Going faster to see further: GPU-accelerated value iteration and simulation for perishable inventory control using JAX.
Joseph FarringtonKezhi LiWai Keong WongMartin UtleyPublished in: CoRR (2023)
Keyphrases
- inventory control
- gpu accelerated
- finite horizon
- supply chain
- markov decision processes
- lead time
- inventory models
- customer service
- infinite horizon
- optimal policy
- lost sales
- finite element
- dynamic pricing
- markov decision process
- real time
- state space
- inventory systems
- fixed cost
- mathematical model
- sequence alignment
- inventory level
- single item
- multistage
- service level
- long run
- lot sizing
- linear programming
- supply chain management