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Efficient computations of multi-species mean field games via graph-structured optimal transport

Authors :
Ringh, Axel
Haasler, Isabel
Chen, Yongxin
Karlsson, Johan
Ringh, Axel
Haasler, Isabel
Chen, Yongxin
Karlsson, Johan
Publication Year :
2021

Abstract

In this work we develop an efficient numerical solution method for solving potential mean field games with multiple species. This is done by using recent developments that connect mean field games and entropy-regularized optimal transport. In particular, we reformulate the original problem as a structured entropy-regularized multi-marginal optimal transport problem, and develop highly efficient methods for solving the latter. Finally, we illustrate the proposed method on a problem with four interacting species, where each of the species has different target objectives.<br />Part of proceedings: 978-1-6654-3659-5QC 20220530

Details

Database :
OAIster
Notes :
English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1372233232
Document Type :
Electronic Resource
Full Text :
https://doi.org/10.1109.CDC45484.2021.9682861