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Erschienen in: Journal of Intelligent Manufacturing 2/2015

01.04.2015

Copula-based decision support system for quality ranking in the manufacturing of electronically commutated motors

verfasst von: Biljana Mileva Boshkoska, Marko Bohanec, Pavle Boškoski, Ðani Juričić

Erschienen in: Journal of Intelligent Manufacturing | Ausgabe 2/2015

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Abstract

Quality ranking of finished products plays an important role in manufacturing systems. In this paper, we address the problem of quality ranking of electronically commutated (EC) motors by subjecting each finished product to a short measurement session. Based on the features calculated from these measurements, the motor quality is assessed by introducing a novel copula-based decision support system (DSS). The proposed DSS provides a full ranking of EC motors by integrating expert’s preferences and company’s quality standards. This approach overcomes the shortcomings of the traditional regression models, such as partial ranking and inconsistent evaluations with the expert’s expectations. We demonstrate the effectiveness of the proposed DSS on a test batch of 840 EC motors.

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Fußnoten
1
Despite \(A_i\in \mathbb{Z }\), the function \(g(A_1,\ldots ,A_n)\) is defined in \(\mathbb{R }^n\).
 
Literatur
Zurück zum Zitat Al-Harthy, M., Begg, S., & Bratvold, R. B. (2007). Copulas: A new technique to model dependence in petroleum decision making. Journal of Petroleum Science and Engineering, 57(1–2), 195–208.CrossRef Al-Harthy, M., Begg, S., & Bratvold, R. B. (2007). Copulas: A new technique to model dependence in petroleum decision making. Journal of Petroleum Science and Engineering, 57(1–2), 195–208.CrossRef
Zurück zum Zitat Albrecht, P. F., Appiarius, J. C., & Shrama, D. K. (1986). Assessment of the reliability of motors in utility applications. IEEE Transactions of Energy Conversion, EC–1, 39–46.CrossRef Albrecht, P. F., Appiarius, J. C., & Shrama, D. K. (1986). Assessment of the reliability of motors in utility applications. IEEE Transactions of Energy Conversion, EC–1, 39–46.CrossRef
Zurück zum Zitat Antoni, J. (2006). The spectral kurtosis: Application to the vibratory surveillance and diagnostics of rotating machines. Mechanical Systems and Signal Processing, 20, 308–331.CrossRef Antoni, J. (2006). The spectral kurtosis: Application to the vibratory surveillance and diagnostics of rotating machines. Mechanical Systems and Signal Processing, 20, 308–331.CrossRef
Zurück zum Zitat Berg, D., & Aas, K. (2009). Models for construction of multivariate dependance: A comparison study. European Journal of Finance, 15(7–8), 639–659. Berg, D., & Aas, K. (2009). Models for construction of multivariate dependance: A comparison study. European Journal of Finance, 15(7–8), 639–659.
Zurück zum Zitat Bohanec, M. (2012). DEXi: Program for multi-attribute decision making: User’s manual: version 3.04. IJS Report DP-11153, Jožef Stefan Institute, Ljubljana. Bohanec, M. (2012). DEXi: Program for multi-attribute decision making: User’s manual: version 3.04. IJS Report DP-11153, Jožef Stefan Institute, Ljubljana.
Zurück zum Zitat Bohanec, M., Messéan, A., Scatasta, S., Angevin, F., Griffiths, B., Krogh, P. H., et al. (2008). A qualitative multi-attribute model for economic and ecological assessment of genetically modified crops. Ecological Modelling, 215, 247–261.CrossRef Bohanec, M., Messéan, A., Scatasta, S., Angevin, F., Griffiths, B., Krogh, P. H., et al. (2008). A qualitative multi-attribute model for economic and ecological assessment of genetically modified crops. Ecological Modelling, 215, 247–261.CrossRef
Zurück zum Zitat Bohanec, M., & Rajkovič, V. (1990). DEX: An expert system shell for decision support. Sistemica, 1, 145–157. Bohanec, M., & Rajkovič, V. (1990). DEX: An expert system shell for decision support. Sistemica, 1, 145–157.
Zurück zum Zitat Bohanec, M., Urh, B., & Rajkovič, V. (1992). Evaluation of options by combined qualitative and quantitative methods. Acta Psychologica, 80, 67–89.CrossRef Bohanec, M., Urh, B., & Rajkovič, V. (1992). Evaluation of options by combined qualitative and quantitative methods. Acta Psychologica, 80, 67–89.CrossRef
Zurück zum Zitat Bohanec, M., Zupan, B., & Rajkovič, V. (2000). Applications of qualitative multi-attribute decision models in health care. International Journal of Medical Informatics, 58–59, 191–205.CrossRef Bohanec, M., Zupan, B., & Rajkovič, V. (2000). Applications of qualitative multi-attribute decision models in health care. International Journal of Medical Informatics, 58–59, 191–205.CrossRef
Zurück zum Zitat Boškoski, P., Petrovčič, J., Musizza, B., & Juričić, Ð. (2010). Detection of lubrication starved bearings in electrical motors by means of vibration analysis. Tribology International, 43(9), 1683–1692.CrossRef Boškoski, P., Petrovčič, J., Musizza, B., & Juričić, Ð. (2010). Detection of lubrication starved bearings in electrical motors by means of vibration analysis. Tribology International, 43(9), 1683–1692.CrossRef
Zurück zum Zitat Boškoski, P., Petrovčič, J., Musizza, B., & Juričić, Ð. (2011). An end-quality assessment system for electronically commutated motors based on evidential reasoning. Expert Systems with Applications, 38(11), 13,816–13,826. Boškoski, P., Petrovčič, J., Musizza, B., & Juričić, Ð. (2011). An end-quality assessment system for electronically commutated motors based on evidential reasoning. Expert Systems with Applications, 38(11), 13,816–13,826.
Zurück zum Zitat Brent, R. (1993). Algorithms for minimization without derivatives. Englewood Cliffs, NJ: Prentice-Hall. Brent, R. (1993). Algorithms for minimization without derivatives. Englewood Cliffs, NJ: Prentice-Hall.
Zurück zum Zitat Crabtree, C. J. (2010). Survey of commercially available condition monitoring systems for wind turbines. Tech. rep.: Durham University, School of Engineering and Computing Science. Crabtree, C. J. (2010). Survey of commercially available condition monitoring systems for wind turbines. Tech. rep.: Durham University, School of Engineering and Computing Science.
Zurück zum Zitat Didier, G., Ternisien, E., Caspary, O., & Razik, H. (2007). A new approach to detect broken rotor bars in induction machines by current spectrum analysis. Mechanical Systems and Signal Processing, 21, 1127–1142.CrossRef Didier, G., Ternisien, E., Caspary, O., & Razik, H. (2007). A new approach to detect broken rotor bars in induction machines by current spectrum analysis. Mechanical Systems and Signal Processing, 21, 1127–1142.CrossRef
Zurück zum Zitat Ertugrul, I., & Aytac, E. (2009). Construction of quality control charts by using probability and fuzzy approaches and an application in a textile company. Journal of Intelligent Manufacturing, 20, 139–149. doi:10.1007/s10845-008-0230-1.CrossRef Ertugrul, I., & Aytac, E. (2009). Construction of quality control charts by using probability and fuzzy approaches and an application in a textile company. Journal of Intelligent Manufacturing, 20, 139–149. doi:10.​1007/​s10845-008-0230-1.CrossRef
Zurück zum Zitat Fischer, M., Kock, C., Schluter, S., & Weigert, F. (2009). An empirical analysis of multivariate copula models. Quantitative Finance, 9(7), 839–854.CrossRef Fischer, M., Kock, C., Schluter, S., & Weigert, F. (2009). An empirical analysis of multivariate copula models. Quantitative Finance, 9(7), 839–854.CrossRef
Zurück zum Zitat Forsythe, G., Malcolm, M., & Moler, C. (1976). Computer Methods for Mathematical Computations. Englewood Cliffs, NJ: Prentice-Hall. Forsythe, G., Malcolm, M., & Moler, C. (1976). Computer Methods for Mathematical Computations. Englewood Cliffs, NJ: Prentice-Hall.
Zurück zum Zitat Gasar, S., Bohanec, M., & Rajkovič, V. (2003). A combined data mining and decision support approach to educational planning. In D. Mladenić, N. Lavrač, M. Bohanec, & S. Moyle (Eds.), Data mining and decision suport Integration and collaboration. Norwell, MA: Kluwer. Gasar, S., Bohanec, M., & Rajkovič, V. (2003). A combined data mining and decision support approach to educational planning. In D. Mladenić, N. Lavrač, M. Bohanec, & S. Moyle (Eds.), Data mining and decision suport Integration and collaboration. Norwell, MA: Kluwer.
Zurück zum Zitat Genest, C., & Favre, A. C. (2007). Everything you always wanted to know about copula modeling but were afraid to ask. Journal of Hydrologic Engineering, 12(4), 347–368.CrossRef Genest, C., & Favre, A. C. (2007). Everything you always wanted to know about copula modeling but were afraid to ask. Journal of Hydrologic Engineering, 12(4), 347–368.CrossRef
Zurück zum Zitat Hofert, M. (2010). Construction and sampling of nested archimedean copulas. In Copula theory and its applications, proceedings of the workshop held in Warsaw 25–26 September, 2009, Lecture Notes in, Statistics (pp. 147–160). Berlin: Springer. Hofert, M. (2010). Construction and sampling of nested archimedean copulas. In Copula theory and its applications, proceedings of the workshop held in Warsaw 25–26 September, 2009, Lecture Notes in, Statistics (pp. 147–160). Berlin: Springer.
Zurück zum Zitat Jaimungal, S., & Ng, E. K. (2009). Kernel-based copula processes. In ECML PKDD, 2009 (pp. 628–643). Jaimungal, S., & Ng, E. K. (2009). Kernel-based copula processes. In ECML PKDD, 2009 (pp. 628–643).
Zurück zum Zitat Jardine, A., Lin, D., & Banjevič, D. (2006). A review on machinery diagnostics and prognostics implementing condition-based maintenance. Mechanical Systems and Signal Processing, 20(6), 1483–1510.CrossRef Jardine, A., Lin, D., & Banjevič, D. (2006). A review on machinery diagnostics and prognostics implementing condition-based maintenance. Mechanical Systems and Signal Processing, 20(6), 1483–1510.CrossRef
Zurück zum Zitat Joe, H. (1997). Multivariate models and dependence consepts. London: Chapman and Hall.CrossRef Joe, H. (1997). Multivariate models and dependence consepts. London: Chapman and Hall.CrossRef
Zurück zum Zitat Juričić, D., Moseler, O., & Rakar, A. (2001). Model-based condition monitoring of an actuator system driven by a brushless dc motor. Control Engineering Practice, 9, 545–554.CrossRef Juričić, D., Moseler, O., & Rakar, A. (2001). Model-based condition monitoring of an actuator system driven by a brushless dc motor. Control Engineering Practice, 9, 545–554.CrossRef
Zurück zum Zitat Kim, J. M., Jung, Y. S., Sungur, E. A., Han, K. H., Park, C., & Sohn, I. (2008). A copula method for modeling directional dependence of genes. BMC Bioinformatics, 9. doi: 10.1186/1471-2105-9-225. Kim, J. M., Jung, Y. S., Sungur, E. A., Han, K. H., Park, C., & Sohn, I. (2008). A copula method for modeling directional dependence of genes. BMC Bioinformatics, 9. doi: 10.​1186/​1471-2105-9-225.
Zurück zum Zitat Malakooti, B. (2011). Systematic decision process for intelligent decision making. Journal of Intelligent Manufacturing, 22, 627–642.CrossRef Malakooti, B. (2011). Systematic decision process for intelligent decision making. Journal of Intelligent Manufacturing, 22, 627–642.CrossRef
Zurück zum Zitat Mercier, G., Moser, G., & Serpico, S. B. (2008). Conditional copulas for change detection in heterogeneous remote sensing images. IEEE Transactions on Geoscience and Remote Sensing, 46(5), 1428–1441. Mercier, G., Moser, G., & Serpico, S. B. (2008). Conditional copulas for change detection in heterogeneous remote sensing images. IEEE Transactions on Geoscience and Remote Sensing, 46(5), 1428–1441.
Zurück zum Zitat Mileva-Boshkoska, B., & Bohanec, M. (2011). Ranking of qualitative decision options using copulas. In D. Klatte, H. J. Lüthi, & K. Schmedders (Eds.), Operations research proceedings. Mileva-Boshkoska, B., & Bohanec, M. (2011). Ranking of qualitative decision options using copulas. In D. Klatte, H. J. Lüthi, & K. Schmedders (Eds.), Operations research proceedings.
Zurück zum Zitat Mileva-Boshkoska, B., & Bohanec, M. (2012). A method for ranking non-linear qualitative decision preferences using copulas. International Journal of Decision Suport System Technology, 4, 42–58.CrossRef Mileva-Boshkoska, B., & Bohanec, M. (2012). A method for ranking non-linear qualitative decision preferences using copulas. International Journal of Decision Suport System Technology, 4, 42–58.CrossRef
Zurück zum Zitat Nelsen, R. B. (2006). An introduction to copulas (2nd ed.). New York: Springer. Nelsen, R. B. (2006). An introduction to copulas (2nd ed.). New York: Springer.
Zurück zum Zitat Orth, P., Yacout, S., & Adjengue, L. (2012). Accuracy and robustness of decision making techniques in condition based maintenance. Journal of Intelligent Manufacturing, 23, 255–264.CrossRef Orth, P., Yacout, S., & Adjengue, L. (2012). Accuracy and robustness of decision making techniques in condition based maintenance. Journal of Intelligent Manufacturing, 23, 255–264.CrossRef
Zurück zum Zitat Pavlovič, M., Čerenak, A., Pavlovič, V., Rozman, Č., Pažek, K., & Bohanec, M. (2011). Development of DEX-HOP multi-attribute decision model for preliminary hop hybrids assessment. Computers and Electronics in Agriculture, 75, 181–189. Pavlovič, M., Čerenak, A., Pavlovič, V., Rozman, Č., Pažek, K., & Bohanec, M. (2011). Development of DEX-HOP multi-attribute decision model for preliminary hop hybrids assessment. Computers and Electronics in Agriculture, 75, 181–189.
Zurück zum Zitat Peng, Z., & Chu, F. (2004). Application of the wavelet transform in machine condition monitoring and fault diagnostics: A review with bibliography. Mechanical Systems and Signal Processing, 18, 199–211. Peng, Z., & Chu, F. (2004). Application of the wavelet transform in machine condition monitoring and fault diagnostics: A review with bibliography. Mechanical Systems and Signal Processing, 18, 199–211.
Zurück zum Zitat Rachev, S. T. (Ed.). (2003). Handbook of heavy tailed distributions in finance. North Holland: Elsevier. Rachev, S. T. (Ed.). (2003). Handbook of heavy tailed distributions in finance. North Holland: Elsevier.
Zurück zum Zitat Randall, R. B., & Antoni, J. (2011). Rolling element bearing diagnostics: “A tutorial”. Mechanical Systems and Signal Processing, 25(2), 485–520.CrossRef Randall, R. B., & Antoni, J. (2011). Rolling element bearing diagnostics: “A tutorial”. Mechanical Systems and Signal Processing, 25(2), 485–520.CrossRef
Zurück zum Zitat Reed, R., Lemak, D. J., & Mero, N. P. (2000). Total quality management and sustainable competitive advantage. Journal of Quality Management, 5(1), 5–26.CrossRef Reed, R., Lemak, D. J., & Mero, N. P. (2000). Total quality management and sustainable competitive advantage. Journal of Quality Management, 5(1), 5–26.CrossRef
Zurück zum Zitat Röpke, K., & Filbert, D. (1994). Unsupervised classification of universal motors using modern clustering algorithms. In Proceedings of the SAFEPROCESS’94, IFAC symposium on fault detection, supervision and technical processes II (pp. 720–725). Röpke, K., & Filbert, D. (1994). Unsupervised classification of universal motors using modern clustering algorithms. In Proceedings of the SAFEPROCESS’94, IFAC symposium on fault detection, supervision and technical processes II (pp. 720–725).
Zurück zum Zitat Sasi, B., Payne, A., York, B., Gu, A., & Ball, F. (2001). Condition monitoring of electric motors using instantaneous angular speed. In Paper presented at the maintenance and reliability conference (MARCON), Gatlinburg, TN. Sasi, B., Payne, A., York, B., Gu, A., & Ball, F. (2001). Condition monitoring of electric motors using instantaneous angular speed. In Paper presented at the maintenance and reliability conference (MARCON), Gatlinburg, TN.
Zurück zum Zitat Sawalhi, N., Randall, R., & Endo, H. (2007). The enhancement of fault detection and diagnosis in rolling element bearings using minimum entropy deconvolution combined with spectral kurtosis. Mechanical Systems and Signal Processing, 21, 2616–2633.CrossRef Sawalhi, N., Randall, R., & Endo, H. (2007). The enhancement of fault detection and diagnosis in rolling element bearings using minimum entropy deconvolution combined with spectral kurtosis. Mechanical Systems and Signal Processing, 21, 2616–2633.CrossRef
Zurück zum Zitat Silverman, B. W. (1986). Densiy estimation for statistics and data analysis. London: Chapman and Hall.CrossRef Silverman, B. W. (1986). Densiy estimation for statistics and data analysis. London: Chapman and Hall.CrossRef
Zurück zum Zitat Sklar, A. (1996). Distributions with fixed marginals and related topics—Random variables, distribution functions, and copulas—A personal look backward and forward (Vol. 28). Hayward, CA: Institute of Mathematical Statistics. Sklar, A. (1996). Distributions with fixed marginals and related topics—Random variables, distribution functions, and copulas—A personal look backward and forward (Vol. 28). Hayward, CA: Institute of Mathematical Statistics.
Zurück zum Zitat Tandon, N., & Choudhury, A. (1999). A review of vibration and acoustic measurement methods for the detection of defects in rolling element bearings. Tribology International, 32, 469–480.CrossRef Tandon, N., & Choudhury, A. (1999). A review of vibration and acoustic measurement methods for the detection of defects in rolling element bearings. Tribology International, 32, 469–480.CrossRef
Zurück zum Zitat Vachtsevanos, G., Lewis, F. L., Roemer, M., Hess, A., & Wu, B. (2006). Intelligent fault diagnosis and prognosis for engineering systems. New York: Wiley.CrossRef Vachtsevanos, G., Lewis, F. L., Roemer, M., Hess, A., & Wu, B. (2006). Intelligent fault diagnosis and prognosis for engineering systems. New York: Wiley.CrossRef
Zurück zum Zitat Xu, M., & Marangoni, R. (1994). Vibration analysis of a motor-flexible coupling-rotor system subject to misalignment and unbalance, part I: Theoretical model and analyses. Journal of Sound and Vibration, 176(5,6), 663–679.CrossRef Xu, M., & Marangoni, R. (1994). Vibration analysis of a motor-flexible coupling-rotor system subject to misalignment and unbalance, part I: Theoretical model and analyses. Journal of Sound and Vibration, 176(5,6), 663–679.CrossRef
Zurück zum Zitat Žnidaršič, M., Bohanec, M., & Zupan, B. (2008). Modelling impacts of cropping systems: Demands and solutions for DEX methodology. European Journal of Operational Research, 189(3), 594–608.CrossRef Žnidaršič, M., Bohanec, M., & Zupan, B. (2008). Modelling impacts of cropping systems: Demands and solutions for DEX methodology. European Journal of Operational Research, 189(3), 594–608.CrossRef
Metadaten
Titel
Copula-based decision support system for quality ranking in the manufacturing of electronically commutated motors
verfasst von
Biljana Mileva Boshkoska
Marko Bohanec
Pavle Boškoski
Ðani Juričić
Publikationsdatum
01.04.2015
Verlag
Springer US
Erschienen in
Journal of Intelligent Manufacturing / Ausgabe 2/2015
Print ISSN: 0956-5515
Elektronische ISSN: 1572-8145
DOI
https://doi.org/10.1007/s10845-013-0781-7

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