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具有单边输入的复杂网络的可控性。

Controllability of complex networks with unilateral inputs.

机构信息

Division of Automatic Control, Dept. of Electrical Engineering, Linköping University, SE-58183, Linköping, Sweden.

出版信息

Sci Rep. 2017 May 12;7(1):1824. doi: 10.1038/s41598-017-01846-6.

Abstract

In this paper, we study the problem of controlling complex networks with unilateral controls, i.e., controls which can assume only positive or negative values, not both. Given a complex network represented by the adjacency matrix A, an algorithm is developed that constructs an input matrix B such that the resulting system (A, B) is controllable with a near minimal number of unilateral control inputs. This is made possible by a reformulation of classical conditions for controllability that casts the minimal unilateral input selection problem into well known optimization problems. We identify network properties that make unilateral controllability relatively easy to achieve as compared to unrestricted controllability. The analysis of the network topology for instance allows us to establish theoretical bounds on the minimal number of controls required. For various categories of random networks as well as for a number of real-world networks these lower bounds are often achieved by our heuristics.

摘要

在本文中,我们研究了具有单边控制的复杂网络控制问题,即控制只能取正值或负值,不能同时取两者。对于由邻接矩阵 A 表示的复杂网络,我们开发了一种算法,该算法构建输入矩阵 B,使得所得到的系统 (A,B) 可以用尽可能少的单边控制输入来控制。这是通过对可控性的经典条件进行重新表述来实现的,即将最小单边输入选择问题转化为著名的优化问题。我们确定了与无限制可控性相比,使单边可控性相对容易实现的网络特性。例如,对网络拓扑结构的分析使我们能够确定所需控制的最小数量的理论界限。对于各种随机网络类别以及许多实际网络,我们的启发式算法通常可以达到这些下限。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9231/5432006/ff2ae9c2d648/41598_2017_1846_Fig1_HTML.jpg

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