Learning Optimal Control of Synchronization in Networks of Coupled Oscillators using Genetic Programming-based Symbolic Regression

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@Unpublished{gout2016,

• author = "Julien Gout and Markus Quade and Kamran Shafi and Robert K. Niven and Markus Abel",
• title = "Learning Optimal Control of Synchronization in Networks of Coupled Oscillators using Genetic Programming-based Symbolic Regression",
• howpublished = "arXiv:1612.05276",
• year = "2016",
• month = "15 " # dec,
• note = "Submitted to nonlinear dynamics",
• keywords = "genetic algorithms, genetic programming",
• bibdate = "2017-06-07",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/journals/corr/corr1612.html#GoutQSNA16",
• URL = "http://arxiv.org/abs/1612.05276",
• size = "44 pages",
• abstract = "Networks of coupled dynamical systems provide a powerful way to model systems with enormously complex dynamics, such as the human brain. Control of synchronization in such networked systems has far reaching applications in many domains, including engineering and medicine. In this paper, we formulate the synchronization control in dynamical systems as an optimisation problem and present a multi-objective genetic programming-based approach to infer optimal control functions that drive the system from a synchronized to a non-synchronized state and vice-versa. The genetic programming-based controller allows learning optimal control functions in an interpretable symbolic form. The effectiveness of the proposed approach is demonstrated in controlling synchronization in coupled oscillator systems linked in networks of increasing order complexity, ranging from a simple coupled oscillator system to a hierarchical network of coupled oscillators. The results show that the proposed method can learn highly-effective and interpretable control functions for such systems.",
• notes = "Also known as \cite{journals/corr/GoutQSNA16}",

}

Genetic Programming entries for Julien Gout Markus Quade Kamran Shafi Robert K Niven Markus W Abel

Citations