TY - JOUR
T1 - Modeling complex systems with adaptive networks
AU - Sayama, Hiroki
AU - Pestov, Irene
AU - Schmidt, Jeffrey
AU - Bush, Benjamin James
AU - Wong, Chun
AU - Yamanoi, Junichi
AU - Gross, Thilo
N1 - Funding Information:
This material is based upon work supported by the US National Science Foundation under Grant No. 1027752 . The development of OpNetSim was supported by the Canadian Government contract W7714-125419.
PY - 2013
Y1 - 2013
N2 - Adaptive networks are a novel class of dynamical networks whose topologies and states coevolve. Many real-world complex systems can be modeled as adaptive networks, including social networks, transportation networks, neural networks and biological networks. In this paper, we introduce fundamental concepts and unique properties of adaptive networks through a brief, non-comprehensive review of recent literature on mathematical/computational modeling and analysis of such networks. We also report our recent work on several applications of computational adaptive network modeling and analysis to real-world problems, including temporal development of search and rescue operational networks, automated rule discovery from empirical network evolution data, and cultural integration in corporate merger.
AB - Adaptive networks are a novel class of dynamical networks whose topologies and states coevolve. Many real-world complex systems can be modeled as adaptive networks, including social networks, transportation networks, neural networks and biological networks. In this paper, we introduce fundamental concepts and unique properties of adaptive networks through a brief, non-comprehensive review of recent literature on mathematical/computational modeling and analysis of such networks. We also report our recent work on several applications of computational adaptive network modeling and analysis to real-world problems, including temporal development of search and rescue operational networks, automated rule discovery from empirical network evolution data, and cultural integration in corporate merger.
KW - Adaptive networks
KW - Complex networks
KW - Complex systems
KW - Dynamics
KW - Generative network automata
KW - State-topology coevolution
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U2 - 10.1016/j.camwa.2012.12.005
DO - 10.1016/j.camwa.2012.12.005
M3 - Article
AN - SCOPUS:84878602126
SN - 0898-1221
VL - 65
SP - 1645
EP - 1664
JO - Computers and Mathematics with Applications
JF - Computers and Mathematics with Applications
IS - 10
ER -