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On Unique Ergodicity Of Coupled AIMD Flows

Authors :
Ferraro, Pietro
Yu, Jia Yuan
Ghosh, Ramen
Alam, Syed Eqbal
Marecek, Jakub
Wirth, Fabian
Shorten, Robert
Source :
International Journal of Control, 2024
Publication Year :
2022

Abstract

The AIMD algorithm, which underpins the Transmission Control Protocol (TCP) for transporting data packets in communication networks, is perhaps the most successful control algorithm ever deployed. Recently, its use has been extended beyond communication networks, and successful applications of the AIMD algorithm have been reported in transportation, energy, and mathematical biology. A very recent development in the use of AIMD is its application in solving large-scale optimization and distributed control problems without the need for inter-agent communication. In this context, an interesting problem arises when multiple AIMD networks that are coupled in some sense (usually through a nonlinearity). The purpose of this note is to prove that such systems in certain settings inherit the ergodic properties of individual AIMD networks. This result has important consequences for the convergence of the aforementioned optimization algorithms. The arguments in the paper also correct conceptual and technical errors in [1].

Details

Database :
arXiv
Journal :
International Journal of Control, 2024
Publication Type :
Report
Accession number :
edsarx.2209.13273
Document Type :
Working Paper
Full Text :
https://doi.org/10.1080/00207179.2023.2259016