通过自适应的主-奴隶策略来训练合振荡器的时空同步
Jingtian Shang1,2, Yingshan Guo1,3, Zhigang Zheng1,4
1Huaqiao University, Institute of Systems Science, Xiamen 361021, China.
Physical review. E
|January 21, 2026
概括
这项研究提出了一个自适应的主-奴隶方案来控制合振荡器网络中的同步. 通过关联自然频率,研究人员可以削弱或增强奴隶层中的同步,提供新的调制方法.
科学领域:
- 复杂的系统复杂的系统.
- 非线性动力学是一种非线性动力学.
- 网络科学 网络科学
背景情况:
- 合振荡器网络表现出复杂的同步动态.
- 控制和调节网络同步对于各种应用程序至关重要.
- 适应性可塑性为动态控制提供了一个潜在的机制.
研究的目的:
- 提出和研究一种适应性主-奴隶方案,用于在合振荡器网络中调节同步.
- 探索自然频率相关性在同步控制中的作用.
- 通过Hebbian可塑性来证明奴隶层同步的高效调制.
主要方法:
- 主-奴隶动态分析.
- 网络层之间的Hebbian可塑性适应.
- 理论分析的自我一致的方法.
- 有效频率的宏观微观分析.
主要成果:
- 当自然频率正相关时,奴隶层中的同步会被削弱.
- 通过反相关的自然频率实现了奴隶层同步的显著增强.
- 即使主网络处于不连贯状态时,调制也有效.
结论:
- 一个自适应的主-奴隶方案有效调节合振荡器网络中的同步.
- 自然频率相关性是控制网络同步的关键参数.
- 这种方法为设计适应性可塑性方案以管理网络动态提供了一种新的方法.
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