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Identification methods for ordinal potential differential games

Varga, Balint ORCID iD icon 1; Huang, Da 1; Hohmann, Sören 1
1 Institut für Regelungs- und Steuerungssysteme (IRS), Karlsruher Institut für Technologie (KIT)

Abstract:

This paper introduces two new identification methods for linear quadratic (LQ) ordinal poten-
tial differential games (OPDGs). Potential games are notable for their benefits, such as the
computability and guaranteed existence of Nash Equilibria. While previous research has ana-
lyzed ordinal potential static games, their applicability to various engineering applications
remains limited. Despite the earlier introduction of OPDGs, a systematic method for iden-
tifying a potential game for a given LQ differential game has not yet been developed. To
address this gap, we propose two identification methods to provide the quadratic potential
cost function for a given LQ differential game. Both methods are based on linear matrix
inequalities (LMIs). The first method aims to minimize the condition number of the poten-
tial cost function’s parameters, offering a faster and more precise technique compared to
earlier solutions. In addition, we present an evaluation of the feasibility of the structural
requirements of the system. The second method, with a less rigid formulation, can identify
LQ OPDGs in cases where the first method fails. ... mehr


Verlagsausgabe §
DOI: 10.5445/IR/1000173695
Veröffentlicht am 27.08.2024
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Regelungs- und Steuerungssysteme (IRS)
Publikationstyp Zeitschriftenaufsatz
Publikationsmonat/-jahr 09.2024
Sprache Englisch
Identifikator ISSN: 2238-3603, 0101-8205, 1807-0302
KITopen-ID: 1000173695
Erschienen in Computational and Applied Mathematics
Verlag Springer
Band 43
Heft 6
Seiten Art.-Nr.: 343
Vorab online veröffentlicht am 26.07.2024
Nachgewiesen in Web of Science
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