Using improved grey forecasting models to forecast the output of opto-electronics industry

Expert Systems with Applications

Volumn 38, Issue 11, 2011, Pages 13879-13885

  Hsu, Li Chang ^a  

^a LING TUNG UNIVERSITY   (Taiwan)

Author keywords

Forecasting; Genetic algorithm; GM(1,1); Opto electronics industry; Rolling GM(1,1); Transformed GM(1,1)

Indexed keywords

FORECASTING MODELS; FORECASTING PERFORMANCE; GM (1 , 1); GREY FORECASTING MODEL; GREY MODEL; LIMITED DATA; POTENTIAL PROBLEMS; PREDICTION ACCURACY; RESEARCH FIELDS; RESEARCH OBJECTIVES; ROOT MEAN SQUARE; SHORT-TERM FORECASTS; THREE MODELS;

ELECTRONICS INDUSTRY; GENETIC ALGORITHMS; SYSTEM THEORY;

FORECASTING;

EID: 79959979867     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.04.192     Document Type: Article

References (55)

1. O. Ahmed, M. Nordin, S. Sulaiman, and W. Fatimah Study of genetic algorithm to fully-automate the design and training of artificial neural network IJCSNS International Journal of Computer Science and Network Security 9 1 2009 217 226
2. H. Ahn, and K.J. Kim Global optimization of case-based reasoning for breast cytology diagnosis Expert Systems with Applications 36 1 2009 724 734
3. D. Akay, and M. Atak Grey prediction with rolling mechanism for electricity demand forecasting of Turkey Energy 32 9 2007 1670 1675 (Pubitemid 46898691)
4. Y.A. Alsultanny, and M.M. Aqel Pattern recognition using multilayer neural-genetic algorithm Neurocomputing 51 3 2003 237 247 (Pubitemid 36367236)
5. Y.M. Chan Forecasting tourism: A sine wave time series regression approach Journal of Travel Research 32 2 1993 58 60
6. S.C. Chang The TFT-LCD industry in Taiwan: Competitive advantages and future developments Technology in Society 27 2 2005 199 215
7. S.C. Chang, H.C. Lai, and H.C. Yu A variable P value rolling grey forecasting model for Taiwan semiconductor industry production Technological Forecasting and Social Change 72 5 2005 623 640
8. Y.C. Chang, J.K. Lin, and M.H. Chuang Optimal chiller loading by genetic algorithm for reducing energy consumption Energy & Buildings 37 2 2005 147 155
9. F.L. Chu Forecasting tourism: A combined approach Tourism Management 19 6 1998 515 520
10. S.A. DeLurgio Forecasting principles and applications 1998 Irwin/McGraw-Hill New York
11. J.L. Deng Control problems of grey system Systems and Control Letters 1 5 1982 288 294
12. A.I. Dounis, P. Tiropanis, D. Tseles, G. Nikolaou, and G.P. Syrcos A comparison of grey model and fuzzy predictive model for time series International Journal of Computational Intelligence 2 3 2006 176 178
13. P. Drucker Managing in turbulent times 1980 Harper & Row New York
14. S. Fei, C.L. Liu, and Y.B. Miao Support vector machine with genetic algorithm for forecasting of key-gas ratios in oil-immersed transformer Expert Systems with Applications 36 3 2009 6326 6331
15. Z. Guo, X. Song, and J. Ye A Verhulst model on time series error corrected for port throughput forecasting Journal of the Eastern Asia Society for Transportation Studies 6 2005 881 891
16. Y. Han, and S. Xu Multi-variable grey model based on genetic algorithm and its application in urban water consumption Nature and Science 5 1 2007 18 26
17. S.F. Hillier, and J.G. Lieberman Introduction to operations research 6rd ed. 1995 McGraw-Hill New York
18. C.H. Hiseh, R.H. Huang, and T.Y. Feng An approach to improve estimation performance of GM(1,1) model Journal of Advanced Computational Intelligence and Intelligent Informatics 12 3 2008 249 253
19. J.H. Holland Adaptation in natural and artificial systems 1975 The University of Michigan Press Ann Arbor
20. L.C. Hsu Applying the grey prediction model to the global integrated circuit industry Technological Forecasting and Social Change 70 6 2003 563 574
21. L.C. Hsu Forecasting the output of integrated circuit industry using genetic algorithm based multivariable grey optimization models Expert Systems with Applications 36 4 2009 7898 7903
22. L.C. Hsu A genetic algorithm based nonlinear grey Bernoulli model for output forecasting in integrated circuit industry Expert Systems with Applications 37 6 2010 4318 4323
23. C.C. Hsu, and C.Y. Chen Applications of improved grey prediction model for power demand forecasting Energy Conversion & Management 44 14 2003 2241 2249
24. Y.T. Hsu, M.C. Liu, J. Yeh, and H.F. Hung Forecasting the turning time of stock market based on Markov-Fourier grey model Expert Systems with Applications 36 4 2009 8597 8603
25. M.L. Huang, and Y.H. Hung Combining radial basis function neural network and genetic algorithm to improve HDD driver IC chip scale package assembly yield Expert Systems with Applications 34 1 2008 588 595 (Pubitemid 46778981)
26. C.L. Huang, and C.J. Wang A GA-based feature selection and parameters optimization for support vector machines Expert Systems with Applications 31 2 2006 231 240
27. K.C. Hung, C.Y. Chien, K.J. Wu, and F.Y. Hsu Optimal alpha level setting in GM(1,1) model based on genetic algorithm Journal of Grey System 12 1 2009 23 32
28. Y.Q. Jiang, Y. Yao, S.M. Deng, and Z.L. Ma Applying grey forecasting to predicting the operating energy performance of air cooled water chillers International Journal of Refrigeration 27 4 2004 385 392
29. E. Kayacan, B. Ulutas, and O. Kaynak Grey system theory-based models in time series prediction Expert Systems with Applications 37 2 2010 1784 1789
30. K. Krishna, and M.N. Murty Genetic k-means algorithm IEEE Transactions on Systems, Man, and Cybernetic - Part B: Cybernetics 29 3 1999 433 439
31. L.M. Kung, and S.W. Yu Prediction of index futures returns and the analysis of financial spillovers - A comparison between GARCH and the grey theorem European Journal of Operational Research 186 3 2008 1184 1200
32. C. Lewis Industrial and business forecasting methods: A practical guide to exponential smoothing and curve fitting 1982 Butterworths Scientific London
33. F.J. Lin, W.J. Hwang, and R.J. Wai A supervisory fuzzy neural network control system for tracking periodic inputs IEEE Transactions on Fuzzy Systems 7 1 1999 41 52
34. C.B. Lin, S.F. Su, and Y.T. Hsu High precision forecast using grey models International Journal of Systems Science 32 5 2001 609 619
35. C.T. Lin, and S.Y. Yang Forecast of the output value of Taiwan's opto-electronics industry using the grey forecasting model Technological Forecasting and Social Change 70 2 2003 177 186
36. C.A. Martin, and S.F. Witt Forecasting tourism demand: A comparison of the accuracy of several quantitative methods International Journal of Forecasting 5 1 1989 7 19
37. U. Maulik, and S. Bandyopadhyay Genetic algorithm based clustering technique Pattern Recognition 33 9 2000 1455 1465
38. J.H. Min, and C. Jeong A binary classification method for bankruptcy prediction Expert Systems with Applications 36 3 2009 5256 5363
39. C.A. Murthy, and N. Chowdhury In search of optimal clusters using genetic algorithms Pattern Recognition Letters 17 8 1996 825 832 (Pubitemid 126384187)
40. M.C. Naldi, A.C.P.L.F. Carvalho, R.J.G.B. Campello, and E.R. Hruschka Genetic clustering for data mining Soft Computing for Knowledge Discovery and Data Mining 1 2008 113 132
41. Palisade Corp. Evolver: The genetic algorithm super solver for Microsoft excel 1998 Palisade Corporation Newfield, New York
42. Ö. Polat, and T. Yildirim Genetic optimization of GRNN for pattern recognition without feature extraction Expert Systems with Applications 34 4 2008 2444 2448 (Pubitemid 351173755)
43. K.S. Shin, and Y.J. Lee A genetic algorithm application in bankruptcy prediction modeling Expert Systems with Applications 23 3 2002 321 328
44. S.Y. Sohn, T.H. Moon, and K.J. Seok Optimal pricing for mobile manufacturers in competitive market using genetic algorithm Expert Systems with Applications 36 2 2009 3448 3453
45. P.N. Suganthan Structural pattern recognition using genetic algorithms Pattern Recognition 35 9 2002 1883 1893 (Pubitemid 34776304)
46. Y.F. Wang Predicting stock price using fuzzy grey prediction system Expert Systems with Applications 22 1 2002 33 38
47. F.K. Wang, and K.K. Chang Modified diffusion model with multiple products using a hybrid GA approach Expert Systems with Applications 36 10 2009 12613 12620
48. C.H. Wang, and L.C. Hsu Using genetic algorithms grey theory to forecast high technology industrial output Applied Mathematics and Computation 195 1 2008 256 263
49. K.L. Wen, and T.C. Chang The research and development of completed GM(1,1) model toolbox using Matlab International Journal of Computational Cognition 3 3 2005 42 48
50. J.C. Wen, K.H. Huang, and K.L. Wen The study of alpha in GM(1,1) model Journal of the Chinese Institute of Engineering 23 5 2000 583 589
51. J.H. Wu, and C.R. Lauh A study to improve GM (1,1) via heuristic method Journal of Grey System 10 3 1998 183 192
52. A.W.L. Yao, S.C. Chi, and J.H. Chen An improved grey-based approach for electricity demand forecasting Electric Power Systems Research 67 3 2003 217 224
53. A.W.L. Yao, S.C. Chi, and J.H. Chen Development of an integrated grey-fuzzy-based electric management system for enterprises Energy 30 15 2005 2759 2771 (Pubitemid 40688447)
54. G. Yu, and Z. Schwartz Forecasting short time-series tourism demand with artificial intelligence models Journal of Travel Research 45 2 2006 194 203 (Pubitemid 44541766)
55. X. Zheng, and M. Liu An overview of accident forecasting methodologies Journal of Loss Prevention in the Process Industry 22 4 2009 484 491