things Journal, 2016, 3(6), pp 1355-1363

  19. Ling Li, Min Liu, Weiming Shen. A discrete stress–strength interference theory based dynamic supplier selection model for maintenance service outsourcing,IEEE Transactions on Engineering Management, 2016, 63(2): 189-200

  20. Min Liu, Feng Zhang, Yunlong Ma, Hemanshu Roy Pota and Weiming Shen, Evacuation Path Optimization Based on Quantum Ant Colony Algorithm. Advanced Engineering Informatics, 2016, 30(3): 259-267

  21. Ling Li, Min Liu, Weiming Shen and Guoqing Cheng. Modeling random forwarding actions for information diffusion over mobile social networks. Mobile Information Systems, https://www.hindawi.com/journals/misy/aip/4961014/, 2016(5):1-19

  22. Wei Wu, Min Liu, Qing Liu, Weiming Shen. A Quantum Multi-agent based Neural Network Model for Failure Prediction. Journal of Systems Science and Systems Engineering, 2016, 25(2): 210–228 DOI: http://dx.doi.org/10.1007/s11518-016-5308-2

  23. ng Shen, Abdallah Shami,Yunlong Ma. A Distributed Frequent Itemset Mining Algorithm Using Spark for Big Data Analytics. Cluster Computing, 2015, 18(4), pp: 1493-1501, 2015/12

  24. Liu Min, Lai Jianbo, Shen Weiming. A method for transformation of engineering bill of materials to maintenance bill of materials. Robotics and Computer-Integrated Manufacturing, 2014, 30(2), p 142-149

  25. Lei Tang, Min Liu, Kuang-Ching Wang, Yong Huang, Fan Yang, Daxing Zhang. Study of Path Loss and Data Transmission Error of IEEE 802.15.4 Compliant Wireless Sensors in Small-Scale Manufacturing Environments. International Journal of Advanced Manufacturing Technology, 2012, 63(5-8): 659-669

  26. Min Liu, Ming-rui Wang, Wei-ming Shen, Nan Luo, Jun-wei Yan. A QoS-aware Execution Plan Selection Approach for Service Composition Process. Future Generation Computer Systems, 2012, 28(7): 1080–1089

  27. Min Liu, Wei-ming Shen, Qi Hao, Jun-wei Yan, Li Bai. A Fuzzy Matchmaking Approach for Semantic Web Services with Application to Collaborative Material Selection. Computers in Industry, 2012, 63(3): 193-209.

  28. Min Liu, Shi-jun Xu, Si-yi Sun. An Agent-assisted QoS-based Routing Algorithm for Wireless Sensor Networks. Journal of Network and Computer Applications, 2012, 35(1) :29-36

  29. Min Liu, Zhi-jiang Sun, Jun-wei Yan, Jin-song Kang. An Adaptive Annealing Genetic Algorithm for the Job-shop Planning and Scheduling Problem. Expert Systems with Applications, 2011, 38 (8): 9248–9255.

  30. Bai Li, Min Liu. Fuzzy sets and similarity relations for semantic web service matching. Computers & Mathematics with Applications, 2011, 61(8): 2281-2286

  31. Min Liu, Ming-Rui Wang, Jin-Song Kang, Wei-ming Shen, Jun-wei Yan. A Flexible Constraint Satisfaction Algorithm for Dynamic Service Selection with Global QoS Optimization. International Journal of Nonlinear Sciences & Numerical Simulation, 2010, 11(S): 11-15

  32. Jin-Song Kang, Jing-jing Xu, Min Liu. A Novel Induction Heating Source Based on Fuzzy Control Method. International Journal of Nonlinear Sciences & Numerical Simulation, 2010, 11(S): 6-10

  33. Min Liu, Wei-ming Shen, Qi Hao, Jun-wei Yan. A weighted Ontology-based Semantic Similarity Algorithm for Web Service. Expert Systems with Applications, 2009, 36(10): 12480-12490.

  34. Min Liu, Qi Gao, Weiming Shen, Qi Hao. A Semantic-augmented Multi-level Matching Model of Web Services, Service Oriented Computing and Applications, 2009, 3(3):205-215.


  1. Liu Min, Yan Junwei. Concept, system and modeling method on Intelligent manufacturing. Beijing: Tsinghua University Press, April 2019, ISBN 9787302506249

  2. Liu Min, Li Ling, Yan Feng. Intelligent predictive maintenance. Beijing: Chemical Industry Press, December 2020. ISBN 9787122370372


  1. Wang Zichun, Liu Qing, Liu Min, Wang Jingwei, HCP platform architecture system for fine control of pyrometallurgy / hydrometallurgy process of non-ferrous metals

  2. Liu Qing, Wang Zichun, Liu Min, Wang Jingwei, HCP manufacturing mode and architecture


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