Resilient Consensus for Heterogeneous Networks Under Byzantine Attacks

This paper investigates the consensus problem of multi-agent systems in heterogeneous networks against Byzantine attacks. Heterogeneous networks consist of different subsystems, and existing resilient consensus controllers for heterogeneous networks require specifying specific protocols for each subsystem, with no possibility for interaction between agents in different subsystems. In this study, we present a novel framework, based on hypergraph theory, for representing the complex connections within heterogeneous networks. These networks consist of diverse subsystems, including both discrete and continuous components, and also involve diverse update strategies. Based on the network model, a unified distributed resilient consensus protocol based on Weighted-Mean-Subsequence-Reduced (W-MSR) algorithm is developed and network connectivity conditions are provided in the presence of Byzantine attacks. Finally, the simulation results demonstrate the effectiveness of the proposed algorithm and support the main theoretical findings.

Authors

Publication Details

Published
2024-12-12
DOI
https://doi.org/10.1109/icarcv63323.2024.10821673
Primary Topic
Distributed systems and fault tolerance
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Resilient Consensus for Heterogeneous Networks Under Byzantine Attacks

Yiming Wu, M. Huang, Jie Jiang
Distributed systems and fault tolerance
article

Resilient Consensus for Heterogeneous Networks Under Byzantine Attacks

Yiming Wu, M. Huang, Jie Jiang
article en

Abstract

This paper investigates the consensus problem of multi-agent systems in heterogeneous networks against Byzantine attacks. Heterogeneous networks consist of different subsystems, and existing resilient consensus controllers for heterogeneous networks require specifying specific protocols for each subsystem, with no possibility for interaction between agents in different subsystems. In this study, we present a novel framework, based on hypergraph theory, for representing the complex connections within heterogeneous networks. These networks consist of diverse subsystems, including both discrete and continuous components, and also involve diverse update strategies. Based on the network model, a unified distributed resilient consensus protocol based on Weighted-Mean-Subsequence-Reduced (W-MSR) algorithm is developed and network connectivity conditions are provided in the presence of Byzantine attacks. Finally, the simulation results demonstrate the effectiveness of the proposed algorithm and support the main theoretical findings.

Climate action
Openalex Percentile: Top 71%
Distributed systems and fault tolerance
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.