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Erschienen in: Neural Computing and Applications 12/2017

18.04.2016 | Original Article

Dynamical balance optimization and control of biped robots in double-support phase under perturbing external forces

verfasst von: Liyang Wang, Yongyong Ge, Ming Chen, Yongqing Fan

Erschienen in: Neural Computing and Applications | Ausgabe 12/2017

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Abstract

To realize the dynamic balance optimization and control of biped robots under the perturbing external forces in the double-support phase, a systematic scheme is proposed in this paper. First, a constrained dynamic model of biped robots and a reduced order dynamical model for the double-support phase are formulated. Considering the dynamic external wrench applied on biped robots, we present a dynamic force distribution approach based on quadratic objective function for computing the optimal contact forces to equilibrate the dynamic external wrench. As a result, the sum of the normal force components is minimized for enhancing safety and energy saving. Then, one primary recurrent neural network (RNN) is adopted to solve the optimization problem subject to both equality and inequality constraints. For the derived optimized contact force and motion, hybrid motion/force control is proposed based on another RNN to approximate unknown dynamic functions. Adaptive learning algorithms for learning the parameters of the RNN are provided as well. The proposed control can deal with the uncertainties including approximation errors and external disturbances. Extensive simulations are presented to demonstrate the effectiveness of the proposed optimization and control approach.

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Metadaten
Titel
Dynamical balance optimization and control of biped robots in double-support phase under perturbing external forces
verfasst von
Liyang Wang
Yongyong Ge
Ming Chen
Yongqing Fan
Publikationsdatum
18.04.2016
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe 12/2017
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-016-2316-6

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