不确定合神经网络的实用固定时间双重同步,可通过双通道事件触发控制来进行欺骗攻击
IEEE transactions on cybernetics
|December 25, 2023
概括
这项研究使用双通道事件触发控制实现了不确定的神经网络的固定时间同步,解决了欺骗攻击下的双边同步. 它有效地减少了通信和控制更新.
科学领域:
- 控制理论 控制理论
- 网络科学 网络科学
- 应用数学 应用数学 应用数学
背景情况:
- 结合的神经网络在各种应用中至关重要,但经常面临不确定性和通信限制.
- 事件触发控制策略旨在减少网络系统中的通信负载.
- 双边同步,涉及合作和敌对的相互作用,提出了一个复杂的同步挑战.
研究的目的:
- 为了研究不确定的合神经网络的实用固定时间同步.
- 制定双通道事件触发控制策略,以尽量减少通信和控制更新.
- 在通讯道中的欺骗攻击下分析双边同步.
主要方法:
- 使用Lyapunov和比较理论来建立同步标准.
- 设计用于传感器到控制器和控制器到执行器连接的新型双通道事件触发机制.
- 模拟使用伯努利的随机变量进行欺骗攻击.
主要成果:
- 实现了对不确定的合神经网络的固定时间双方同步.
- 开发了一个事件触发的控制策略,可以显著减少通信和控制器更新频率.
- 导出了对同步过程的定位时间的明确表达式.
- 通过楚亚电路系统的例子证明了拟议方法的有效性.
结论:
- 拟议的双通道事件触发控制对不确定的合神经网络的实际固定时间双方同步是有效的.
- 该策略成功地减轻了通信开销,同时在欺骗攻击下确保了强大的同步.
- 理论结果通过实用的电路系统模拟来验证,确认该方法的可行性.
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