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对攻击下的多代理系统的弹性共识的近期进展概述
Muhammad Muzamil Aslam1,2,3, Zahoor Ahmed4, Liping Du1
1School of Computer and Communication Engineering, University of Science and Technology, Beijing 100083, China.
Computational intelligence and neuroscience
|October 16, 2024
概括
本调查审查了多代理系统 (MAS) 和在攻击下达成共识的控制. 它详细介绍了攻击类型,检测和弹性策略,为安全的MAS提供了未来研究方向.
科学领域:
- 机器人和自动化 机器人和自动化
- 控制理论 控制理论
- 网络安全 网络安全
背景情况:
- 在多代理系统 (MAS) 中,共识控制至关重要.
- 通信网络的完整性对于MAS的性能至关重要.
- 对代理的故障和攻击可以传播,降低系统性能.
研究的目的:
- 提供关于MAS受到攻击的共识控制近期进展的综合研究.
- 涵盖到2021年的MAS安全公布结果.
- 确定未来的研究方向,以确保共识控制.
主要方法:
- 对MAS技术的讨论.
- 攻击的建模及其基本问题.
- 引入合作和基于模型的攻击方法.
主要成果:
- 不同攻击类型的分类.
- 对攻击估计和检测技术的概述.
- 针对攻击的弹性控制策略的介绍.
结论:
- 该研究强调了在面临敌对条件的MAS中需要强有力的共识控制.
- 提供了建议,以解决安全的MAS共识控制中的关键问题和挑战.
- 未来的研究应该专注于为MASs开发先进的防御机制.
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