Department of Mechanical Engineering, Johns Hopkins University, Baltimore, Maryland, United States of America.
PLoS One. 2012;7(6):e38398. doi: 10.1371/journal.pone.0038398. Epub 2012 Jun 22.
Structural controllability has been proposed as an analytical framework for making predictions regarding the control of complex networks across myriad disciplines in the physical and life sciences (Liu et al., Nature:473(7346):167-173, 2011). Although the integration of control theory and network analysis is important, we argue that the application of the structural controllability framework to most if not all real-world networks leads to the conclusion that a single control input, applied to the power dominating set, is all that is needed for structural controllability. This result is consistent with the well-known fact that controllability and its dual observability are generic properties of systems. We argue that more important than issues of structural controllability are the questions of whether a system is almost uncontrollable, whether it is almost unobservable, and whether it possesses almost pole-zero cancellations.
结构可控性已被提议作为一种分析框架,用于对物理和生命科学中众多学科的复杂网络的控制进行预测(Liu 等人,《自然》:473(7346):167-173, 2011)。尽管控制理论和网络分析的集成很重要,但我们认为,将结构可控性框架应用于大多数(如果不是全部的话)现实世界网络,会导致这样的结论,即只需对支配集施加一个控制输入,就可以实现结构可控性。这一结果与众所周知的事实一致,即可控性及其对偶可观性是系统的通用属性。我们认为,比结构可控性问题更重要的是,系统是否几乎不可控、是否几乎不可观测以及是否具有几乎极点零点抵消。