Dispatching in Real Frontend Fabs With Industrial Grade Discrete-Event Simulations by Deep Reinforcement Learning with Evolution Strategies.
Patrick StöckermannAlessandro ImmordinoThomas AltenmüllerGeorg SeidelMartin GebserPierre TasselChew Wye ChanFeifei ZhangPublished in: WSC (2023)
Keyphrases
- discrete event
- evolution strategy
- simulation model
- reinforcement learning
- dynamic systems
- evolutionary algorithm
- discrete event simulation
- evolutionary programming
- crisis response
- multiple faults
- discrete event systems
- numerical optimization
- learning algorithm
- mathematical modeling
- dynamical systems
- state space
- differential evolution
- complex systems
- back end
- supervisory control
- dynamic programming
- manufacturing systems
- monitoring system
- mathematical model
- scheduling problem
- guided local search
- timed petri nets
- machine learning