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Ergodic control of a heterogeneous population and application to electricity pricing

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Résumé

We consider a control problem for a heterogeneous population composed of customers able to switch at any time between different contracts, depending not only on the tariff conditions but also on the characteristics of each individual. A provider aims to maximize an average gain per time unit, supposing that the population is of infinite size. This leads to an ergodic control problem for a "mean-field"MDP in which the state space is a product of simplices, and the population evolves according to a controlled linear dynamics. By exploiting contraction properties of the dynamics in Hilbert's projective metric, we show that the ergodic eigenproblem admits a solution. This allows us to obtain optimal strategies, and to quantify the gap between steady-state strategies and optimal ones. We illustrate this approach on examples from electricity pricing, and show in particular that the optimal policies may be cyclic -alternating between discount and profit taking stages.

langue originaleAnglais
titre2022 IEEE 61st Conference on Decision and Control, CDC 2022
EditeurInstitute of Electrical and Electronics Engineers Inc.
Pages3617-3624
Nombre de pages8
ISBN (Electronique)9781665467612
Les DOIs
étatPublié - 1 janv. 2022
Modification externeOui
Evénement61st IEEE Conference on Decision and Control, CDC 2022 - Cancun, Mexique
Durée: 6 déc. 20229 déc. 2022

Série de publications

NomProceedings of the IEEE Conference on Decision and Control
Volume2022-December
ISSN (imprimé)0743-1546
ISSN (Electronique)2576-2370

Une conférence

Une conférence61st IEEE Conference on Decision and Control, CDC 2022
Pays/TerritoireMexique
La villeCancun
période6/12/229/12/22

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