Fractional order dynamics in a GA planner

This work addresses the signal propagation and the fractional-order dynamics during, the evolution of a genetic algorithm (GA), for generating a robot manipulator trajectory. The GA objective is to minimize the trajectory space/time ripple without exceeding the torque requirements. In order to inves...

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Detalhes bibliográficos
Autor principal: Pires, E. J. Solteiro (author)
Outros Autores: Tenreiro Machado, J. A. (author), Oliveira, P. B. de Moura (author)
Formato: article
Idioma:eng
Publicado em: 2003
Assuntos:
Texto completo:http://hdl.handle.net/10400.22/13507
País:Portugal
Oai:oai:recipp.ipp.pt:10400.22/13507
Descrição
Resumo:This work addresses the signal propagation and the fractional-order dynamics during, the evolution of a genetic algorithm (GA), for generating a robot manipulator trajectory. The GA objective is to minimize the trajectory space/time ripple without exceeding the torque requirements. In order to investigate the phenomena involved in the GA population evolution, the mutation is exposed to excitation perturbations and the corresponding fitness variations are evaluated. The chaos-like noise and the input/output signals are studied revealing a fractional-order dynamics, characteristic of a long-term system memory.