Skip to main content
Erschienen in: Microsystem Technologies 3/2018

24.08.2017 | Technical Paper

Robust parameter design for a compliant microgripper based on hybrid Taguchi-differential evolution algorithm

verfasst von: Thanh-Phong Dao, Shyh-Chour Huang, Ngoc Le Chau

Erschienen in: Microsystem Technologies | Ausgabe 3/2018

Einloggen

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

search-config
loading …

Abstract

This paper proposes a new approach to robust optimal parameter design for a compliant microgripper in order to enhance its qualities. Hybridization of Taguchi method with differential evolution algorithm (HTDE) is integrated to optimize the displacement and frequency, simultaneously. Firstly, the Taguchi L 27 (313) orthogonal array is used to establish the experimental layout. Based on the signal to noise (S/N) ratios and analysis of variance, the search spaces of design variables are refined. Secondly, to achieve the accurate optimal results, the mathematical equation is developed based on a normalized S/N ratios to determine the weight factor for the displacement and frequency. Thirdly, the refined design space is optimized using the HTDE. The results showed that the proposed HTDE outperforms the other methods such as AEDE, TGRA, TGA, PSOGSA, and TPSO. The proposed approach can facilitate a robust design process for micro/nano manipulations and technologies.

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!

Literatur
Zurück zum Zitat Bachlaus M, Pandey MK, Mahajan C, Shankar R, Tiwari MK (2008) Designing an integrated multi-echelon agile supply chain network: a hybrid Taguchi-particle swarm optimization approach. J Intell Manuf 19(6):747–761. doi:10.1007/s10845-008-0125-1 CrossRef Bachlaus M, Pandey MK, Mahajan C, Shankar R, Tiwari MK (2008) Designing an integrated multi-echelon agile supply chain network: a hybrid Taguchi-particle swarm optimization approach. J Intell Manuf 19(6):747–761. doi:10.​1007/​s10845-008-0125-1 CrossRef
Zurück zum Zitat Björkman M, Holmström K (1999) Global optimization using direct algorithm in matlab. doi:10.1.1.71.6135 Björkman M, Holmström K (1999) Global optimization using direct algorithm in matlab. doi:10.1.1.71.6135
Zurück zum Zitat Dao TP, Huang SC (2015a) Design, fabrication, and predictive model of a 1-DOF translational, flexible bearing for high precision mechanism. Trans Can Soc Mech Eng 39(3):419–429 Dao TP, Huang SC (2015a) Design, fabrication, and predictive model of a 1-DOF translational, flexible bearing for high precision mechanism. Trans Can Soc Mech Eng 39(3):419–429
Zurück zum Zitat Dao TP, Huang SC (2015b) Robust design for a flexible bearing with 1-DOF translation using the Taguchi method and the utility concept. J Mech Sci Tech 29(8):3309–3320CrossRef Dao TP, Huang SC (2015b) Robust design for a flexible bearing with 1-DOF translation using the Taguchi method and the utility concept. J Mech Sci Tech 29(8):3309–3320CrossRef
Zurück zum Zitat Dao TP, Huang SC (2016) Design and analysis of a compliant micro-positioning platform with embedded strain gauges and viscoelastic damper. Microsyst Technol. doi:10.1007/s00542-016-3048-3 Dao TP, Huang SC (2016) Design and analysis of a compliant micro-positioning platform with embedded strain gauges and viscoelastic damper. Microsyst Technol. doi:10.​1007/​s00542-016-3048-3
Zurück zum Zitat Datta S, Nandi G, Bandyopadhyay A (2009) Application of entropy measurement technique in grey based Taguchi method for solution of correlated multiple response optimization problems: a case study in welding. J Manuf Syst 28:55–63. doi:10.1016/j.jmsy.2009.08.001 CrossRef Datta S, Nandi G, Bandyopadhyay A (2009) Application of entropy measurement technique in grey based Taguchi method for solution of correlated multiple response optimization problems: a case study in welding. J Manuf Syst 28:55–63. doi:10.​1016/​j.​jmsy.​2009.​08.​001 CrossRef
Zurück zum Zitat Davis L (1991) Handbook of genetic algorithms. doi:10.1016/S0004-3702(98)00016-2 Davis L (1991) Handbook of genetic algorithms. doi:10.1016/S0004-3702(98)00016-2
Zurück zum Zitat Demertzis K, Iliadis L (2016) Adaptive elitist differential evolution extreme learning machines on big data: intelligent recognition of invasive species. In INNS Conf Big Data. doi:10.1007/978-3-319-47898-2_34 Demertzis K, Iliadis L (2016) Adaptive elitist differential evolution extreme learning machines on big data: intelligent recognition of invasive species. In INNS Conf Big Data. doi:10.​1007/​978-3-319-47898-2_​34
Zurück zum Zitat Gao L, Zhou Y, Li X, Pan Q, Yi W (2015) Multi-objective optimization based reverse strategy with differential evolution algorithm for constrained optimization problems. Expert Syst Appl 42(14):5976–5987. doi:10.1016/j.eswa.2015.03.016 CrossRef Gao L, Zhou Y, Li X, Pan Q, Yi W (2015) Multi-objective optimization based reverse strategy with differential evolution algorithm for constrained optimization problems. Expert Syst Appl 42(14):5976–5987. doi:10.​1016/​j.​eswa.​2015.​03.​016 CrossRef
Zurück zum Zitat Howell LL (2001) Compliant mechanisms. Wiley, New York, USA Howell LL (2001) Compliant mechanisms. Wiley, New York, USA
Zurück zum Zitat Huang SC, Dao TP (2016) Design and computational optimization of a flexure-based XY positioning platform using FEA-based response surface methodology. Int J Precis Eng Manuf 17(8):1035–1048. doi:10.1007/s12541-016-0126-5 CrossRef Huang SC, Dao TP (2016) Design and computational optimization of a flexure-based XY positioning platform using FEA-based response surface methodology. Int J Precis Eng Manuf 17(8):1035–1048. doi:10.​1007/​s12541-016-0126-5 CrossRef
Zurück zum Zitat Kennedy J (2011) Particle swarm optimization, encyclopedia of machine learning. Springer US, pp 760–766. doi:10.1007/978-0-387-30164-8_630 Kennedy J (2011) Particle swarm optimization, encyclopedia of machine learning. Springer US, pp 760–766. doi:10.1007/978-0-387-30164-8_630
Zurück zum Zitat Roy RK (1990) A primer on the Taguchi method. Van Nostrand Reinhold, New YorkMATH Roy RK (1990) A primer on the Taguchi method. Van Nostrand Reinhold, New YorkMATH
Zurück zum Zitat Storn R, Price K (1995) Differential evolution-A simple and efficient adaptive scheme for global optimization over continuous spaces, technical report. Int Comput Sci Inst. doi:10.1.1.1.9696 Storn R, Price K (1995) Differential evolution-A simple and efficient adaptive scheme for global optimization over continuous spaces, technical report. Int Comput Sci Inst. doi:10.1.1.1.9696
Zurück zum Zitat Xu QS (2012) Design and development of a flexure-based dual-stage nanopositioning system with minimum interference behavior. Automation Science and Engineering. Trans IEEE 9:554–563. doi:10.1109/TASE.2012.2198918 Xu QS (2012) Design and development of a flexure-based dual-stage nanopositioning system with minimum interference behavior. Automation Science and Engineering. Trans IEEE 9:554–563. doi:10.​1109/​TASE.​2012.​2198918
Zurück zum Zitat Zienkiewicz OC, Campbell JS (1973) Shape optimization and sequential linear programming. Optimum structural design. 109–126 Zienkiewicz OC, Campbell JS (1973) Shape optimization and sequential linear programming. Optimum structural design. 109–126
Metadaten
Titel
Robust parameter design for a compliant microgripper based on hybrid Taguchi-differential evolution algorithm
verfasst von
Thanh-Phong Dao
Shyh-Chour Huang
Ngoc Le Chau
Publikationsdatum
24.08.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Microsystem Technologies / Ausgabe 3/2018
Print ISSN: 0946-7076
Elektronische ISSN: 1432-1858
DOI
https://doi.org/10.1007/s00542-017-3534-2

Weitere Artikel der Ausgabe 3/2018

Microsystem Technologies 3/2018 Zur Ausgabe