A hybrid cost estimation framework based on feature-oriented data mining approach

Advanced Engineering Informatics

Volumn 29, Issue 3, 2015, Pages 633-647

  Sajadfar, Narges ^a   Ma, Yongsheng ^a  

^a UNIVERSITY OF ALBERTA   (Canada)

Author keywords

Cost estimation; Data mining; ERP; Feature modeling; Welding feature

Indexed keywords

COST ENGINEERING; COST ESTIMATING; ENGINEERING RESEARCH; ENTERPRISE RESOURCE PLANNING; INDUSTRIAL RESEARCH; WELDING;

COST ESTIMATIONS; DATA MINING ALGORITHM; EMPIRICAL PREDICTIONS; ENGINEERING CONCEPTS; ESTIMATION FUNCTION; FEATURE MODELING; MANUFACTURING PROCESS; PRACTICAL PROCEDURES;

DATA MINING;

EID: 84940713846     PISSN: 14740346     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aei.2015.06.001     Document Type: Article

References (36)

1. L. Shaul, and D. Tauber CSFs along ERP life-cycle in SMEs: a field study Ind. Manage. Data Syst. 112 3 2012 360 384
2. C. Li ERP packages: what's next? Inf. Syst. Manage. 16 1999 31 35
3. D. Veeramani, and P. Joshi Methodologies for rapid and effective response to requests for quotation (RFQs) IIE Trans. 29 10 1997 825 838
4. Epicor, "Epicor Enterprise Resource Planning Overview". < http://www.atc.gr/files/Brochures/Epicor-Enterprise-Resource-Planning-Overview-ENS.PDF >.
5. A. Niazi, J.S. Dai, S. Balabani, and L. Seneviratne Product cost estimation: technique classification and methodology review J. Manuf. Sci. Eng. 128 2 2006 563 575
6. R. Roy, S. Kelvesjo, S. Forsberg, and C. Rush Quantitative and qualitative cost estimating for engineering design J. Eng. Des. 12 2 2001 147 162
7. J.J. Shah, and Mary T. Rogers Functional requirements and conceptual design of the feature-based modelling system Comput.-Aided Eng. J. 5 1 1988 9 15
8. Van M.J.G.M. Emmerik, F.W. Jansen, User interface for feature modelling, in: Computer Applications in Production and Engineering, Proceedings of the Third International IFIP Conference, CAPE '89, 1989, pp. 625-632.
9. L.S. Wierda Design-oriented cost information: the need and the possibilities J. Eng. Des. 1 2 1990 147 167
10. L.S. Wierda Linking design, process planning and cost information by feature-based modelling J. Eng. Des. 2 1 1991 3 19
11. Y.F. Zhang, J.Y.H. Fuh, and W.T. Chan Feature-based cost estimation for packaging products using neural networks Comput. Ind. 32 1 1996 95 113
12. C. Ou-Yang, and T.S. Lin Developing an integrated framework for feature-based early manufacturing cost estimation Int. J. Adv. Manuf. Technol. 13 9 1997 618 629
13. P. Leibl Cost calculation with a feature-based CAD system using modules for calculation, comparison and forecast J. Eng. Des. 10 1 1999 93 102
14. J.A. Brimson Feature costing: beyond ABC J. Cost Manage. 12 1998 6 13
15. F. Masmoudi, W. Hachicha, and Z. Bouaziz A new feature-concept applied in cost estimation model for a weld assemblage: additional Information Munich Personal RePEc Archive (MPRA) 2007 149 162
16. F. Masmoudi, Z. Bouaziz, and W. Hachicha Computer-aided cost estimation of weld operations Int. J. Adv. Manuf. Technol. 33 3-4 2007 298 307
17. Z. Abbasi Khalifelu, and F. Soleimanian Gharehchopogh Comparison and evaluation of data mining techniques with algorithmic models in software cost estimation Procedia Technol. 1 2012 65 71
18. K.T. Lum, D.R. Baker, J.M. Hihn. The effects of data mining techniques on software cost estimation, in: Engineering Management Conference, 2008, IEMC Europe 2008, IEEE International, IEEE, 2008.
19. M. Eklin, Y. Arzi, and A. Shtub Model for cost estimation in a finite-capacity stochastic environment based on shop floor optimization combined with simulation Eur. J. Oper. Res. 194 1 2009 294 306
20. P. Feldman, and A. Shtub Model for cost estimation in a finite-capacity environment Int. J. Prod. Res. 44 2 2006 305 327
21. J. Wei, and Y.-S. Ma Design of a feature-based order acceptance and scheduling module in an ERP system Comput. Ind. 65 1 2014 64 78
22. Y.-S. Ma, N. Sajadfar, and L. Campos Triana A feature-based semantic model for automatic product cost estimation IACSIT Int. J. Eng. Technol. 2014 109 113
23. N. Sajadfar, L. Campos Triana, and Y.-S. Ma Interdisciplinary semantic interactions within a unified feature model for product cost estimation Int. J. Mech. Eng. Mech. 2014 10 19
24. Z. Liu, W. Bu, and J. Tan Motion navigation for arc welding robots based on feature mapping in a simulation environment Robotics Comput.-Integr. Manuf. 26 2 2010 137 144
25. L.M. Cao, X.W. Wang, and Q.L. Zeng Study on cost modeling based on feature mapping technology Adv. Mater. Res. 295 2011 830 833
26. Mark Hall, E. Frank, G. Holmes, B. Pfahringer, P. Reutemann, and I.H. Witten The WEKA data mining software: an update ACM SIGKDD Explor. Newsl. 11.1 2009 10 18
27. M. Gunduz, L. Onur, and E. Ozturk Parametric cost estimation system for light rail transit and metro trackworks Expert Syst. Appl. 38 3 2011 2873 2877
28. K.-K. Seo, A methodology for estimating the product life cycle cost using a hybrid GA and ANN model, Artificial Neural Networks-ICANN 2006, Springer, Berlin, Heidelberg, 2006, pp. 386-395.
29. F. Gharehchopogh, Neural networks application in software cost estimation: a case study, in: International Symposium on Innovations in Intelligent Systems and Applications (INISTA 2011), pp. 69-73.
30. X. Wu, and V. Kumar The Top Ten Algorithms in Data Mining 2009 CRC Press
31. M. Jørgensen A critique of how we measure and interpret the accuracy of software development effort estimation First International Workshop on Software Productivity Analysis and Cost Estimation 2007 Information Processing Society of Japan Nagoya
32. O.A. Abbas Comparisons between data clustering algorithms Int. Arab J. Inf. Technol. (IAJIT) 5 3 2008
33. S. Prabhakar, and M.R. Henderson Automatic form-feature recognition using neural-network-based techniques on boundary representations of solid models Comput. Aided Des. 24 7 1992 381 393
34. http://www.infor.com/product-summary/erp/visual/.
35. L.K. Kyprianou, Shape Classification in Computer-Aided Design, PhD Thesis, Christ's College, University of Cambridge, UK, 1980.
36. Y.-S. Ma Semantic Modeling and Interoperability in Product and Process Engineering 2013 Springer London