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2018 | OriginalPaper | Buchkapitel

Large Markov Decision Processes Based Management Strategy of Inland Waterways in Uncertain Context

verfasst von : Guillaume Desquesnes, Guillaume Lozenguez, Arnaud Doniec, Éric Duviella

Erschienen in: Advances in Hydroinformatics

Verlag: Springer Singapore

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Abstract

Inland waterways management is likely to go through heavy changes due to an expected traffic increase in a context of climate change. Those changes are going to require adaptive and resilient management of the water resource. A representative model of the inland waterway has been proposed, using Markov decision processes to model the dynamic and uncertainties of the waterway. It is used to obtain an optimal plan for the distribution of the water on the network that takes into account the uncertainties arising for the operation of such networks. A subnetwork of the Hauts-de-France is modeled using this approach based on real data of traffic and water levels. The produced plans are tested on different scenarios under expected and unexpected conditions of traffic and climate to observe the quality and resilience of the generated plan during its execution. Simulations will show the advantages and limitations of such a modeling of the inland waterway network.

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Metadaten
Titel
Large Markov Decision Processes Based Management Strategy of Inland Waterways in Uncertain Context
verfasst von
Guillaume Desquesnes
Guillaume Lozenguez
Arnaud Doniec
Éric Duviella
Copyright-Jahr
2018
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-7218-5_1