成果/Result
- Solving flow-shop scheduling problem with a reinforcement learning algorithm that generalizes the value function with neural network被引量：15收藏
- 作者：Ren, Jianfeng Ye, Chunming Yang, Feng
- 机构：Univ Shanghai Sci & Technol;Henan Univ Econ & Law;Henan Univ Chinese Med
- 来源：ALEXANDRIA ENGINEERING JOURNAL 2021
- 关键词：Flow-shop scheduling problem (FSP) Reinforcement learning (RL) Generalized value function Neural network (NN)
- A new solution to distributed permutation flow shop scheduling problem based on NASH Q-Learning被引量：13收藏
- 作者：Ren, J. F. Ye, C. M. Li, Y.
- 机构：Univ Shanghai Sci & Technol;Henan Univ Econ & Law
- 来源：ADVANCES IN PRODUCTION ENGINEERING & MANAGEMENT 2021
- 关键词：Flow shop scheduling Distributed scheduling Permutation flow shop Reinforcement learning NASH Q-learning Mean field (MF)
- A NOVEL SOLUTION TO JSPS BASED ON LONG SHORT-TERM MEMORY AND POLICY GRADIENT ALGORITHM被引量：7收藏
- 作者：Ren, J. F. Ye, C. M. Yang, F.
- 机构：Univ Shanghai Sci & Technol;Henan Univ Econ & Law;Henan Univ Chinese Med
- 来源：INTERNATIONAL JOURNAL OF SIMULATION MODELLING 2020
- 关键词：Job-Shop Scheduling Problem (JSP) Long Short-Term Memory (LSTM) Pointer Network Policy Gradient Algorithm
- Research on Multi-objective Dynamic Scheduling in Workshops Based on Depth Learning被引量：0收藏
- 作者：Ren, Jianfeng Ye, Chunming
- 机构：Univ Shanghai Sci & Technol;Henan Univ Econ & Law
- 来源：JOURNAL OF ADVANCED OXIDATION TECHNOLOGIES 2018
- 关键词：Deep Learning Dynamic Scheduling Genetic Algorithm
