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Quantifying the impact of non-stationarity in reinforcement learning-based traffic signal control

In reinforcement learning (RL), dealing with non-stationarity is a challenging issue. However, some domains such as traffic optimization are inherently non-stationary. Causes for and effects of this are manifold. In particular, when dealing with traffic signal controls, addressing non-stationarity i...

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Detalles Bibliográficos
Autores principales: Alegre, Lucas N., Bazzan, Ana L.C., da Silva, Bruno C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8176548/
https://www.ncbi.nlm.nih.gov/pubmed/34141896
http://dx.doi.org/10.7717/peerj-cs.575