Facility layout using weighted association rule-based data mining algorithms: Evaluation with simulation

Expert Systems with Applications

Volumn 39, Issue 1, 2012, Pages 3-13

  Altuntas, Serkan ^a   Selim, Hasan ^b  

^a BAYBURT UNIVERSITY   (Turkey)

^b DOKUZ EYLUL UNIVERSITY   (Turkey)

Author keywords

Data mining; Facility layout; Simulation; Weighted association rule

Indexed keywords

DATA MINING ALGORITHM; FACILITY LAYOUT; FACILITY LAYOUT PROBLEMS; KEY LOCATION; MATERIAL HANDLING COSTS; MATERIAL HANDLING EQUIPMENTS; PERFORMANCE CRITERION; RULE BASED; RULE-BASED APPROACH; SIMULATION; WEIGHTED ASSOCIATION RULES;

ASSOCIATION RULES; MATERIALS HANDLING; PLANT LAYOUT;

DATA MINING;

EID: 81855170041     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.06.045     Document Type: Article

References (32)

1. Altuntas, S. (2010). Facility layout using weighted association rule-based data mining algorithms: Evaluation with simulation. M.Sc. Thesis, Dokuz Eylul University. Department of Industrial Engineering. Izmir, Turkey.
2. B. Arinze, and A. Banerjee A knowledge-based approach for facilities location planning Expert Systems with Applications 5 1-2 1992 131 139
3. Cai, C. H.; Fu, A. W. C.; Cheng, C. H.; & Kwong, W. W. (1998). Mining association rules with weighted items. In: Proceedings of the international Database Engineering and Application Symposium, Cardiff, UK. IEEE Computer Society.
4. A.G. Canen, and G.H. Williamson Facility layout overview: Towards competitive advantage Facilities 16 7/8 1998 198 203
5. W.M. Chan, C.Y. Chan, and W.H. Ip A heuristic algorithm for machine assignment in cellular layout Computers & Industrial Engineering 44 2002 49 73
6. M.C. Chen Configuration of cellular manufacturing systems using association rule induction International Journal of Production Research 41 2 2003 381 395
7. J. Current, H. Min, and D. Schilling Multiobjective analysis of facility location decisions European Journal of Operational Research 49 1990 295 307
8. M. Dong, C. Wu, and F. Hou Shortest path based simulated annealing algorithm for dynamic facility layout problem under dynamic business environment Expert Systems with Application 36 2009 11221 11232
9. A. Drira, H. Pierreval, and S. Hajri-Gabouj Facility layout problems: A survey Annual Reviews in Control 31 2007 255 267
10. R.Z. Farahani, M.S. Seifi, and N. Asgari Multiple criteria facility location problems: A survey Applied Mathematical Modelling 34 2010 1689 1709
11. R. Forsati, and M.R. Meybodi Effective page recommendation algorithms based on distributed learning automata and weighted association rules Expert Systems with Applications 37 2010 1316 1330
12. J.A. Harding, M. Shahbaz, Srinivas, and A. Kusiak Data mining in manufacturing: A review Journal of Manufacturing Science and Engineering 128 2006 969 976
13. M.M.D. Hassan Machine layout problem in modern manufacturing facilities International Journal of Production Research 31 11 1994 2559 2584
14. J. Hipp, U. Guntzer, and G. Nakhaeizadeh Algorithms for association rule mining-a general survey and comparison ACM SIG KDD Explorations 2 1 2000 58 64
15. Ismail, R. Othman, Z.; & Bakar, A. A. (2009). Data mining in production planning and scheduling: A review. Second Conference on Data Mining and Optimization, 27-28 October, Selangor, Malaysia.
16. Khan, M. S.; Muyeba, M.; & Coenen, F. (2008). Weighted association rule mining from binary and fuzzy data". ICDM 2008, LNAI 5077 (pp. 200-212).
17. Y. Koren, U. Heisen, F. Jovane, T. Moriwaki, G. Pritschow, and G. Ulusoy Reconfigurable manufacturing system Annals of the CIRP 48 2 1999 527 540
18. S. Kotsiantis, and D. Kanellopoulos Association rules mining: A recent overview GESTS International Transactions on Computer Science and Engineering 32 1 2006: 71 82
19. K.K. Krishnan, I. Jithavech, and H. Liao Mitigation of risk in facility layout design for single and multi-period problems International Journal of Production Research 47 21 2009 5911 5940
20. A. Kusiak Data mining: Manufacturing and service applications International Journal of Production Research 44 18/19 2006: 4175 4191
21. A. Kusiak, and S.S. Heragu The facility layout problem European Journal of Operational Research 29 1987 229 251
22. C.G. Liu, K. Yasuda, Y. Yin, and K. Yanaka Uncertain association rule mining algorithm for the cell formation problem in cellular manufacturing system International Journal of Production Research 47 3 2009 667 685
23. W.K. Mahamaneerat, C.R. Shyu, S.C. Ho, and C.A. Chang Domain-concept association rules mining for large-scale and complex cellular manufacturing tasks Journal of Manufacturing Technology Management 18 7 2007 787 806
24. R. Meller, and K.Y. Gau The facility layout problem: Recent and emerging trends and perspectives Journal of Manufacturing Systems 15 5 1996 351 366
25. C.Y. Shen, and K.T. Yu A generalized fuzzy approach for strategic problems: The empirical study on facility location selection of authors' management consultation client as an example Expert Systems with Applications 36 2009 4709 4716
26. S.P. Singh, and R.R.K. Sharma A review of different approaches to the facility layout problems The International Journal of Advanced Manufacturing Technology 30 2006 425 433
27. L.V. Snyder Facility location under uncertainty: A review IIE Transactions 38 2006 537 554
28. Tao, F.; Murtagh, F.; & Farid, M. (2003). Weighted association rule mining using weighted support and significance framework. In Proceedings of the ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. The Association for Computing Machinery. Washington.
29. J.A. Tompkins, J.A. White, Y.A. Bozer, E.H. Frazelle, J.M.A. Tanchoco, and J. Trevino Facilities planning New York 1996 John Wiley NY
30. G. Wäscher, and J. Merker A comparative evaluation of heuristics for the adjacency problem in facility layout planning International Journal of Production Research 35 2 1997 447 466
31. K.Y. Wong, and Komarudin Solving facility layout problems using flexible bay structure representation and ant system algorithm Expert Systems with Applications 37 2010 5523 5527
32. Zhao, Q.; & Bhowmick, S. S. (2003). Association rule mining: A survey. Technical Report, CAIS, Nanyang Technological University, Singapore, (No. 2003116).