Exact Controllability of Complex Networks
arXiv:1310.5806 · doi:10.1038/ncomms3447
Abstract
Controlling complex networks is of paramount importance in science and engineering. Despite the recent development of structural-controllability theory, we continue to lack a framework to control undirected complex networks, especially given link weights. Here we introduce an exact-controllability paradigm based on the maximum multiplicity to identify the minimum set of driver nodes required to achieve full control of networks with arbitrary structures and link-weight distributions. The framework reproduces the structural controllability of directed networks characterized by structural matrices. We explore the controllability of a large number of real and model networks, finding that dense networks with identical weights are difficult to be controlled. An efficient and accurate tool is offered to assess the controllability of large sparse and dense networks. The exact-controllability framework enables a comprehensive understanding of the impact of network properties on controllability, a fundamental problem towards our ultimate control of complex systems.
19 pages, 3 figures, 3 tables
References in corpus (14)
- Statistical mechanics of complex networks
- The structure and function of complex networks
- Community detection in graphs
- Fast algorithm for detecting community structure in networks
- Uncovering the overlapping community structure of complex networks in nature and society
- Lethality and centrality in protein networks
- Hierarchical group dynamics in pigeon flocks
- Pinning-controllability of complex networks
- Controlling edge dynamics in complex networks
- Controlling complex networks: How much energy is needed?
- Control centrality and hierarchical structure in complex networks
- The number of matchings in random graphs
- How Ordinary Elimination Became Gaussian Elimination
- Maximum matching on random graphs
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