在驱动响应网络中选择和优化驱动节点
Zihao Yan1, Ziye Fan1,2, Jie Hu1
1School of Mathematics and Statistics, Wuhan University, Hubei 430072, China.
Chaos (Woodbury, N.Y.)
|January 30, 2025
概括
在多层网络中优化控制需要仔细选择驱动节点. 这项研究显示,通过分析驱动层,驱动节点可以被最小化.
科学领域:
- 复杂的网络 复杂的网络
- 控制理论 控制理论
- 系统工程 系统工程
背景情况:
- 多层网络在各种系统中普遍存在,从生物到技术.
- 这些网络的可控性对于理解和操纵它们的行为至关重要.
- 多层网络中的驱动响应系统为节点选择带来了独特的挑战.
研究的目的:
- 研究多层网络中驱动节点的选择和优化.
- 为了确定网络控制所需的驱动节点的最小数量.
- 为减少驱动节点要求提出一个优化方案.
主要方法:
- 在具有任意内层拓的多层网络中对可控性的分析.
- 对线性时间不变动态系统进行节点动态的研究.
- 应用格尔什戈林圆定理进行优化.
主要成果:
- 驱动节点不能仅限于响应层,而是可以位于驱动层.
- 驱动层中最小的驱动节点数量等于其系统矩阵的最大几何倍数.
- 层间合显著影响驱动节点的数量和分布.
结论:
- 驱动节点的位置和数量对于网络可控性至关重要.
- 一个优化方案有效地减少所需数量的驱动节点.
- 通过对各种网络结构的数值模拟来验证研究结果.
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