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Erschienen in: Advances in Manufacturing 1/2013

01.03.2013

Towards zero-defect manufacturing (ZDM)—a data mining approach

verfasst von: Ke-Sheng Wang

Erschienen in: Advances in Manufacturing | Ausgabe 1/2013

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Abstract

The quality of a product is dependent on both facilities/equipment and manufacturing processes. Any error or disorder in facilities and processes can cause a catastrophic failure. To avoid such failures, a zero- defect manufacturing (ZDM) system is necessary in order to increase the reliability and safety of manufacturing systems and reach zero-defect quality of products. One of the major challenges for ZDM is the analysis of massive raw datasets. This type of analysis needs an automated and self-organized decision making system. Data mining (DM) is an effective methodology for discovering interesting knowledge within a huge datasets. It plays an important role in developing a ZDM system. The paper presents a general framework of ZDM and explains how to apply DM approaches to manufacture the products with zero-defect. This paper also discusses 3 ongoing projects demonstrating the practice of using DM approaches for reaching the goal of ZDM.

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Literatur
1.
Zurück zum Zitat Arumugam V, Antony J, Douglas A (2012) Observation: a lean tool for improving the effectiveness of lean six sigma. TQM J 24(3):275–287CrossRef Arumugam V, Antony J, Douglas A (2012) Observation: a lean tool for improving the effectiveness of lean six sigma. TQM J 24(3):275–287CrossRef
2.
Zurück zum Zitat Halpin JF (1996) Zero defects: a new dimension in quality assurance. McGraw-Hill, New York Halpin JF (1996) Zero defects: a new dimension in quality assurance. McGraw-Hill, New York
3.
Zurück zum Zitat Crosby PB (1979) Quality is free: the art of making qualify certain. McGraw Hill, New York Crosby PB (1979) Quality is free: the art of making qualify certain. McGraw Hill, New York
4.
Zurück zum Zitat Calvin TW (1983) Quality control techniques for “zero defects”. IEEE Trans Compon Hybrids Manuf Technol 6:323–328CrossRef Calvin TW (1983) Quality control techniques for “zero defects”. IEEE Trans Compon Hybrids Manuf Technol 6:323–328CrossRef
5.
Zurück zum Zitat Calvin TW (1983) Quality control techniques for “Zero Defects”. IEEE Trans Compon Hybrids Manuf Technol 6:323–328CrossRef Calvin TW (1983) Quality control techniques for “Zero Defects”. IEEE Trans Compon Hybrids Manuf Technol 6:323–328CrossRef
6.
Zurück zum Zitat Wang K (2007) Applying data mining to manufacturing: the nature and implications. J Intell Manuf 18(4):487–495CrossRef Wang K (2007) Applying data mining to manufacturing: the nature and implications. J Intell Manuf 18(4):487–495CrossRef
7.
Zurück zum Zitat Wang K (2005) Applied computational intelligence in intelligent manufactruing systems. Advanced Knowledge International, Adelaide Wang K (2005) Applied computational intelligence in intelligent manufactruing systems. Advanced Knowledge International, Adelaide
8.
Zurück zum Zitat Baragoin C, Andersen CM, Bayerl S et al (2001) Mining your own business in health care using DB2 intelligent miner for data. IBM Redbook, California Baragoin C, Andersen CM, Bayerl S et al (2001) Mining your own business in health care using DB2 intelligent miner for data. IBM Redbook, California
9.
Zurück zum Zitat Marishin AD, Stasenko IK (1970) Operating experience of pump manufacturing plants using the zero-defect system. Khimieheskoei Neftyanoe Mashinostroenie: 44–46 Marishin AD, Stasenko IK (1970) Operating experience of pump manufacturing plants using the zero-defect system. Khimieheskoei Neftyanoe Mashinostroenie: 44–46
10.
Zurück zum Zitat Alpern P, Nelle P, Barti E et al (2009) On the way to zero defect of plastic-encapsulated electronic power devices—Part I: metallization. Device Mater Reliab 9:269–278CrossRef Alpern P, Nelle P, Barti E et al (2009) On the way to zero defect of plastic-encapsulated electronic power devices—Part I: metallization. Device Mater Reliab 9:269–278CrossRef
11.
Zurück zum Zitat Alpern P, Nelle P, Barti E et al (2009) On the way to zero defect of plastic-encapsulated electronic power devices—Part II: molding compound. Device Mater Reliab 9:279–287CrossRef Alpern P, Nelle P, Barti E et al (2009) On the way to zero defect of plastic-encapsulated electronic power devices—Part II: molding compound. Device Mater Reliab 9:279–287CrossRef
12.
Zurück zum Zitat Alpern P, Nelle P, Barti E et al (2009) On the way to zero defect of plastic-encapsulated electronic power devices—Part III: chip coating, passivation, and design. Device Mater Reliab 9:288–295CrossRef Alpern P, Nelle P, Barti E et al (2009) On the way to zero defect of plastic-encapsulated electronic power devices—Part III: chip coating, passivation, and design. Device Mater Reliab 9:288–295CrossRef
13.
Zurück zum Zitat Gäbler U, Österreicher I, Bosk P et al (2007) Zero defect manufacturing as a challenge for advanced failure analysis. In: Advanced semiconductor manufacturing conference, Stresa, Italy, 11–12 June 2007 Gäbler U, Österreicher I, Bosk P et al (2007) Zero defect manufacturing as a challenge for advanced failure analysis. In: Advanced semiconductor manufacturing conference, Stresa, Italy, 11–12 June 2007
14.
Zurück zum Zitat Raina R (2008) Achieving zero-defects for automotive applications. IEEE international test conference, Santa Clara, USA, 28–30 Oct. 2008 Raina R (2008) Achieving zero-defects for automotive applications. IEEE international test conference, Santa Clara, USA, 28–30 Oct. 2008
15.
Zurück zum Zitat Linger RC (1993) Cleanroom software engineering for zero-defect software. In: The 15th international conference on software engineering, Baltimore, USA, 17–21 May 1993 Linger RC (1993) Cleanroom software engineering for zero-defect software. In: The 15th international conference on software engineering, Baltimore, USA, 17–21 May 1993
16.
Zurück zum Zitat Mills HD, Dyer M, Linger RC (1987) Cleanroom software engineering. IEEE Softw 4(5):19–25CrossRef Mills HD, Dyer M, Linger RC (1987) Cleanroom software engineering. IEEE Softw 4(5):19–25CrossRef
17.
Zurück zum Zitat Westkamper E, Warnecke HJ (1994) Zero-defect manufacturing by means of a learning supervision of process chains. Ann CIRP 43(1):406–408CrossRef Westkamper E, Warnecke HJ (1994) Zero-defect manufacturing by means of a learning supervision of process chains. Ann CIRP 43(1):406–408CrossRef
18.
Zurück zum Zitat Dakshinamoorthy S (2008) Zero defects quality and reliability challenges for growing markets. In: Integrated reliability workshop final report, South Lake Tahoe, USA, 12–16 Oct. 2008 Dakshinamoorthy S (2008) Zero defects quality and reliability challenges for growing markets. In: Integrated reliability workshop final report, South Lake Tahoe, USA, 12–16 Oct. 2008
19.
Zurück zum Zitat Hu W, Starr AG, Zhou Z et al (2000) A systematic approach to integrated fault diagnosis of flexible manufacturing systems. Int J Mach Tools Manuf 40:1560–1587 Hu W, Starr AG, Zhou Z et al (2000) A systematic approach to integrated fault diagnosis of flexible manufacturing systems. Int J Mach Tools Manuf 40:1560–1587
20.
Zurück zum Zitat Kegg RL (1984) On-line machine and process diagnostics. Annals of the CIRP 32(2):469–573 Kegg RL (1984) On-line machine and process diagnostics. Annals of the CIRP 32(2):469–573
21.
Zurück zum Zitat Zhou ZD, Chen YP, Fuh JH et al (2000) Integrated condition monitoring and fault diagnosis for modern manufacturing system. Ann CIRP 49(1):387–390CrossRef Zhou ZD, Chen YP, Fuh JH et al (2000) Integrated condition monitoring and fault diagnosis for modern manufacturing system. Ann CIRP 49(1):387–390CrossRef
22.
Zurück zum Zitat Piewak S (1991) A predictive monitoring and diagnosis system for manufacturing. Ann CIRP 40(1):401–404 Piewak S (1991) A predictive monitoring and diagnosis system for manufacturing. Ann CIRP 40(1):401–404
23.
Zurück zum Zitat Monostori L (1993) A step towards intelligent manufacturing: modeling and monitoring of manufacturing processes with artificial neural network. Ann CIRP 42(1):485–488CrossRef Monostori L (1993) A step towards intelligent manufacturing: modeling and monitoring of manufacturing processes with artificial neural network. Ann CIRP 42(1):485–488CrossRef
24.
Zurück zum Zitat Shinno H, Hashizume H (1997) In-process monitoring method for machining environment based on simultaneous multi-phenomena sensing. Ann CIRP 46(1):53–56CrossRef Shinno H, Hashizume H (1997) In-process monitoring method for machining environment based on simultaneous multi-phenomena sensing. Ann CIRP 46(1):53–56CrossRef
25.
Zurück zum Zitat Wang K (2003) Intelligent condition monitoring and diagnosis systems: a computational intelligence approach. IOS Press, Amsterdam Wang K (2003) Intelligent condition monitoring and diagnosis systems: a computational intelligence approach. IOS Press, Amsterdam
26.
Zurück zum Zitat Wang K (2002) Intelligent condition monitoring and diagnosis systems. IOS Press, Amsterdam Wang K (2002) Intelligent condition monitoring and diagnosis systems. IOS Press, Amsterdam
27.
Zurück zum Zitat Lee J, Ni J, Djurdjanovic D et al (2006) Intelligent prognostics tools and e-maintenance. Comput Ind 57:476–489CrossRef Lee J, Ni J, Djurdjanovic D et al (2006) Intelligent prognostics tools and e-maintenance. Comput Ind 57:476–489CrossRef
28.
Zurück zum Zitat Allocca A, Stuart A (1984) Transducers: theory and applications. Prentice-Hall. Englewood Cliff, NJ Allocca A, Stuart A (1984) Transducers: theory and applications. Prentice-Hall. Englewood Cliff, NJ
29.
Zurück zum Zitat Zhao G, Jiang D, Li K et al (2005) Data mining for fault diagnosis and machine learning. Key Eng Mater 293(294):175–182CrossRef Zhao G, Jiang D, Li K et al (2005) Data mining for fault diagnosis and machine learning. Key Eng Mater 293(294):175–182CrossRef
30.
Zurück zum Zitat Lian J, Lai X, Lin Z et al (2002) Application of data mining and process knowledge discovery in sheet metal assembly dimensional variation diagnosis. J Mater Process Technol 129:315–320CrossRef Lian J, Lai X, Lin Z et al (2002) Application of data mining and process knowledge discovery in sheet metal assembly dimensional variation diagnosis. J Mater Process Technol 129:315–320CrossRef
31.
Zurück zum Zitat Wang H, Chen P, Wang S (2009) Condition diagnosis method based on statistic features and information divergence. In: 2009 sixth international conference on fuzzy systems and knowledge discovery, Tianjin, China, 14–16 August 2009 Wang H, Chen P, Wang S (2009) Condition diagnosis method based on statistic features and information divergence. In: 2009 sixth international conference on fuzzy systems and knowledge discovery, Tianjin, China, 14–16 August 2009
32.
Zurück zum Zitat Ray A, Tangirala S (1994) Stochastic modeling of fatigue crack dynamics for on-line failure prognostics. IEEE Trans Control Syst Technol 4(4):443–451CrossRef Ray A, Tangirala S (1994) Stochastic modeling of fatigue crack dynamics for on-line failure prognostics. IEEE Trans Control Syst Technol 4(4):443–451CrossRef
33.
Zurück zum Zitat Schwabacher MA (2005) A survey of data-driven prognostics. American Institute of Aeronautics and Astronautics Report, Virginia Schwabacher MA (2005) A survey of data-driven prognostics. American Institute of Aeronautics and Astronautics Report, Virginia
34.
Zurück zum Zitat Wang K (2001) Computational intelligent in agile manufacturing engineering. In: Gunasekaran A (ed) Agile manufacturing: the 21st century competitive strategy. Elsevier, New York, pp 297–315CrossRef Wang K (2001) Computational intelligent in agile manufacturing engineering. In: Gunasekaran A (ed) Agile manufacturing: the 21st century competitive strategy. Elsevier, New York, pp 297–315CrossRef
35.
Zurück zum Zitat Amin AMA, Korfally MI, Sayed AA et al (2007) Swarm intelligence-based controller of two-asymmetric windings induction motor. In: Processings of IEEE international electric machines and drives conference, Antalya, Turkey, 3–5 May 2007 Amin AMA, Korfally MI, Sayed AA et al (2007) Swarm intelligence-based controller of two-asymmetric windings induction motor. In: Processings of IEEE international electric machines and drives conference, Antalya, Turkey, 3–5 May 2007
36.
Zurück zum Zitat Zomaya AY (2006) Handbook of natural-inspired and innovative computing: integrating classical models with emerging technologies. Springer Science + Business Media, Inc., New YorkCrossRef Zomaya AY (2006) Handbook of natural-inspired and innovative computing: integrating classical models with emerging technologies. Springer Science + Business Media, Inc., New YorkCrossRef
37.
38.
Zurück zum Zitat Saha S, Pathak SS (2007) A novel swarm intelligence based routing scheme for MANET using weighted pheromone paths. In: IEEE military communications conference MILCOM military communications conference, Orlando Saha S, Pathak SS (2007) A novel swarm intelligence based routing scheme for MANET using weighted pheromone paths. In: IEEE military communications conference MILCOM military communications conference, Orlando
39.
Zurück zum Zitat Padma S, Bhuvaneswari R, Subramanian S (2007) Application of soft computing techniques to induction motor design. COMPEL-Int J Comp Mathematics Elec Electron Eng 26(5):1324–1345MATHCrossRef Padma S, Bhuvaneswari R, Subramanian S (2007) Application of soft computing techniques to induction motor design. COMPEL-Int J Comp Mathematics Elec Electron Eng 26(5):1324–1345MATHCrossRef
40.
Zurück zum Zitat Wang K, Wang Y (2012) Data mining for zero–defect manufacturing. Tpir Academic Press, London Wang K, Wang Y (2012) Data mining for zero–defect manufacturing. Tpir Academic Press, London
42.
Zurück zum Zitat Barbero BR, Ureta ES (2011) Comparative study of different digitization techniques and their accuracy. Comput Aided Des 43(2):188–206CrossRef Barbero BR, Ureta ES (2011) Comparative study of different digitization techniques and their accuracy. Comput Aided Des 43(2):188–206CrossRef
43.
Zurück zum Zitat Xu J, Xi N, Zhang C et al (2011) Real-time 3D shape inspection system of automotive parts based on structured light pattern. Opt Laser Technol 43(1):1–8MATHCrossRef Xu J, Xi N, Zhang C et al (2011) Real-time 3D shape inspection system of automotive parts based on structured light pattern. Opt Laser Technol 43(1):1–8MATHCrossRef
44.
Zurück zum Zitat Huang W, Kovacevic R (2011) A laser-based vision system for weld quality inspection. Sensors 11(1):506–521CrossRef Huang W, Kovacevic R (2011) A laser-based vision system for weld quality inspection. Sensors 11(1):506–521CrossRef
45.
Zurück zum Zitat Lin CS, Lin CH, Chen DC et al (2011) Measurement method of three-dimensional profiles of small lens with gratings projection and a flexible compensation system. Expert Syst Appl 38(5):6232–6238CrossRef Lin CS, Lin CH, Chen DC et al (2011) Measurement method of three-dimensional profiles of small lens with gratings projection and a flexible compensation system. Expert Syst Appl 38(5):6232–6238CrossRef
46.
Zurück zum Zitat Gentilini I, Shimada K (2011) Predicting and evaluating the post-assembly shape of thin-walled components via 3D laser digitization and FEA simulation of the assembly process. Comput Aided Des 43(3):316–328CrossRef Gentilini I, Shimada K (2011) Predicting and evaluating the post-assembly shape of thin-walled components via 3D laser digitization and FEA simulation of the assembly process. Comput Aided Des 43(3):316–328CrossRef
47.
Zurück zum Zitat Bruno F, Bianco G, Muzzupappa M et al (2011) Experimentation of structured light and stereo vision for underwater 3D reconstruction. ISPRS J Photogrammet Remote Sens 66(4):508–518CrossRef Bruno F, Bianco G, Muzzupappa M et al (2011) Experimentation of structured light and stereo vision for underwater 3D reconstruction. ISPRS J Photogrammet Remote Sens 66(4):508–518CrossRef
48.
Zurück zum Zitat Wang K, Yu Q (2011) 3D computer vision using structured light systems: principles, systems and applications. SINTEFF Report, Trondheim Wang K, Yu Q (2011) 3D computer vision using structured light systems: principles, systems and applications. SINTEFF Report, Trondheim
49.
Zurück zum Zitat Wang K, Yu Q (2011) Accurate 3D object measurement and inspection using structured light systems. In: The 12th international conference on computer systems and technologies, Wien, Austria, 16–17 June 2011 Wang K, Yu Q (2011) Accurate 3D object measurement and inspection using structured light systems. In: The 12th international conference on computer systems and technologies, Wien, Austria, 16–17 June 2011
50.
Zurück zum Zitat Lee MY, Yang CS (2010) Entropy-based feature extraction and decision tree induction for breast cancer diagnosis with standardized thermograph images. Comput Methods Programs Biomed 100(3):269–282MathSciNetCrossRef Lee MY, Yang CS (2010) Entropy-based feature extraction and decision tree induction for breast cancer diagnosis with standardized thermograph images. Comput Methods Programs Biomed 100(3):269–282MathSciNetCrossRef
51.
Zurück zum Zitat Ravikumar S, Ramachandran KI, Sugumaran V (2011) Machine learning approach for automated visual inspection of machine components. Expert Syst Appl 38(4):3260–3266CrossRef Ravikumar S, Ramachandran KI, Sugumaran V (2011) Machine learning approach for automated visual inspection of machine components. Expert Syst Appl 38(4):3260–3266CrossRef
52.
Zurück zum Zitat Skotheim Ø, Couweleers F (2004) Structured light projection for accurate 3D shape determination. ICEM12-12th international conference on experimental mechanics, Bari, Italy, 29 August–2 September 2004 Skotheim Ø, Couweleers F (2004) Structured light projection for accurate 3D shape determination. ICEM12-12th international conference on experimental mechanics, Bari, Italy, 29 August–2 September 2004
53.
Zurück zum Zitat Tellaeche A, Arana R, Ibarguren A et al (2010) Automatic quality inspection of percussion cap mass production by means of 3D machine vision and machine learning techniques. Hybrid artificial intelligence systems, San Sebastian Tellaeche A, Arana R, Ibarguren A et al (2010) Automatic quality inspection of percussion cap mass production by means of 3D machine vision and machine learning techniques. Hybrid artificial intelligence systems, San Sebastian
54.
Zurück zum Zitat Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20(3):273–297MATH Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20(3):273–297MATH
55.
Zurück zum Zitat Bishop CM (2006) Pattern recognition and machine learning. Springer, New YorkMATH Bishop CM (2006) Pattern recognition and machine learning. Springer, New YorkMATH
Metadaten
Titel
Towards zero-defect manufacturing (ZDM)—a data mining approach
verfasst von
Ke-Sheng Wang
Publikationsdatum
01.03.2013
Verlag
Shanghai University
Erschienen in
Advances in Manufacturing / Ausgabe 1/2013
Print ISSN: 2095-3127
Elektronische ISSN: 2195-3597
DOI
https://doi.org/10.1007/s40436-013-0010-9

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