CUED Publications database

Gaussian mean-field models of linear systems

Seslija, M and Sepulchre, R (2018) Gaussian mean-field models of linear systems. In: European Control Conference, -- to -- pp. 2022-2027..

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Abstract

© 2018 European Control Association (EUCA). This paper addresses the issue of modeling meanfield behavior in heterogeneous populations of linear timeinvariant SISO systems. Our analysis is conducted in the frequency domain, where the heterogeneity of input-output mappings (transfer functions) is modeled as a complex-valued Gaussian process. The mean-field model of diffusively coupled agents is obtained as a Gaussian approximation of averaged input-output behavior. It is shown that the strong coupling and the large number of agents reduce the population variance.

Item Type: Conference or Workshop Item (UNSPECIFIED)
Subjects: UNSPECIFIED
Divisions: Div F > Control
Depositing User: Cron Job
Date Deposited: 01 Feb 2019 20:35
Last Modified: 12 Nov 2019 03:57
DOI: doi:10.23919/ECC.2018.8550314