Sequential auction for cloud manufacturing resource trading: A deep reinforcement learning approach to the lot-sizing problem.
Kaize YuPengyu YanXiang T. R. KongLiu YangEugene LevnerPublished in: Comput. Ind. Eng. (2024)
Keyphrases
- lot sizing
- production planning
- reinforcement learning
- electronic commerce
- multistage
- single item
- multi item
- rolling horizon
- assembly systems
- electronic markets
- cloud computing
- cutting stock
- setup times
- mixed integer
- mixed integer programming
- setup cost
- inventory systems
- lead time
- resource allocation
- combinatorial auctions
- lot size
- planning horizon
- production cost
- optimal policy
- state space
- dynamic programming
- production process
- stochastic inventory control
- manufacturing systems
- online auctions
- bidding strategies
- electronic marketplaces
- objective function
- mixed integer program
- learning algorithm
- internet auctions
- supplier selection
- fixed cost
- reward function
- markov decision processes