复杂的动态网络的跟踪控制通过储库计算
Guyue Wu1, Longkun Tang1, Wei Zhao2
1School of Mathematical Science, Huaqiao University, Quanzhou 362021, China.
Chaos (Woodbury, N.Y.)
|January 12, 2026
概括
本研究介绍了一种数据驱动的跟踪控制方法,用于复杂的动态网络,使用储库计算 (RC). 该技术有效地控制同质和异质网络进入所需轨迹,即使有部分状态观测.
科学领域:
- 复杂的系统复杂的系统.
- 网络科学 网络科学
- 控制理论 控制理论
背景情况:
- 网络系统由于节点间的相互作用而表现出复杂的集体行为,这使得跟踪控制具有挑战性.
- 单个系统的现有控制方法对于复杂的网络动态是不够的.
研究的目的:
- 将数据驱动的跟踪控制扩展到使用储库计算 (RC) 的网络系统.
- 为复杂的动态网络开发基于RC的控制技术,包括同质和异质节点.
- 为了使轨迹控制,即使部分可观测节点状态.
主要方法:
- 利用储存器计算 (RC) 来实现网络系统的数据驱动控制.
- 开发了一种新的基于RC的控制方案,适用于复杂的动态网络.
- 通过对各种网络结构进行广泛的模拟来验证该方法.
主要成果:
- 提出的基于RC的控制成功引导网络 (均和异质) 到所需的轨迹.
- 该控制方案在各种网络结构和合优势方面表现出有效性.
- 该方法在网络系统中的测量噪声方面表现出良好的稳定性.
结论:
- 开发的基于RC的控制技术是复杂动态网络中跟踪控制的可行和有效解决方案.
- 这种方法为控制部分可观测的网络系统提供了一个强大的工具.
- 对噪声的强度强调了它在现实世界的场景中的实际应用性.
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