Ming Huang's Homepage
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Academic Publications

Master’s Thesis

  1. Huang, M., 2023. Research on integrated production and distribution scheduling for fast moving consumer goods manufacturing enterprise. Wuhan University of Technology . (Master’s Thesis) HTML;

Published papers

2023-2025

  1. Huang, M., Huang, S., Du, B., Guo, J., Li, Y. (2025). Fuzzy superposition operation and knowledge-driven coevolutionary algorithm for integrated production scheduling and vehicle routing problem with soft time windows and fuzzy travel times. IEEE Transactions on Fuzzy Systems . 33(12):4152-4166. https://doi.org/10.1109/tfuzz.2024.3388003. (JCR Q1, IF 11.9, TOP)
    (Paper) HTML ; (KDCEA) Matlab code ; (IPSVRP-STW&FTT Dateset) .zip; (AMPL) .mod ; (CASE) .zip

  2. Huang, M., Du, B., Guo, J.* (2023). A hybrid collaborative framework for integrated production scheduling and vehicle routing problem with batch manufacturing and soft time windows. Computers & Operations Research . 159, 106346. https://doi.org/10.1016/j.cor.2023.106346 .（JCR Q1 , IF 4.6, ABS-3）
    (Paper) HTML; (HCF-IMOEA) Matlab code ; (IPSVRP-BM&STW Dateset) .zip

  3. Huang, M., Du, B.*, Guo, J., Li, Y. (2023). Integrated production and distribution scheduling optimization of considering soft time windows and fuzzy travel times. Control Theory and Applications. 41(11): 2002-2012. DOI: 10.7641/CTA.2023.20920. (EI index, in Chinese)
    (Paper) HTML ; (NSGA-II-AVNS) Matlab code ; (Fuzzy-IPDS Dateset) .zip

  4. Huang, M., Huang, S*., Chen, J, Dong, W., Wang, B., Ruan, B., Gao, Y., Wang, G., Yan, Y. (2025). Dynamic scheduling optimization of island assembly lines under uncertain disturbances by multi-objective deep reinforcement learning. Journal of Mechanical Engineering. 61(24): 1-15. (EI, in Chinese)
    (Paper) HTML ; (MO-D3QN) python code ; (IAS Dateset) .zip

Cooperative Publications

2025-2026
  1. Huang, S*(Supervisor), Huang, M., Zhang, Y., Peng, Z., Zhang, Z., Xu, Z., Xing, H., Zhang, X., Wang, G., Yan, Y. (2026). A review of robotic smart manufacturing for aviation industry: Development status, key technologies and typical scenarios. Aeronautical Manufacturing Technology .69(5) 25010147. (EI, in Chinese，Cover Story)
  2. Huang, S(Supervisor), Huang, M., Wang, G., Yan, Y. (2026). Intelligent Clustering Method of Part Family Formation for D-RMS. In Design and Operation of Smart Reconfigurable Manufacturing Systems in Industry 4.0/5.0. Springer Cham . https://doi.org/10.1007/978-3-032-00284-6_2 (Chapter)
  3. Huang, S(Supervisor), Huang, M., Zhu, Q., Wang, G., Yan, Y. (2025). Operation tasks assignment optimization of human–robot collaboration manufacturing system based on NSGA-II. In Human-centric smart manufacturing towards industry 5.0. Springer Cham. https://doi.org/10.1007/978-3-031-82170-7_9. (Chapter)
  4. Sun, Y, Huang, M., Liu, H., Huang, J., Tao, J., Xu, B., Qiao, D., Huang, S.* (2025). Integrated optimization of fiber optic gyroscope assembly shop layout and production scheduling based on lean logistics. Industrial Engineering Journal . 28(04): 24-33. (in Chinese)
  5. Zhu, J., Huang, S*, Huang, M., Wang, G., Yan, Y. (2025). Production scheduling optimization paradigm based on DeepSeek R1: A case of island assembly. Computer Integrated Manufacturing Systems . 1-18. (EI, accepted, in Chinese)
  6. Huang, S.*, Ma, N., Peng, Z., Huang, M., Zhang, Z., Zhao, Z., Jin X., Wang, G., Yan, Y. (2025) New benchmark dataset driven reconfiguration path optimization for smart RMT using NSGA-III, Journal of Advanced Manufacturing Science and Technology . 2026005-2026000. https://doi.org/10.51393/j.jamst.2026005. (Accepted)

Working papers

  1. Ming Huang, Sihan Huang, Bing Ruan, Wei Dong, Jianpeng Chen, Baicun Wang, Baigang Du, Guoxin Wang, Yan Yan, Lihui Wang. A normalized Tchebycheff aggregation based multi-objective deep reinforcement learning for dynamic flexible island assembly system scheduling.
    (Paper) HTML ; (NT-D3QN) python code ; (DFIASSP-Dataset) .zip ; (DFIASSP-Case) .zip; (AMPL) *.mod

Conference papers

  • None