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A reinforcement learning approach to the stochastic cutting stock problem

We propose a formulation of the stochastic cutting stock problem as a discounted infinite-horizon Markov decision process. At each decision epoch, given current inventory of items, an agent chooses in which patterns to cut objects in stock in anticipation of the unknown demand. An optimal solution c...

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Main Authors: Anselmo R. Pitombeira-Neto, Arthur H.F. Murta
格式: Artigo
語言:Inglês
出版: Elsevier 2022-01-01
叢編:EURO Journal on Computational Optimization
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在線閱讀:http://www.sciencedirect.com/science/article/pii/S219244062200003X
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