Controllability of complex networks with unilateral inputs

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...

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Main Authors: Gustav Lindmark, Claudio Altafini
Format: Article
Language:English
Published: Nature Publishing Group 2017-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-017-01846-6
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spelling doaj-266e3875ae314917a6d516649ec878032020-12-08T01:16:39ZengNature Publishing GroupScientific Reports2045-23222017-05-017111410.1038/s41598-017-01846-6Controllability of complex networks with unilateral inputsGustav Lindmark0Claudio Altafini1Division of Automatic Control, Dept. of Electrical Engineering, Linköping UniversityDivision of Automatic Control, Dept. of Electrical Engineering, Linköping UniversityAbstract 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.https://doi.org/10.1038/s41598-017-01846-6
collection DOAJ
language English
format Article
sources DOAJ
author Gustav Lindmark
Claudio Altafini
spellingShingle Gustav Lindmark
Claudio Altafini
Controllability of complex networks with unilateral inputs
Scientific Reports
author_facet Gustav Lindmark
Claudio Altafini
author_sort Gustav Lindmark
title Controllability of complex networks with unilateral inputs
title_short Controllability of complex networks with unilateral inputs
title_full Controllability of complex networks with unilateral inputs
title_fullStr Controllability of complex networks with unilateral inputs
title_full_unstemmed Controllability of complex networks with unilateral inputs
title_sort controllability of complex networks with unilateral inputs
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2017-05-01
description 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.
url https://doi.org/10.1038/s41598-017-01846-6
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