通过最小边缘配置在复杂网络中保持可控性
Zhuo Sun1, Yifan Liu2, Rui Zhou1
1College of Information Engineering, Zhejiang University of Technology, Hangzhou, 310023, China.
Scientific reports
|November 11, 2025
概括
这项研究通过减少连接,同时保持可控性来简化复杂的网络控制系统. 该框架提高了大型线性时间不变 (LTI) 系统的控制效率和网络结构.
科学领域:
- 控制理论 控制理论
- 网络科学 网络科学
- 系统工程 系统工程
背景情况:
- 网络控制系统 (NCS) 的规模和复杂性在不断增长.
- 在大型线性时间不变 (LTI) 网络中优化可控性是一项挑战.
研究的目的:
- 提出一种新的优化框架,以提高复杂NCS的控制效率.
- 为了减少网络复杂性和节点间连接的数量.
主要方法:
- 利用精确可控性理论和矩阵相似性转换.
- 在相似性转换之前和之后识别节点对应.
- 使用约旦法典形式开发一个最小边缘连接框架.
主要成果:
- 减少节点间连接的策略,同时保持可控性.
- 有效地简化了网络结构.
- 在大型复杂网络中提高控制效率.
结论:
- 拟议的框架提供了一种有效的方法来优化复杂NCS的可控性.
- 简化网络拓可以提高系统的整体性能和效率.
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