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异构车队对抗拜占庭攻击的弹性巡航控制:理论与实验

Resilient Cruise Control of Heterogeneous Platoons Against Byzantine Attacks: Theory and Experiment

IEEE Transactions on Cybernetics · 2024
被引 6
ABS 3

中文导读

研究异构车队在遭受拜占庭攻击时的弹性巡航控制问题,提出一种基于虚拟孪生层的分层协议,将防御分为边攻击和节点攻击两部分,并通过实验验证了有效性。

Abstract

This article studies the problem of the resilient cruise control in heterogeneous vehicle platoons against f-local Byzantine attacks (BAs). Agents under BAs become traitors of the swarm, who try to mislead its neighbors while adopting wrong inputs. Thus, BAs are extremely challenging to be suppressed. This study introduces a novel hierarchical protocol characterized by a virtual twin layer (TL), motivated by the rationale of digital twin. This protocol separates the defense scheme against f-local BAs into two parts: one defense scheme against Byzantine edge attacks (BEAs) via the TL and another scheme against Byzantine node attacks (BNAs) via the cyber-physical layer (CPL). The TL employs a trusted-edge strategy, enhancing the network resilience by incorporating a minimal fraction of the key edges. It is rigorously proven that a TL topology meeting strong -robustness is sufficient for achieving distributed resilient estimation against BEAs. On the CPL, a series of decentralized chattering-free controllers is proposed, guaranteeing the resilient cruise tracking of heterogeneous platoons against exponentially unbounded BNAs. Besides, these controllers can achieve uniformly ultimately bounded convergence. The theoretical results' effectiveness and practicality are validated through a numerical simulation example and an unmanned ground vehicle experiment involving heterogeneous platoons against f-local BAs.

车辆编队控制网络安全弹性控制数字孪生