Skip to main content
Erschienen in: Journal of Intelligent Manufacturing 6/2014

01.12.2014

Multi-objective optimal design of small scale resistance spot welding process with principal component analysis and response surface methodology

verfasst von: Dawei Zhao, Yuanxun Wang, Suning Sheng, Zongguo Lin

Erschienen in: Journal of Intelligent Manufacturing | Ausgabe 6/2014

Einloggen

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

search-config
loading …

Abstract

This paper investigates the effects of welding parameters on the welding quality and optimizes them in the small scale resistance spot welding (SSRSW) process. Experiments are carried out on the basis of response surface methodology technique with different levels of welding parameters of spot welded titanium alloy sheets. Multiple quality characteristics, namely signal-to-noise (S/N) ratios of weld nugget diameter, penetration rate, tensile shear load and the failure energy, are converted into an independent quality index using principal component analysis. The mathematical model correlating process parameters and their interactions with the welding quality is established and discussed. And then this model is used to select the optimum process parameters to obtain the desired welding quality. The verification test results demonstrate that the method presented in this paper to optimize the welding parameters and enhance the welding performance is effective and feasible in the SSRSW process.

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 Aghaei, J., Ara, A. L., & Shabani, M. (2012). Fuzzy multi-objective optimal power flow considering UPFC. International Journal of Innovative Computing, Information and Control, 8, 1155–1166. Aghaei, J., Ara, A. L., & Shabani, M. (2012). Fuzzy multi-objective optimal power flow considering UPFC. International Journal of Innovative Computing, Information and Control, 8, 1155–1166.
Zurück zum Zitat Antony, J. (2000). Multi-response optimization in industrial experiments using Taguchi’s quality loss function and principal component analysis. Quality and Reliability Engineering International, 16, 3–8.CrossRef Antony, J. (2000). Multi-response optimization in industrial experiments using Taguchi’s quality loss function and principal component analysis. Quality and Reliability Engineering International, 16, 3–8.CrossRef
Zurück zum Zitat Antony, J. (2001). Simultaneous optimization of multiple quality characteristics in manufacturing processes using Taguchi’s Quality Loss Function. International Journal of Advanced Manufacturing Technology, 17, 134–138.CrossRef Antony, J. (2001). Simultaneous optimization of multiple quality characteristics in manufacturing processes using Taguchi’s Quality Loss Function. International Journal of Advanced Manufacturing Technology, 17, 134–138.CrossRef
Zurück zum Zitat Aslan, N., & Cebeci, Y. (2007). Application of Box–Behnken design and response surface methodology for modeling of some Turkish coals. Fuel, 86, 90–97.CrossRef Aslan, N., & Cebeci, Y. (2007). Application of Box–Behnken design and response surface methodology for modeling of some Turkish coals. Fuel, 86, 90–97.CrossRef
Zurück zum Zitat Aslanlar, S. (2006). The effect of nucleus size on mechanical properties in electrical resistance spot welding of sheets used in automotive industry. Materials & Design, 27, 125–131.CrossRef Aslanlar, S. (2006). The effect of nucleus size on mechanical properties in electrical resistance spot welding of sheets used in automotive industry. Materials & Design, 27, 125–131.CrossRef
Zurück zum Zitat Bai, R., & Chai, T. (2012). Hybrid intelligent optimal-setting control with multi-objectives of the raw slurry blending process in the alumina production. International Journal of Innovative Computing, Information and Control, 8, 1251–1262. Bai, R., & Chai, T. (2012). Hybrid intelligent optimal-setting control with multi-objectives of the raw slurry blending process in the alumina production. International Journal of Innovative Computing, Information and Control, 8, 1251–1262.
Zurück zum Zitat Beal, V. E., Erasenthiran, P., Hopkinson, N., Dickens, P., & Ahrens, C. H. (2006). Optimization of processing parameters in laser fused H13/Cu materials using response surface method (RSM). Journal of Materials Processing Technology, 174, 145–154.CrossRef Beal, V. E., Erasenthiran, P., Hopkinson, N., Dickens, P., & Ahrens, C. H. (2006). Optimization of processing parameters in laser fused H13/Cu materials using response surface method (RSM). Journal of Materials Processing Technology, 174, 145–154.CrossRef
Zurück zum Zitat Chen, Y. C., Tseng, K. H., & Cheng, Y. S. (2012). Electrode displacement and dynamic resistance during small-scale resistance spot welding. Advanced Science Letters, 11, 72–79.CrossRef Chen, Y. C., Tseng, K. H., & Cheng, Y. S. (2012). Electrode displacement and dynamic resistance during small-scale resistance spot welding. Advanced Science Letters, 11, 72–79.CrossRef
Zurück zum Zitat Cui, C., Hu, B. M., Zhao, L., & Liu, S. (2011). Titanium alloy production technology, market prospects and industry development. Materials & Design, 32, 1684–1691.CrossRef Cui, C., Hu, B. M., Zhao, L., & Liu, S. (2011). Titanium alloy production technology, market prospects and industry development. Materials & Design, 32, 1684–1691.CrossRef
Zurück zum Zitat Darwish, S. M., & Al-Dekhial, S. D. (1999). Statistical models for spot welding of commercial aluminum sheets. International Journal of Machine Tools and Manufacture, 39, 1589–1610.CrossRef Darwish, S. M., & Al-Dekhial, S. D. (1999). Statistical models for spot welding of commercial aluminum sheets. International Journal of Machine Tools and Manufacture, 39, 1589–1610.CrossRef
Zurück zum Zitat Ding, L., Tan, J., Wei, Z., Chen, W., & Gao, Z. (2011). Multi-objective performance design of injection molding machine via a new multi-objective optimization algorithm. International Journal of Innovative Computing, Information and Control, 7, 3939–3950. Ding, L., Tan, J., Wei, Z., Chen, W., & Gao, Z. (2011). Multi-objective performance design of injection molding machine via a new multi-objective optimization algorithm. International Journal of Innovative Computing, Information and Control, 7, 3939–3950.
Zurück zum Zitat Dong, S. J., Kelkar, G. P., & Zhou, Y. (2002). Electrode sticking during micro-resistance welding of thin metal sheets. IEEE Transactions on Electronics Packaging Manufacturing, 25, 355–361.CrossRef Dong, S. J., Kelkar, G. P., & Zhou, Y. (2002). Electrode sticking during micro-resistance welding of thin metal sheets. IEEE Transactions on Electronics Packaging Manufacturing, 25, 355–361.CrossRef
Zurück zum Zitat Dubey, A. K., & Yadava, V. (2008). Robust parameter design and multi-objective optimization of laser beam cutting for aluminium alloy sheet. The International Journal of Advanced Manufacturing Technology, 38, 268–277.CrossRef Dubey, A. K., & Yadava, V. (2008). Robust parameter design and multi-objective optimization of laser beam cutting for aluminium alloy sheet. The International Journal of Advanced Manufacturing Technology, 38, 268–277.CrossRef
Zurück zum Zitat Ely, K. J., & Zhou, Y. (2001). Microresistance spot welding of Kovar, steel, and nickel. Science and Technology of Welding & Joining, 6, 63–72.CrossRef Ely, K. J., & Zhou, Y. (2001). Microresistance spot welding of Kovar, steel, and nickel. Science and Technology of Welding & Joining, 6, 63–72.CrossRef
Zurück zum Zitat Esme, U. (2009). Application of Taguchi method for the optimization of resistance spot welding process. The Arabian Journal for Science and Engineering, 34, 519–528. Esme, U. (2009). Application of Taguchi method for the optimization of resistance spot welding process. The Arabian Journal for Science and Engineering, 34, 519–528.
Zurück zum Zitat Ferreira, S. L. C., Bruns, R. E., Ferreira, H. S., Matos, G. D., David, J. M., Brandao, G. C., et al. (2007). Box-Behnken design: An alternative for the optimization of analytical methods. Analytica Chimica Acta, 597, 179–186.CrossRef Ferreira, S. L. C., Bruns, R. E., Ferreira, H. S., Matos, G. D., David, J. M., Brandao, G. C., et al. (2007). Box-Behnken design: An alternative for the optimization of analytical methods. Analytica Chimica Acta, 597, 179–186.CrossRef
Zurück zum Zitat Fukumoto, S., Fujiwara, K., Toji, S., & Yamamoto, A. (2008). Small-scale resistance spot welding of austenitic stainless steels. Materials Science and Engineering A, 492, 243–249.CrossRef Fukumoto, S., Fujiwara, K., Toji, S., & Yamamoto, A. (2008). Small-scale resistance spot welding of austenitic stainless steels. Materials Science and Engineering A, 492, 243–249.CrossRef
Zurück zum Zitat Fung, H. C., & Kang, P. C. (2005). Multi-response optimization in friction properties of PBT composites using Taguchi method and principal component analysis. Journal of Materials Processing Technology, 170, 602–610.CrossRef Fung, H. C., & Kang, P. C. (2005). Multi-response optimization in friction properties of PBT composites using Taguchi method and principal component analysis. Journal of Materials Processing Technology, 170, 602–610.CrossRef
Zurück zum Zitat Hameed, B. H., Lai, L. F., & Chin, L. H. (2009). Production of biodiesel from palm oil (Elaeis guineensis) using heterogeneous catalyst: An optimized process. Fuel Processing Technology, 90, 606–610.CrossRef Hameed, B. H., Lai, L. F., & Chin, L. H. (2009). Production of biodiesel from palm oil (Elaeis guineensis) using heterogeneous catalyst: An optimized process. Fuel Processing Technology, 90, 606–610.CrossRef
Zurück zum Zitat Hernandez, V. H. B., Kuntz, M. L., Khan, M. I., & Zhou, Y. (2008). Influence of microstructure and weld size on the mechanical behavior of dissimilar AHSS resistance spot welds. Science and Technology of Welding and Joining, 13, 769–776.CrossRef Hernandez, V. H. B., Kuntz, M. L., Khan, M. I., & Zhou, Y. (2008). Influence of microstructure and weld size on the mechanical behavior of dissimilar AHSS resistance spot welds. Science and Technology of Welding and Joining, 13, 769–776.CrossRef
Zurück zum Zitat Islam, M. A., Sakkas, V., & Albanis, T. A. (2009). Application of statistical design of experiment with desirability function for the removal of organophosphorus pesticide from aqueous solution by low-cost material. Journal of Hazardous Materials, 170, 230–238.CrossRef Islam, M. A., Sakkas, V., & Albanis, T. A. (2009). Application of statistical design of experiment with desirability function for the removal of organophosphorus pesticide from aqueous solution by low-cost material. Journal of Hazardous Materials, 170, 230–238.CrossRef
Zurück zum Zitat Kaiser, J. G., Dunn, G. J., & Eagar, T. W. (1982). Effect of electrical resistance on nugget formation during spot welding. Welding Journal, 62, 167s–174s. Kaiser, J. G., Dunn, G. J., & Eagar, T. W. (1982). Effect of electrical resistance on nugget formation during spot welding. Welding Journal, 62, 167s–174s.
Zurück zum Zitat Karthikeyan, R., & Balasubramanian, V. (2010). Predict ions of the optimized friction stir spot welding process parameters for joining AA2024 aluminum alloy using RSM. International Journal of Advanced Manufacturing Technology, 51, 173–183.CrossRef Karthikeyan, R., & Balasubramanian, V. (2010). Predict ions of the optimized friction stir spot welding process parameters for joining AA2024 aluminum alloy using RSM. International Journal of Advanced Manufacturing Technology, 51, 173–183.CrossRef
Zurück zum Zitat Kaya, Y., & Kahraman, N. (2012). The effects of electrode force, welding current and welding time on the resistance spot weldability of pure titanium. International Journal of Advanced Manufacturing Technology, 60, 127–134.CrossRef Kaya, Y., & Kahraman, N. (2012). The effects of electrode force, welding current and welding time on the resistance spot weldability of pure titanium. International Journal of Advanced Manufacturing Technology, 60, 127–134.CrossRef
Zurück zum Zitat Khan, F., Dwivedi, M. D., & Sharma, S. (2012). Development of response surface model for tensile shear strength of weld-bonds of aluminium alloy 6061 T651. Materials & Design, 34, 673–678.CrossRef Khan, F., Dwivedi, M. D., & Sharma, S. (2012). Development of response surface model for tensile shear strength of weld-bonds of aluminium alloy 6061 T651. Materials & Design, 34, 673–678.CrossRef
Zurück zum Zitat Kim, T., Park, H., & Rhee, S. (2005). Optimization of welding parameters for resistance spot welding of TRIP steel with response surface methodology. International Journal of Production Research, 43, 4643–4657.CrossRef Kim, T., Park, H., & Rhee, S. (2005). Optimization of welding parameters for resistance spot welding of TRIP steel with response surface methodology. International Journal of Production Research, 43, 4643–4657.CrossRef
Zurück zum Zitat Lai, X. M., Luo, A. H., Zhang, Y. S., & Chen, G. L. (2009). Optimal design of electrode cooling system for resistance spot welding with the response surface method. International Journal of Advanced Manufacturing Technology, 41, 226–233.CrossRef Lai, X. M., Luo, A. H., Zhang, Y. S., & Chen, G. L. (2009). Optimal design of electrode cooling system for resistance spot welding with the response surface method. International Journal of Advanced Manufacturing Technology, 41, 226–233.CrossRef
Zurück zum Zitat Lakshiminarayanan, A. K., & Balasubramanian, V. (2009). Comparison of RSM with ANN in predicting tensile strength of friction stir welded AA7039 aluminum alloy joints. Transactions of Nonferrous Metals Society of China, 19, 9–18.CrossRef Lakshiminarayanan, A. K., & Balasubramanian, V. (2009). Comparison of RSM with ANN in predicting tensile strength of friction stir welded AA7039 aluminum alloy joints. Transactions of Nonferrous Metals Society of China, 19, 9–18.CrossRef
Zurück zum Zitat Loghmanian, S. M. R., Yusof, R., Khalid, M., & Ismail, F. S. (2012). Polynomial NARX model structure optimization using multi-objective genetic algorithm. International Journal of Innovative Computing, Information and Control, 8, 7341–7362. Loghmanian, S. M. R., Yusof, R., Khalid, M., & Ismail, F. S. (2012). Polynomial NARX model structure optimization using multi-objective genetic algorithm. International Journal of Innovative Computing, Information and Control, 8, 7341–7362.
Zurück zum Zitat Muhammad, N., Manurung, Y. H. P., Jaafar, R., Abas, S. K., Tham, G., & Haruman, E. (2012). Model development for quality features of resistance spot welding using multi-objective Taguchi method and response surface methodology. Journal of Intelligent Manufacturing. doi:10.1007/s10845-012-0648-3 Muhammad, N., Manurung, Y. H. P., Jaafar, R., Abas, S. K., Tham, G., & Haruman, E. (2012). Model development for quality features of resistance spot welding using multi-objective Taguchi method and response surface methodology. Journal of Intelligent Manufacturing. doi:10.​1007/​s10845-012-0648-3
Zurück zum Zitat Muthukumar, M., Mohan, D., & Rajendran, M. (2003). Optimization of mix proportions of mineral aggregates using Box Behnken design of experiments. Cement & Concrete Composites, 25, 751–758. Muthukumar, M., Mohan, D., & Rajendran, M. (2003). Optimization of mix proportions of mineral aggregates using Box Behnken design of experiments. Cement & Concrete Composites, 25, 751–758.
Zurück zum Zitat Olmez, T. (2009). The optimization of Cr (VI) reduction and removal by electrocoagulation using response surface methodology. Journal of Hazardous Materials, 162, 1371–1378.CrossRef Olmez, T. (2009). The optimization of Cr (VI) reduction and removal by electrocoagulation using response surface methodology. Journal of Hazardous Materials, 162, 1371–1378.CrossRef
Zurück zum Zitat Raissi, S., & Farsani, R. E. (2009). Statistical process optimization through multi-response surface methodology. World Academy of Science, Engineering and Technology, 51, 267–271. Raissi, S., & Farsani, R. E. (2009). Statistical process optimization through multi-response surface methodology. World Academy of Science, Engineering and Technology, 51, 267–271.
Zurück zum Zitat Rani, M. R., Selamat, H., Zamzuri, H., & Ibrahim, Z. (2012). Multi-objective optimization for PID controller tuning using the global ranking genetic algorithm. International Journal of Innovative Computing, Information and Control, 8, 269–284. Rani, M. R., Selamat, H., Zamzuri, H., & Ibrahim, Z. (2012). Multi-objective optimization for PID controller tuning using the global ranking genetic algorithm. International Journal of Innovative Computing, Information and Control, 8, 269–284.
Zurück zum Zitat Rowlands, H., & Antony, J. (2003). Application of design of experiments to a spot welding process. Assembly Automation, 23, 273–279.CrossRef Rowlands, H., & Antony, J. (2003). Application of design of experiments to a spot welding process. Assembly Automation, 23, 273–279.CrossRef
Zurück zum Zitat Saresh, N., Pillai, M. G., & Mathew, J. (2007). Investigations into the effects of electron beam welding on thick Ti-6Al-4V titanium alloy. Journal of Materials Processing Technology, 192–93, 83–88.CrossRef Saresh, N., Pillai, M. G., & Mathew, J. (2007). Investigations into the effects of electron beam welding on thick Ti-6Al-4V titanium alloy. Journal of Materials Processing Technology, 192–93, 83–88.CrossRef
Zurück zum Zitat Senkara, J., Zhang, H., & Hu, S. J. (2004). Expulsion prediction in resistance spot welding. Welding Journal, 83, 123s–132s. Senkara, J., Zhang, H., & Hu, S. J. (2004). Expulsion prediction in resistance spot welding. Welding Journal, 83, 123s–132s.
Zurück zum Zitat Siddiquee, A. N., Khan, Z. A., & Mallick, Z. (2010). Grey relational analysis coupled with principal component analysis for optimization design of the process parameters in in-feed centreless cylindrical grinding. International Journal of Advanced Manufacturing Technology, 46, 983–992. Siddiquee, A. N., Khan, Z. A., & Mallick, Z. (2010). Grey relational analysis coupled with principal component analysis for optimization design of the process parameters in in-feed centreless cylindrical grinding. International Journal of Advanced Manufacturing Technology, 46, 983–992.
Zurück zum Zitat Souza, A. S., Dos Santos, W. N. L., & Ferreira, S. L. C. (2005). Application of Box-Behnken design in the optimization of an on-line pre-concentration system using knotted reactor for cadmium deter-mination by flame atomic absorption spectrometry. Spectrochimica Acta Part B: Atomic Spectroscopy, 60, 737–742.CrossRef Souza, A. S., Dos Santos, W. N. L., & Ferreira, S. L. C. (2005). Application of Box-Behnken design in the optimization of an on-line pre-concentration system using knotted reactor for cadmium deter-mination by flame atomic absorption spectrometry. Spectrochimica Acta Part B: Atomic Spectroscopy, 60, 737–742.CrossRef
Zurück zum Zitat Sun, X., Stephens, E. V., & Khaleel, M. A. (2008). Effects of fusion zone size and failure mode on peak load and energy absorption of advanced high strength steel spot welds under lap shear loading conditions. Engineering Failure Analysis, 15, 356–367.CrossRef Sun, X., Stephens, E. V., & Khaleel, M. A. (2008). Effects of fusion zone size and failure mode on peak load and energy absorption of advanced high strength steel spot welds under lap shear loading conditions. Engineering Failure Analysis, 15, 356–367.CrossRef
Zurück zum Zitat Tan, W., Zhou, Y., Kerr, H. W., & Lawson, S. (2004). A study of dynamic resistance during small scale resistance spot welding of thin Ni sheets. Journal of Physics D: Applied Physics, 37, 1998–2008. Tan, W., Zhou, Y., Kerr, H. W., & Lawson, S. (2004). A study of dynamic resistance during small scale resistance spot welding of thin Ni sheets. Journal of Physics D: Applied Physics, 37, 1998–2008.
Zurück zum Zitat Thakur, A. G., & Nandedkar, V. M. (2010). Application of Taguchi method to determine resistance spot welding conditions of austenitic stainless steel AISI 304. Journal of Scientific & Industrial Research, 69, 680–683. Thakur, A. G., & Nandedkar, V. M. (2010). Application of Taguchi method to determine resistance spot welding conditions of austenitic stainless steel AISI 304. Journal of Scientific & Industrial Research, 69, 680–683.
Zurück zum Zitat Wen, J., Wang, C. S., Xu, G. C., & Zhang, X. Q. (2009). Real time monitoring weld quality of resistance spot welding for stainless steel. ISIJ International, 49, 553–556.CrossRef Wen, J., Wang, C. S., Xu, G. C., & Zhang, X. Q. (2009). Real time monitoring weld quality of resistance spot welding for stainless steel. ISIJ International, 49, 553–556.CrossRef
Zurück zum Zitat Xu, J., & Zhai, T. (2008). The small-scale resistance spot welding of refractory alloy 50Mo-50Re thin sheet. JOM Journal of the Minerals, Metals and Materials society, 60, 80–83.CrossRef Xu, J., & Zhai, T. (2008). The small-scale resistance spot welding of refractory alloy 50Mo-50Re thin sheet. JOM Journal of the Minerals, Metals and Materials society, 60, 80–83.CrossRef
Zurück zum Zitat Zhou, Y., Gorman, P., Tan, W., & Ely, K. J. (2000). Weldability of thin sheet metals during small-scale resistance spot welding using an alternating-current power supply. Journal of Electronic Materials, 29, 1090–1099.CrossRef Zhou, Y., Gorman, P., Tan, W., & Ely, K. J. (2000). Weldability of thin sheet metals during small-scale resistance spot welding using an alternating-current power supply. Journal of Electronic Materials, 29, 1090–1099.CrossRef
Metadaten
Titel
Multi-objective optimal design of small scale resistance spot welding process with principal component analysis and response surface methodology
verfasst von
Dawei Zhao
Yuanxun Wang
Suning Sheng
Zongguo Lin
Publikationsdatum
01.12.2014
Verlag
Springer US
Erschienen in
Journal of Intelligent Manufacturing / Ausgabe 6/2014
Print ISSN: 0956-5515
Elektronische ISSN: 1572-8145
DOI
https://doi.org/10.1007/s10845-013-0733-2

Weitere Artikel der Ausgabe 6/2014

Journal of Intelligent Manufacturing 6/2014 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.