Literature DB >> 23757549

A new performance index for the repetitive motion of mobile manipulators.

Lin Xiao, Yunong Zhang.   

Abstract

A mobile manipulator is a robotic device composed of a mobile platform and a stationary manipulator fixed to the platform. To achieve the repetitive motion control of mobile manipulators, the mobile platform and the manipulator have to realize the repetitive motion simultaneously. To do so, a novel quadratic performance index is, for the first time, designed and presented in this paper, of which the effectiveness is analyzed by following a neural dynamics method. Then, a repetitive motion scheme is proposed by combining the criterion, physical constraints, and integrated kinematical equations of mobile manipulators, which is further reformulated as a quadratic programming (QP) subject to equality and bound constraints. In addition, two important Bridge theorems are established to prove that such a QP can be converted equivalently into a linear variational inequality, and then equivalently into a piecewise-linear projection equation (PLPE). A real-time numerical algorithm based on PLPE is thus developed and applied for the online solution of the resultant QP. Two tracking-path tasks demonstrate the effectiveness and accuracy of the repetitive motion scheme. In addition, comparisons between the nonrepetitive and repetitive motion further validate the superiority and novelty of the proposed scheme.

Mesh:

Year:  2014        PMID: 23757549     DOI: 10.1109/TCYB.2013.2253461

Source DB:  PubMed          Journal:  IEEE Trans Cybern        ISSN: 2168-2267            Impact factor:   11.448


  3 in total

1.  A Velocity-Level Bi-Criteria Optimization Scheme for Coordinated Path Tracking of Dual Robot Manipulators Using Recurrent Neural Network.

Authors:  Lin Xiao; Yongsheng Zhang; Bolin Liao; Zhijun Zhang; Lei Ding; Long Jin
Journal:  Front Neurorobot       Date:  2017-09-04       Impact factor: 2.650

2.  An Improved Recurrent Neural Network for Complex-Valued Systems of Linear Equation and Its Application to Robotic Motion Tracking.

Authors:  Lei Ding; Lin Xiao; Bolin Liao; Rongbo Lu; Hua Peng
Journal:  Front Neurorobot       Date:  2017-09-01       Impact factor: 2.650

3.  A novel activation function based recurrent neural networks and their applications on sentiment classification and dynamic problems solving.

Authors:  Qingyi Zhu; Mingtao Tan
Journal:  Front Neurorobot       Date:  2022-09-23       Impact factor: 3.493

  3 in total

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