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Artículo

Design and implementation of adaptive NeuralPID for non linear dynamics in mobile robots

Rossomando, Francisco GuidoIcon ; Soria, Carlos MiguelIcon
Fecha de publicación: 04/2015
Editorial: Institute Of Electrical And Electronics Engineers
Revista: IEEE Latin America Transactions
ISSN: 1548-0992
Idioma: Portugues
Tipo de recurso: Artículo publicado
Clasificación temática:
Control Automático y Robótica

Resumen

In this work, it will be reported original results concerning the application of PID Adaptive Neural controller in mobile robot in trajectory tracking control. In this control strategy the exact dynamical model of the robot will not need to be known and identified. To implement this strategy, two controllers are implemented separately: a kinematic controller and an adaptive neural PID controller. The uncertainty and dynamics variations in the robot dynamic are compensated by an adaptive neural PID controller. The resulting adaptive neural PID controller is efficient and robust in the sense that it succeeds to achieve a good tracking performance. The stability of the proposed technique (based on Lyapunov’s theory) was demonstrated. Finally, experiments on a mobile robot have been developed to show the performance of the proposed technique, including the comparison with other controllers.
Palabras clave: Mimo System , Nonlinear Control , Adaptive Control , Neural Network
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info:eu-repo/semantics/openAccess Excepto donde se diga explícitamente, este item se publica bajo la siguiente descripción: Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Unported (CC BY-NC-SA 2.5)
Identificadores
URI: http://hdl.handle.net/11336/8907
DOI: http://dx.doi.org/10.1109/TLA.2015.7106337
URL: http://ieeexplore.ieee.org/document/7106337/
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Articulos(INAUT)
Articulos de INSTITUTO DE AUTOMATICA
Citación
Rossomando, Francisco Guido; Soria, Carlos Miguel; Design and implementation of adaptive NeuralPID for non linear dynamics in mobile robots; Institute Of Electrical And Electronics Engineers; IEEE Latin America Transactions; 13; 4; 4-2015; 913-918
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