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网络的可控性分析

Controllability analysis of networks.

作者信息

Lombardi Anna, Hörnquist Michael

机构信息

Department of Science and Technology, Linköping University, SE-601 74 Norrköping, Sweden.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2007 May;75(5 Pt 2):056110. doi: 10.1103/PhysRevE.75.056110. Epub 2007 May 15.

Abstract

The concept of controllability of linear systems from control theory is applied to networks inspired by biology. A node is in this context controllable if an external signal can be applied which can adjust the level (e.g., protein concentration) of the node in a finite time to an arbitrary value, regardless of the levels of the other nodes. The property of being downstream of the node to which the input is applied turns out to be a necessary but not a sufficient condition for being controllable. An interpretation of the controllability matrix, when applied to networks, is also given. Finally, two case studies are provided in order to better explain the concepts, as well as some results for a gene regulatory network of fission yeast.

摘要

控制理论中线性系统的可控性概念被应用于受生物学启发的网络。在这种情况下,如果可以施加一个外部信号,该信号能够在有限时间内将节点的水平(例如蛋白质浓度)调整到任意值,而不管其他节点的水平如何,则该节点是可控的。事实证明,处于输入所应用节点的下游这一特性是可控性的必要但非充分条件。还给出了可控性矩阵应用于网络时的一种解释。最后,提供了两个案例研究,以便更好地解释这些概念,以及关于裂殖酵母基因调控网络的一些结果。

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