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Resilient Structural Sparsity in the Design of Consensus Networks
- Source :
- IEEE Transactions on Cybernetics. 53:2717-2726
- Publication Year :
- 2023
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2023.
-
Abstract
- The consensus problem is relevant to different areas ranging from biology, social psychology, and physics to power systems and robotics. Two crucial aspects of the design of a consensus system are the implementation issues that arise in densely connected networks and the presence of malicious agents that try to cause a deviation from a synchronization state. In this article, we introduce a formulation to design the topology of a consensus network to improve its resilience to attacks while remaining sparse and consistent with the a priori structural relations between the agents. Through mathematical analysis and simulations on artificial and real-world cases, we show the benefits and usefulness of using this strategy to design resilient and structurally sparse consensus networks.
- Subjects :
- Physics
Theoretical computer science
business.industry
Topology (electrical circuits)
Robotics
Computer Science Applications
Computer Science::Multiagent Systems
Human-Computer Interaction
Electric power system
Consensus
Control and Systems Engineering
Synchronization (computer science)
A priori and a posteriori
Artificial intelligence
State (computer science)
Electrical and Electronic Engineering
business
Resilience (network)
Software
Information Systems
Subjects
Details
- ISSN :
- 21682275 and 21682267
- Volume :
- 53
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Cybernetics
- Accession number :
- edsair.doi.dedup.....4ccaab3707f1e6ae623b16612ada00ac
- Full Text :
- https://doi.org/10.1109/tcyb.2021.3126576