Skip to main content
Erschienen in: International Journal of Machine Learning and Cybernetics 6/2016

01.12.2016 | Original Article

Omnidirectional walking using central pattern generator

verfasst von: Karim Moradi, Mohsen Fathian, Saeed Shiry Ghidary

Erschienen in: International Journal of Machine Learning and Cybernetics | Ausgabe 6/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The effective and accurate walking is the biggest challenge for humanoid robot locomotion. In dynamic environments, such as RoboCup competition, not only must the speed of actions be high, but action switching must also be done almost immediately. This paper concentrates on two major behavior actions of humanoid soccer robot; straight walking and turning actions. Matsuoka central pattern generator model is used to generate trajectory actions. Both actions have their own parameters, which are obtained by comprehensive learning particle swarm optimization. By using these two actions and proper switching between them, robot can reach every point in the environment within a reasonable time. This paper tries to highlight the importance of action switching in movement maneuverability and proposes an effective solution for it. As transition from one action to another cannot be done in every posture of robot, the switching is done when robot is in double support phase. In this situation, membrane potential of each neuron has its minimum value and switching does not create big torque. The maximum time required for change action in this model is less than one step of robot. This method has been successfully implemented in rcssserver3d simulation server on NAO humanoid robot.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Weitere Produktempfehlungen anzeigen
Anhänge
Nur mit Berechtigung zugänglich
Literatur
3.
Zurück zum Zitat Wu CL, Chau KW, Li YS (2009) Predicting monthly streamflow using data-driven models coupled with data-preprocessing techniques. Water Resour Res 45:W08432. doi:10.1029/2007WR006737 CrossRef Wu CL, Chau KW, Li YS (2009) Predicting monthly streamflow using data-driven models coupled with data-preprocessing techniques. Water Resour Res 45:W08432. doi:10.​1029/​2007WR006737 CrossRef
4.
5.
7.
Zurück zum Zitat Grélot L, Milano S, Portillo F, Miller D (1993) Respiratory interneurons of the lower cervical (C4–C5) cord: membrane potential changes during fictive coughing, vomiting, and swallowing in the decerebrate cat. Pflügers Archiv Eur J Physiol 425(3):313–320. doi:10.1007/BF00374181 CrossRef Grélot L, Milano S, Portillo F, Miller D (1993) Respiratory interneurons of the lower cervical (C4–C5) cord: membrane potential changes during fictive coughing, vomiting, and swallowing in the decerebrate cat. Pflügers Archiv Eur J Physiol 425(3):313–320. doi:10.​1007/​BF00374181 CrossRef
9.
Zurück zum Zitat Ijspeert AJ, Crespi A (2007) Online trajectory generation in an amphibious snake robot using a lamprey-like central pattern generator model. In: International conference on robotics and automation. IEEE, pp 262–268. doi:10.1109/ROBOT.2007.363797 Ijspeert AJ, Crespi A (2007) Online trajectory generation in an amphibious snake robot using a lamprey-like central pattern generator model. In: International conference on robotics and automation. IEEE, pp 262–268. doi:10.​1109/​ROBOT.​2007.​363797
10.
Zurück zum Zitat Wolff K, Pettersson J, Heralic A, Wahde M (2006) Structural evolution of central pattern generators for bipedal walking in 3D simulation. In: International conference on systems, man and cybernetics. IEEE, pp 227–234. doi:10.1109/ICSMC.2006.384387 Wolff K, Pettersson J, Heralic A, Wahde M (2006) Structural evolution of central pattern generators for bipedal walking in 3D simulation. In: International conference on systems, man and cybernetics. IEEE, pp 227–234. doi:10.​1109/​ICSMC.​2006.​384387
11.
12.
Zurück zum Zitat Kim JJ, Lee JW, Lee JJ (2009) Central pattern generator parameter search for a biped walking robot using nonparametric estimation based particle swarm optimization. Int J Control Autom Syst 7(3):447–457. doi:10.1007/s12555-009-0314-5 CrossRef Kim JJ, Lee JW, Lee JJ (2009) Central pattern generator parameter search for a biped walking robot using nonparametric estimation based particle swarm optimization. Int J Control Autom Syst 7(3):447–457. doi:10.​1007/​s12555-009-0314-5 CrossRef
13.
Zurück zum Zitat Endo G, Nakanishi J, Morimoto J, Cheng G (2005) Experimental studies of a neural oscillator for biped locomotion with QRIO. In: International conference on robotics and automation. IEEE, pp 596–602. doi:10.1109/ROBOT.2005.1570183 Endo G, Nakanishi J, Morimoto J, Cheng G (2005) Experimental studies of a neural oscillator for biped locomotion with QRIO. In: International conference on robotics and automation. IEEE, pp 596–602. doi:10.​1109/​ROBOT.​2005.​1570183
14.
Zurück zum Zitat Endo G, Morimoto J, Nakanishi J, Cheng G (2004) An empirical exploration of a neural oscillator for biped locomotion control. In: International conference on robotics and automation. IEEE, pp 3036–3042. doi:10.1109/ROBOT.2004.1307523 Endo G, Morimoto J, Nakanishi J, Cheng G (2004) An empirical exploration of a neural oscillator for biped locomotion control. In: International conference on robotics and automation. IEEE, pp 3036–3042. doi:10.​1109/​ROBOT.​2004.​1307523
15.
Zurück zum Zitat Zehr EP, Carroll TJ, Chua R, Collins DF, Frigon A, Haridas C, Hundza SR, Thompson AK (2004) Possible contributions of CPG activity to the control of rhythmic human arm movement. Can J Physiol Pharmacol 82(8–9):556–568. doi:10.1139/y04-056 CrossRef Zehr EP, Carroll TJ, Chua R, Collins DF, Frigon A, Haridas C, Hundza SR, Thompson AK (2004) Possible contributions of CPG activity to the control of rhythmic human arm movement. Can J Physiol Pharmacol 82(8–9):556–568. doi:10.​1139/​y04-056 CrossRef
22.
Zurück zum Zitat Yang L, Chew CM, Poo AN, Zielinska T (2006) Adjustable bipedal gait generation using genetic algorithm optimized Fourier series formulation. In: International conference on intelligent robots and systems. IEEE, pp 4435–4440. doi:10.1109/IROS.2006.282077 Yang L, Chew CM, Poo AN, Zielinska T (2006) Adjustable bipedal gait generation using genetic algorithm optimized Fourier series formulation. In: International conference on intelligent robots and systems. IEEE, pp 4435–4440. doi:10.​1109/​IROS.​2006.​282077
26.
Zurück zum Zitat Zaier R (2012) Design of oscillatory neural network for locomotion control of humanoid robots. The future of humanoid robots—research and applications. InTech:41–60. doi:10.5772/25470 Zaier R (2012) Design of oscillatory neural network for locomotion control of humanoid robots. The future of humanoid robots—research and applications. InTech:41–60. doi:10.​5772/​25470
29.
Zurück zum Zitat Gouaillier D, Hugel V, Blazevic P, Kilner C, Monceaux J, Lafourcade P, Marnier B, Serre J, Maisonnier B (2008) The NAO humanoid: a combination of performance and affordability. CoRR abs/0807.3223 Gouaillier D, Hugel V, Blazevic P, Kilner C, Monceaux J, Lafourcade P, Marnier B, Serre J, Maisonnier B (2008) The NAO humanoid: a combination of performance and affordability. CoRR abs/0807.3223
32.
Zurück zum Zitat Vorst P (2006) Readylog agents for the robocup 3d soccer simulation league. RWTH Aachen University Thesis Vorst P (2006) Readylog agents for the robocup 3d soccer simulation league. RWTH Aachen University Thesis
34.
Zurück zum Zitat Ma W, Wang M, Zhu X (2014) Improved particle swarm optimization based approach for bilevel programming problem-an application on supply chain model. Int J Mach Learn Cybern 5(2):281–292. doi:10.1007/s13042-013-0167-3 CrossRef Ma W, Wang M, Zhu X (2014) Improved particle swarm optimization based approach for bilevel programming problem-an application on supply chain model. Int J Mach Learn Cybern 5(2):281–292. doi:10.​1007/​s13042-013-0167-3 CrossRef
37.
Zurück zum Zitat Zhang J, Chau KW (2009) Multilayer Ensemble Pruning via Novel Multi-sub-swarm Particle Swarm Optimization. J Univers Comput Sci 15(4):840–858. doi:10.3217/jucs-015-04-0840 Zhang J, Chau KW (2009) Multilayer Ensemble Pruning via Novel Multi-sub-swarm Particle Swarm Optimization. J Univers Comput Sci 15(4):840–858. doi:10.​3217/​jucs-015-04-0840
Metadaten
Titel
Omnidirectional walking using central pattern generator
verfasst von
Karim Moradi
Mohsen Fathian
Saeed Shiry Ghidary
Publikationsdatum
01.12.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal of Machine Learning and Cybernetics / Ausgabe 6/2016
Print ISSN: 1868-8071
Elektronische ISSN: 1868-808X
DOI
https://doi.org/10.1007/s13042-014-0307-4

Weitere Artikel der Ausgabe 6/2016

International Journal of Machine Learning and Cybernetics 6/2016 Zur Ausgabe

Original Article

Linguistic rough sets

Neuer Inhalt