Multi-echelon Supply Chains with Uncertain Seasonal Demands and Lead Times Using Deep Reinforcement Learning.
Júlio César AlvesGeraldo Robson MateusPublished in: CoRR (2022)
Keyphrases
- lead time
- multi echelon
- supply chain
- reinforcement learning
- planning horizon
- customer demand
- decision making
- assembly systems
- supply chain management
- service level
- inventory control
- dual sourcing
- lot sizing
- inventory systems
- operating costs
- inventory management
- total cost
- single item
- single product
- infinite horizon
- state space
- capacity expansion
- holding cost
- lot size
- inventory models
- optimal control
- optimal policy
- knapsack problem
- markov decision processes
- single stage
- random variables
- capacity planning
- stochastic demand
- inventory level
- production planning