对于具有多重权重的配对分数顺序反应-扩散神经网络的双重同步
IEEE transactions on cybernetics
|June 26, 2025
概括
这项研究在使用自适应控制的合分数级反应-扩散神经网络 (CFRNN) 中实现了两方同步. 该研究为多种状态和多种空间扩散CFRNN模型提供了条件.
科学领域:
- 控制理论 控制理论
- 神经网络的神经网络的神经网络
- 分数微积分的计算.
背景情况:
- 偶联的分数级反应-扩散神经网络 (CFRNN) 是复杂的系统,在各种领域都有应用.
- 在这些网络中实现同步对于它们的协调行为至关重要.
研究的目的:
- 调查和实现CFRNN中与多个状态或多个空间扩散合的双边同步.
- 开发控制策略,确保在这些复杂的网络中实现双边同步.
主要方法:
- 利亚普诺夫的功能方法与不等式技术相结合.
- 开发一种自适应状态反控制方案.
- 为双边同步提供足够条件的推导.
主要成果:
- 为多态CFRNN (MSCFRNN) 衍生出一个双边同步条件.
- 为MSCFRNN. 提出了一个自适应状态反控制方案.
- 在多重空间扩散CFRNN (MSDCFRNN) 中建立了足够的条件来实现双边同步.
结论:
- 拟议的控制策略有效地确保了MSCFRNN和MSDCFRNN的双边同步.
- 数字示例验证了理论发现和控制方法的有效性.
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