Dynamic Robot Assignment for Flexible Serial Production Systems

Data-Enabled Permanent Production Loss Analysis for Serial Production Systems With Variable Cycle Time Machines

(2021) Chen Li et al.   IEEE Robotics and Automation Letters

Deep multi-agent reinforcement learning for multi-level preventive maintenance in manufacturing systems

(2021) Jianyu Su et al.   EXPERT SYSTEMS WITH APPLICATIONS

Petri-net-based dynamic scheduling of flexible manufacturing system via deep reinforcement learning with graph convolutional network

(2020) Liang Hu et al.   JOURNAL OF MANUFACTURING SYSTEMS

Deep reinforcement learning based preventive maintenance policy for serial production lines

(2020) Jing Huang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Multi-Product Production System with the Reduced Failure Rate and the Optimum Energy Consumption under Variable Demand

(2019) Shaktipada Bhuniya et al.   Mathematics

Event-Based Modeling and Analysis of Sensor Enabled Networked Manufacturing Systems

(2018) Jing Zou et al.   IEEE Transactions on Automation Science and Engineering

Simulation study on reward function of reinforcement learning in gantry work cell scheduling

(2018) Xinyan Ou et al.   JOURNAL OF MANUFACTURING SYSTEMS

Data-driven modeling and real-time distributed control for energy efficient manufacturing systems

(2017) Jing Zou et al.   ENERGY

A review on manufacturing flexibility

(2013) Ajai Jain et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH