Identification of Superior Improvement Trajectories for Production Lines via Simulation-Based Optimization with Reinforcement Learning.
Günther SchuhAndreas GützlaffMatthias SchmidhuberJan MaetschkeMax BarkhausenNarendiran SivanesanPublished in: APMS (5) (2021)
Keyphrases
- production line
- reinforcement learning
- simulation based optimization
- buffer allocation
- multistage
- function approximation
- production system
- markov decision processes
- optimal policy
- state space
- computational methods
- machine learning
- scheduling problem
- temporal difference
- dynamic programming
- material handling
- evolutionary algorithm
- learning algorithm