Modeling of input-output relationships for a plasma spray coating process using soft computing tools

Applied Soft Computing Journal

Volumn 12, Issue 11, 2012, Pages 3356-3368

  Datta, Somak ^a   Pratihar, D K ^a   Bandyopadhyay, P P ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Forward and reverse mappings; Genetic algorithm; Neural networks; Particle swarm optimization; Plasma spray coating; Statistical regression

Indexed keywords

CENTRAL COMPOSITE DESIGNS; COMPARATIVE STUDIES; INPUT-OUTPUT; MANUFACTURING PROCESS; PLASMA SPRAY COATING; PROCESS PARAMETERS; REGRESSION EQUATION; REVERSE MAPPING; SOFT COMPUTING TOOLS; STATISTICAL REGRESSION; TRANSFORMATION MATRICES;

DESIGN OF EXPERIMENTS; GENETIC ALGORITHMS; LINEAR TRANSFORMATIONS; NEURAL NETWORKS; PARTICLE SWARM OPTIMIZATION (PSO); PLASMA JETS; PLASMA SPRAYING; REGRESSION ANALYSIS; SOFT COMPUTING;

COATINGS;

EID: 84865850677     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2012.07.015     Document Type: Article

References (33)

1. P. Saravanan, V. Selvarajan, S.V. Joshi, and G. Sundararajan Experimental design and performance analysis of alumina coatings deposited by a detonation spray process Journal of Physics D: Applied Physics 34 2001 131 140 (Pubitemid 32136874)
2. J.R. Mawdsley, Y.J. Su, K.T. Faber, and T.F. Bernecki Optimization of small-particle plasma-sprayed alumina coatings using designed experiments Materials Science and Engineering A308 2001 189 199 (Pubitemid 32464300)
3. G. Jandin, H. Liao, Z.Q. Feng, and C. Coddet Correlations between operating conditions, microstructure and mechanical properties of twin wire arc sprayed steel coatings Materials Science and Engineering A349 2003 298 305 (Pubitemid 36551579)
4. J.F. Li, H. Liao, B. Nomand, C. Cordier, G. Maurin, J. Foct, and C. Coddet Uniform design method for optimization of process parameters of plasma sprayed TiN coatings Surface and Coatings Technology 176 2003 1 13 (Pubitemid 37388057)
5. J.F. Li, H.L. Liao, C.X. Ding, and C. Coddet Optimizing the plasma spray process parameters of yttria stabilized zirconia coatings using a uniform design of experiments Journal of Materials Processing Technology 160 2005 34 42 (Pubitemid 40244581)
6. F. Azarmi, T.W. Coyle, and J. Mostaghimi Optimization of atmospheric plasma spray process parameters using a design of experiment for alloy 625 coating Journal of Thermal Spray Technology 17 1 2008 144 155
7. Y. Wang, and T.W. Coyle Optimization of solution precursor plasma spray process by statistical design of experiment Journal of Thermal Spray Technology 17 5-6 2008 692 699
8. Z. Duan, L. Beall, J. Schein, J. Heberlein, and M. Stachowicz Diagnostics and modeling of an argon/helium plasma spray process Journal of Thermal Spray Technology 9 20 2000 225 234
9. S. Guessasma, G. Montavon, P. Gougeon, and C. Coddet Designing expert system using neural computation in view of the control of plasma spray process Materials and Design 24 2003 497 502 (Pubitemid 37007972)
10. S. Guessasma, G. Montavon, and C. Coddet Modeling of the APS plasma spray process using artificial neural networks: basis requirements and an example Computational Materials Science 29 2004 315 333
11. S. Guessasma, and C. Coddet Microstructure of APS alumina-titania coatings analysed using artificial neural networks Acta Materialia 52 2004 5157 5164
12. S. Guessasma, and C. Coddet Neural computation applied to APS spray process: porosity analysis Surface and Coatings Technology 197 2005 85 92 (Pubitemid 40652137)
13. M. Chaithanya, A. Satapathy, S.C. Mishra, P.V. Ananthapadmanabhan, and K.P. Sreekumar Neural network analysis for deposition of nickel-aluminide coatings on steel by plasma spraying 21st National Symposium of Plasma Science Society of India MNIT, Jaipur, India 2006
14. S. Guessasma, M. Bounazef, and P. Nardin Neural computation analysis of alumina-titania wear resistance coating International Journal of Refractory Metals and Hard Materials 24 2006 240 246 (Pubitemid 41808254)
15. 2 wear resistant coatings: a neural computation International Conference on Advanced materials and Composites CSIR, Trivandrum, India 2007 741 746
16. L. Wang, J.C. Fang, Z.Y. Zhao, and H.P. Zeng Application of backward propagation network for forecasting hardness and porosity of coatings by plasma spraying Surface and Coatings Technology 201 2007 5085 5089 (Pubitemid 46158565)
17. A.F. Kanta, G. Montavon, M.P. Planche, and C. Coddet Artificial neural networks implementation in plasma spray process: prediction of power parameters and in-flight particle characteristics vs. desired coating structural attributes Surface and Coatings Technology 203 2009 3361 3369
18. K.M. Tay, and C. Butler Modelling and optimization of a MIG welding process - a case study using experimental designs and neural networks Journal of Quality and Reliability Engineering International 13 1997 61 70 (Pubitemid 127623239)
19. Y. Tan, J. Wang, and J.M. Zuruda Nonlinear blind source separation using a radial basis function network IEEE Transactions of Neural Networks 12 2001 124 134 (Pubitemid 32190853)
20. H. Leung, N. Dubash, and N. Xie Detection of small objects in cluster using a GARBF neural network IEEE Transactions on Aerospace and Electronic systems 38 2002 98 118 (Pubitemid 34491109)
21. Y. Zhu, and Y. He Short-term forecasting model using fuzzy C-means-based radial basis function network Y. Chen, A. Abraham, Proceedings of the Sixth International Conference on Intelligent Systems Design and Applications 2006 579 582
22. J.X. Peng, K. Li, and D.S. Huang A hybrid forward algorithm for RBF neural network construction IEEE Transaction on Neural Networks 17 2006 1439 1451 (Pubitemid 44824258)
23. A. Staiano, R. Tagliaferri, and W. Pedrycz Improving RBF networks performance in regression tasks by means of a supervised fuzzy clustering Journal of Neurocomputing 69 2007 1570 1581 (Pubitemid 43906053)
24. M.V.V. Amarnath, and D.K. Pratihar Forward and reverse mappings of TIG welding process using radial basis function neural networks (RBFNNs) IMechE Part B: Journal of Engineering Manufacture 223 2009 1575 1590
25. http://www.minitab.com.
26. S. Datta, D.K. Pratihar, and P.P. Bandyopadhyay Modeling of plasma spray coating process using statistical regression analysis International Journal of Advanced Manufacturing Technology 2012 10.1007/s00170-012-4232-y
27. J.C. Bezdek, Fuzzy mathematics in pattern classification, Ph.D. Thesis, Applied Mathematics Center, Cornell University, Ithaca, 1973.
28. J. Yao, M. Dash, S.T. Tan, and H. Liu Entropy-based fuzzy clustering and fuzzy modeling Fuzzy Sets and Systems 113 2000 381 388
29. D.K. Pratihar Soft Computing 2008 Narosa Publishing House New Delhi, India
30. J. Kennedy, and R. Eberhart Particle swarm optimization Proceedings of the IEEE International Conference on Neural Networks Perth, Australia, Piscataway, NJ 1995 1942 1948
31. R. Poli, J. Kennedy, and T. Blackwell Particle swarm optimization: an overview Swarm Intelligence 1 2007 33 57
32. A.M.M. Sharif Ullah, and K.H. Harib A human-assisted knowledge extraction method for machining operations Advanced Engineering Informatics 20 2006 335 350 (Pubitemid 44646900)
33. A.M.M. Sharif Ullah, and K.H. Harib Manufacturing process performance prediction by integrating crisp and granular information Journal of Intelligent Manufacturing 16 2005 317 330 (Pubitemid 40878760)