Skip to main content
Top
Published in: Artificial Life and Robotics 1/2017

19-09-2016 | Original Article

Trajectory planning for a manipulator with nonlinear Coulomb friction using a dynamically incremental genetic algorithm

Author: Yoshio Yokose

Published in: Artificial Life and Robotics | Issue 1/2017

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Global warming and environmental destruction are caused in part by the mass consumption of energy by industries that use robotic manipulators. Hence, there is a need to minimize the energy used for manipulator control systems. It is relatively easy to analytically obtain an optimal solution for a linear system. However, a multi-link manipulator is governed by a nonlinear dynamical equation that is difficult to solve as a two-point boundary value problem. Here, the manipulator angles are approximated by Taylor and Fourier series, whose coefficients are sought by a genetic algorithm (GA) to optimize the objective function subject to the boundary conditions. A search method is proposed for planning the trajectory of a manipulator with nonlinear friction and geometrical constraints.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Abe A, Sasamori K (2010) Optimal trajectory planning for a flexible manipulator. Trans Soc Instrum Control Eng 46(2):130–132CrossRef Abe A, Sasamori K (2010) Optimal trajectory planning for a flexible manipulator. Trans Soc Instrum Control Eng 46(2):130–132CrossRef
2.
go back to reference Harada K (2014) Optimization in robot motion planing. J Robot Soc Jpn 32(6):508–511CrossRef Harada K (2014) Optimization in robot motion planing. J Robot Soc Jpn 32(6):508–511CrossRef
3.
go back to reference Abe A, Nemoto S (2012) An Energy saving feedforward control technique for a 2-DOF flexible manipulator. Trans Jpn Soc Mech Eng C 78(789):1325–1337CrossRef Abe A, Nemoto S (2012) An Energy saving feedforward control technique for a 2-DOF flexible manipulator. Trans Jpn Soc Mech Eng C 78(789):1325–1337CrossRef
4.
go back to reference Sato A, Sato O, Kono M, Kai K (2003) Trajectory for Saving Energy of Direct-Drive Manipulator with Two Degree of Freedom in FTP Motion under Gravity. The Japan Society for Precision Engineering 69(9):1281–1285CrossRef Sato A, Sato O, Kono M, Kai K (2003) Trajectory for Saving Energy of Direct-Drive Manipulator with Two Degree of Freedom in FTP Motion under Gravity. The Japan Society for Precision Engineering 69(9):1281–1285CrossRef
5.
go back to reference Izumi T (2000) Path planning for saving energy of a manipulator in PTP motions. J Robot Soc Jpn 18(7):972–978CrossRef Izumi T (2000) Path planning for saving energy of a manipulator in PTP motions. J Robot Soc Jpn 18(7):972–978CrossRef
6.
go back to reference Izumi T (1995) Minimization of energy consumption for a manipulator with nonlinear friction in PTP motion. JRSJ 13(8):1179–1185CrossRef Izumi T (1995) Minimization of energy consumption for a manipulator with nonlinear friction in PTP motion. JRSJ 13(8):1179–1185CrossRef
7.
go back to reference Mohammed OA, Uler GF (1997) A hybrid technique for the optimal design of electromagnetic devices using direct search and genetic algorithms. IEEE Trans Magn 33(2):1931–1934CrossRef Mohammed OA, Uler GF (1997) A hybrid technique for the optimal design of electromagnetic devices using direct search and genetic algorithms. IEEE Trans Magn 33(2):1931–1934CrossRef
8.
go back to reference Yokose Y, Izumi T (2003) Application of genetic algorithms for minimizing the consumption energy of a manipulator. In: Proc. of the 8th Int. Symp. on artificial life and robotics, vol. 1, pp 50–53 Yokose Y, Izumi T (2003) Application of genetic algorithms for minimizing the consumption energy of a manipulator. In: Proc. of the 8th Int. Symp. on artificial life and robotics, vol. 1, pp 50–53
Metadata
Title
Trajectory planning for a manipulator with nonlinear Coulomb friction using a dynamically incremental genetic algorithm
Author
Yoshio Yokose
Publication date
19-09-2016
Publisher
Springer Japan
Published in
Artificial Life and Robotics / Issue 1/2017
Print ISSN: 1433-5298
Electronic ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-016-0318-1

Other articles of this Issue 1/2017

Artificial Life and Robotics 1/2017 Go to the issue