Can deep reinforcement learning improve inventory management? Performance on lost sales, dual-sourcing, and multi-echelon problems

Problem definition: Is deep reinforcement learning (DRL) effective at solving inventory problems? Academic/practical relevance: Given that DRL has successfully been applied in computer games and robotics, supply chain researchers and companies are interested in its potential in inventory management....

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Detalhes bibliográficos
Autor principal: Gijsbrechts, Joren (author)
Outros Autores: Boute, Robert N. (author), Mieghem, Jan A. van (author), Zhang, Dennis J. (author)
Formato: article
Idioma:eng
Publicado em: 2022
Assuntos:
Texto completo:http://hdl.handle.net/10400.14/38036
País:Portugal
Oai:oai:repositorio.ucp.pt:10400.14/38036