Data mining in design of products and production systems

Annual Reviews in Control

Volumn 31, Issue 1, 2007, Pages 147-156

  Kusiak, Andrew ^a   Smith, Matthew ^a  

^a IA United States   (United States)

Author keywords

Data analysis; Data mining; Innovation; Manufacturing; Product design; Production systems

Indexed keywords

ALGORITHMS; DATA ACQUISITION; DATA REDUCTION; INNOVATION; MANUFACTURING DATA PROCESSING; PRODUCT DESIGN; PRODUCTION ENGINEERING;

ENGINEERING DESIGN; PRODUCTION SYSTEMS;

DATA MINING;

EID: 34249286255     PISSN: 13675788     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.arcontrol.2007.03.003     Document Type: Article

References (31)

1. Agard B., and Kusiak A. A data-mining based methodology for the design of product families. International Journal of Production Research 42 15 (2004) 2955-2969
2. Boly V. Ingénierie de l'innovation: Organisation et méthodologies des entreprises innovantes (2004), Lavoisier, Paris, France
3. Carlson C.R., and Wilmot W.W. Innovation: The five disciplines for creating what customers want (2006), Random House, New York
4. Chandrasekaran B., Stone R., and McAdams D. Developing design templates for product platform focused design. Journal of Engineering Design 15 3 (2004) 209-228
5. Chen M.-C., Huang C.-L., Chen K.Y., and Wu H.-P. Aggregation of orders in distribution centers using data mining. Expert Systems with Applications 28 3 (2005) 453-460
6. Da Cunha C., Agard B., and Kusiak A. Data mining for improvement of product quality. International Journal of Production Research 44 18/19 (2006) 4027-4041
7. Dahmus J., Gonzalez-Zugasti J., and Otto K. Modular product architecture. Design Studies 22 5 (2001) 409-424
8. Davis S. From "future perfect": Mass customizing. Planning Review 17 2 (1989) 16-21
9. Da Silveira G., Borenstein D., and Fogliatto F. Mass customization: Literature review and research directions. International Journal of Production Economics 72 1 (2001) 1-13
10. Harding J.A., Shahbaz M., Srinivas S., and Kusiak A. Data mining in manufacturing: A review. ASME Transactions: Journal of Manufacturing Science and Engineering 128 4 (2006) 969-976
11. Hauser J., and Clausing D. The house of quality. Harvard Business Review 66 3 (1988) 63-73
12. Huang C., and Kusiak A. Modularity in design of products and systems. IEEE Transactions on Systems, Man, and Cybernetics: Part A 28 1 (1998) 66-77
13. Huang Y.-M., Hung C.-M., and Jiau H.C. Evaluation of neural networks and data mining methods on a credit assessment task for class imbalance problem. Nonlinear Analysis: Real World Applications 7 4 (2006) 720-747
14. Enke D., and Thawornwong S. The use of data mining and neural networks for forecasting stock market returns. Expert Systems with Applications 29 4 (2005) 927-940
15. Kim E., Kim W., and Lee Y. Combination of multiple classifiers for the customer's purchase behavior prediction. Decision Support Systems 34 2 (2003) 167-175
16. Kusiak A. Engineering design: Products, processes, and systems (1999), Academic Press, San Diego, CA
17. Kusiak A. Data Mining: Manufacturing and service applications. International Journal of Production Research 44 18/19 (2006) 4175-4191
18. Kusiak A. Innovation Science: A Primer. International Journal of Computer Applications in Technology 28 2-3 (2007) 140-149
19. Kusiak A. Computational intelligence in design and manufacturing (2000), John Wiley, New York
20. Kusiak A., and Huang C. Development of modular products. IEEE Transactions on Components, Packaging, and Manufacturing Technology, Part A 19 4 (1996) 523-538
21. Kusiak A., and Song Z. Combustion efficiency optimization and virtual testing: A data-mining approach. IEEE Transactions on Industrial Informatics 2 3 (2006) 176-184
22. Kusiak A., Wang J., He D.W., and Feng C.X. A structured approach for analysis of design processes. IEEE Transactions on Components, Packaging and Manufacturing Technology: Part A 18 3 (1995) 664-673
23. Li S.-T., Shue L.-Y., and Lee S.-F. Enabling customer relationship management in ISP services through mining usage patterns. Expert Systems with Applications 30 4 (2006) 621-632
24. Lin Y., Su H.Y., and Chien S. A knowledge-enabled procedure for customer relationship management. Industrial Marketing Management 35 4 (2006) 446-456
25. NIIR. Innovate America (2004), Council for Competitiveness, National Innovation Initiative Report, Washington, DC
26. Pahl G., and Beitz W. Engineering design: A systematic approach (1988), Springer, London, UK
27. Stone R., Wood K., and Crawford R. A heuristic method for identifying modules for product architectures. Design Studies 21 31 (2000) 5-31
28. Tseng T.Z., and Huang C.-C. Rough set-based approach to feature selection in customer relationship management. Omega 35 4 (2007) 365-383
29. Ulrich K., and Tung K. Fundamentals of product modularity. In: Sharon A. (Ed). Issues in design/manufacture integration, DE 39 (1991), ASME, New York
30. Westland J.C., and Clark T.H.K. Global electronic commerce: Theory and case studies (1999), MIT Press, Cambridge, MA
31. Witten I.H., and Frank E. Data mining: Practical machine learning tools and techniques (2005), Elsevier, New York