Scalability and Fragility in Bounded-Degree Consensus Networks

Emma Tegling, Richard H. Middleton, Maria M. Seron

Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

Abstract

We investigate the performance of linear consensus algorithms subject to a scaling of the underlying network size. Specifically, we model networked systems with nth order integrator dynamics over families of undirected, weighted graphs with bounded nodal degrees. In such networks, the algebraic connectivity affects convergence rates, sensitivity, and, for high-order consensus [n ≥ 3), stability properties. This connectivity scales unfavorably in network size, except in expander families, where consensus performs well regardless of network size. We show, however, that consensus over expander families is fragile to a grounding of the network (resulting in leader-follower consensus). We show that grounding may deteriorate system performance by orders of magnitude in large networks, or cause instability in high-order consensus. Our results, which we illustrate through simulations, also point to a fundamental limitation to the scalability of consensus networks with leaders, which does not apply to leaderless networks.

Original languageEnglish
Title of host publication8th IFAC Workshop on Distributed Estimation and Control in Networked Systems
Pages85-90
Number of pages6
Volume52
Edition20
DOIs
Publication statusPublished - 2019
Externally publishedYes
Event8th IFAC Workshop on Distributed Estimation and Control in Networked Systems, NECSYS 2019 - Chicago, United States
Duration: 2019 Sep 162019 Sep 17

Publication series

NameIFAC-PapersOnLine
PublisherIFAC Secretariat
ISSN (Print)2405-8963

Conference

Conference8th IFAC Workshop on Distributed Estimation and Control in Networked Systems, NECSYS 2019
Country/TerritoryUnited States
CityChicago
Period2019/09/162019/09/17

Bibliographical note

Publisher Copyright:
© 2019 IFAC-PapersOnLine. All rights reseved.

Subject classification (UKÄ)

  • Control Engineering

Keywords

  • Distributed control
  • Large-scale systems
  • Robustness

Fingerprint

Dive into the research topics of 'Scalability and Fragility in Bounded-Degree Consensus Networks'. Together they form a unique fingerprint.

Cite this