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Mean-square bounded consensus of nonlinear multi-agent systems under deception attack.

Li Li1, Yi Zhang1, Qing Geng1

  • 1School of Electrical Engineering, Yanshan University, Qinhuangdao 066004, China.

ISA Transactions
|January 8, 2022
PubMed
Summary
This summary is machine-generated.

This study addresses secure consensus in nonlinear multi-agent systems facing deception attacks and noise. A novel estimator and detector ensure reliable state estimation and identify compromised actuators for robust control.

Keywords:
Centralized controllerDeception attackDetectorMean-square bounded consensusNonlinear multi-agent systems

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Area of Science:

  • Control Systems Engineering
  • Networked Systems
  • Cyber-Physical Security

Background:

  • Multi-agent systems (MAS) are susceptible to deception attacks and various noise types.
  • Ensuring reliable consensus under adversarial conditions is crucial for MAS performance.
  • Existing methods may not adequately address combined random attacks and nonlinear dynamics.

Purpose of the Study:

  • To achieve mean-square bounded consensus for nonlinear MAS under deception attacks and noise.
  • To develop an effective state estimator robust to tampered measurements.
  • To design a detector for identifying actuator input attacks.

Main Methods:

  • A recursive algorithm-based estimator for accurate state estimation.
  • A centralized controller integrated with cloud computing.
  • An agent-side detector for actuator input attack identification.
  • Linear Matrix Inequality (LMI) for deriving consensus conditions.

Main Results:

  • Sufficient conditions for achieving mean-square bounded consensus were established.
  • An upper boundary for consensus error was derived.
  • The proposed methods demonstrated effectiveness in simulation examples.

Conclusions:

  • The developed framework ensures robust consensus in nonlinear MAS despite deception attacks and noise.
  • The integrated estimator, controller, and detector system enhances system security and reliability.
  • The LMI-based approach provides a rigorous mathematical foundation for consensus analysis.