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• W2921667598 abstract "In this work, inspired in the symbolic dynamic of chaotic systems and using machine learning techniques, a control strategy for complex systems is designed. Unlike the usual methodologies based on modeling, where the control signal is obtained from an approximation of the dynamic rule, here the strategy rest upon an approach of a function, that from the current state of the system, give the necessary perturbation to bring the system closer to a homoclinic orbit that naturally goes to the target. The proposed methodology is data-driven or can be developed in a based-model context and is illustrated with computer simulations of chaotic systems given by discrete maps, ordinary differential equations and coupled maps networks. Results shows the usefulness of the design of control techniques based on machine learning and numerical approach of homoclinic orbits." @default.
• W2921667598 created "2019-03-22" @default.
• W2921667598 creator A5013686414 @default.
• W2921667598 date "2019-03-12" @default.
• W2921667598 modified "2023-09-27" @default.
• W2921667598 title "A machine learning based control of complex systems" @default.
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• W2921667598 hasPublicationYear "2019" @default.
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