Genetic algorithms in materials design and processing

International Materials Reviews

Volumn 49, Issue 3-4, 2004, Pages 246-260

  Chakraborti, N ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Evolutionary computations; Genetic algorithms; Materials design; Materials processing; Modelling; Optimisation; Simulation

Indexed keywords

COMPACTION; COMPOSITE MATERIALS; EVOLUTIONARY ALGORITHMS; GENETIC ALGORITHMS; METAL CUTTING; METALLURGY; OPTIMIZATION; POWDERS;

FUNCTION OPTIMIZERS; MATERIALS DESIGNS; MATERIALS PROCESSING;

MATERIALS SCIENCE;

EID: 4444250325     PISSN: 09506608     EISSN: None     Source Type: Journal    
DOI: 10.1179/095066004225021909     Document Type: Review

References (195)

1. C. Darwin: 'The voyage of the Beagle', available on line http://www.literature.org/authors/darwin-charles/the-voyage-of-the-beagle/
2. D. E. Goldberg: 'Genetic algorithms in search, optimization and machine learning'; 1989, Reading, MA, Addision-Wesley.
3. M. Mitchell: 'An introduction to genetic algorithms'; 1998, New Delhi, Prentice-Hall.
4. Z. Michalewicz: 'Genetic algorithms + data structures=evolution programs'; 1999, Berlin, Springer-Verlag.
5. R. L. Haupt and S. E. Haupt: 'Practical genetic algorithms': 1998, New York, John-Wiley.
6. T. P. Bagchi: 'Multiobjective scheduling by genetic algorithms'; 1999, Boston, Kluwer.
7. K. Deb: 'Multi-objective optimization using evolutionary algorithms'; 2001, Chicheter, John-Wiley.
8. K. Deb: 'Optimization for engineering design: algorithms and examples'; 1995, New Delhi, Prentice-Hall.
9. N. Chakraborti: Survey. Math. Ind., 2002, 10, 269.
10. K. Deb and R. B. Agrawal: Complex Syst., 1995, 9, 115.
11. K. Price and R. Storn: Dr Dobbs J., 1997, 22, 18.
12. R. Kumar: 'Feature selection, representation and classification', Doctoral Dissertation, University of Sheffield, 1997.
13. N. Marco, S. Lanteri, J. A. Désidéri, B. Mantel and J. Périaux: Survey. Math. Ind., 2000, 9, p. 207.
14. R. Kumar and P., Rockett: Evol. Computation, 2002, 10, 283.
15. K. Ohno, K. Esfarjani and Y. Kawazoe: 'Computational materials science from ab initio to Monte Carlo methods'; 1999, Berlin, Springer-Verlag.
16. R. B. Bird, W. E. Stewart and E. N. Lightfoot: 'Transport phenomena'; 1960, New York, John Wiley.
17. C. Barrón, S. Gómez, D. Romero and A. Saavedra: Appl. Math. Lett., 1999, 12, 85.
18. D. Romero, C. Barrón and S. Gómez: Computer Phys. Commun., 1999, 123, 87.
19. R. Car and M. Parrinello: Phys. Rev. Lett., 1985, 55, 2471.
20. N. Chakraborti, P. S. De and R. Prasad: Z. Metallkd., 1999, 90, 508.
21. N. Chakraborti, P. S. De and R. Prasad: Mater. Lett., 2002, 55, 20.
22. R. Prasad and N. Chakraborti: Met. Mater. Process., 1998, 10, 203.
23. N. Chakraborti, K. Misra, P. Bhatt, N. Barman and R. Prasad: J. Phase Equlib., 2001, 22, 525.
24. N. Chakraborti and R. Kumar: J. Phase Equlib., 2003, 24, 132.
25. G. R. Gupte: 'Molecular dynamics studies of small hydrogenated silicon clusters and hydrogenated amorphous silicon', Doctoral Dissertation, Indian Institute of Technology, Kanpur, 1998.
26. N. Chakraborti, P. Mishra and S. Erkoç: J. Phase Equlib Diffusion, 2004, 25, 16.
27. S. Erkoç, K. Leblebicioǧlu and U. Halici: Mater. Manuf. Process., 2003, 18, 329.
28. B. Hartke: J. Phys. Chem., 1993, 97, 9973.
29. J. A. Niesse and H. R. Mayne: Chem. Phys. Lett., 1996, 261, 576.
30. J. A. Niesse and H. R. Mayne: J. Chem. Phys., 1996, 105, 4700.
31. M. Iwamatsu: J. Chem. Phys., 2000, 112, 10976.
32. R. T. Fu, K. Esfarjani, Y. Hashi, J. Wu, X. Sun and Y. Kawazoe: Sci. Rep. Res. Inst. Tohoku University Series A, Phys. Chem. Metall., 1997, 44, 77.
33. J. R. Morris, D. M. Deaven, K. M. Ho, C. Z. Wang, B. C. Pan, J. G. Wacker and D. E. Turner: in 'Evolutionary algorithms', (ed. L. D. Davis et al.), IMA Volumes in Mathematics and its Applications no. 111; 1999, Berlin, Springer.
34. K. M. Ho, A. A. Shvartburg, B. Pan, Z. Y. Lu, C. Z Wang, J. G. Wacker, J. L. Fye and M. F. Jarrold: Nature, 1998, 329, 582.
35. I. Rata, A. A. Shvartsburg, M. Horoi, T. Frauenheim, K. W. Siu and K. A. Jackson: Phys. Rev. Lett., 2000, 85, 546.
36. J. Wang, G. Wang, F. Deng, H Lee, W. Shen and J. Zhao: Chem. Phys. Lett., 2001, 341, 529.
37. G. Klimeck, R. C. Bowen, T. B. Boykin, C. S. Lazaro, T. A. Cwik and A. Stoica: Superlatt. Microstr., 2000, 27, 77.
38. D. M. Deaven and K. M. Ho: Phys. Rev. Lett., 1995, 75, 288.
39. C. Z. Wang and K. M. Ho: J. Phase Equilib., 1997, 18, 516.
40. S. Hobday and R. Smith: J. Chem. Soc., Faraday Trans., 1997, 93, 3919.
41. Q. Kong, L. Zhao, J. Zhuang, J. Xu, S. Qian, Y. Li, R. Cai, H. Hou and J. Wang: Int. J. Mass Spectrom., 2001, 209, 69.
42. Y. H. Luo, J. Zhao, S. Qiu and G. Wang: Phys. Rev. B, 1999, 59, 14903.
43. J. Zhao, Y. Luo and G. Wang: European. Phys. J. D, 2001, 14, 309.
44. T. X. Li, S. Y. Yin, Y. L. Ji, B. L. Wang, G. H. Wang and J. J. Zhao: Phys. Lett. A, 2000, 267, 403.
45. H. Sun, Y. Ren, Y. H. Luo and G. Wang: Physica B, 2001, 293, 260.
46. J. Wang J. Zhao, F. Ding, W. Shen, H. Lee and G. Wang: Solid State Commun., 2001, 117, 593.
47. Ş. Erkoç: Z. Phys. D, 1994, 32, 257.
48. Ş. Erkoç and R. Shaltaf: Phys. Rev. A, 1999, 60, 3053.
49. C. Roberts and R. L. Johnston: Phys. Chem. Chem. Phys., 2001, 3, 5024.
50. D. C. Sayle and R. L. Johnson: Curr. Opin. Solid State Mater. Sci., 2003, 7, 3.
51. J. Jan-Ole, M. Springborg and G. Seifert: Phys. Chem. Chem. Phys., 2001, 3, 5130.
52. J. Wang, G. Wang, X. Chen, W. Lu and J. Zhao: Phys. Rev. B, 2002, 66, 014419.
53. Y. Ikeda: Mater. Trans. Jpn Inst. Mater., 1997, 38, 771.
54. G. H. Jóhannesson, T. Bilgaard, A. V. Ruban, H. L. Skrivar, K. W. Jacobsen and J. K. Nørskov: Phys. Rev. Lett., 2002, 88, 255506.
55. B. Wang, S. Yin, G. Wang and J. Zhao: J. Phys. Condens. Matter, 2001, 13, L403.
56. B. Wang, S. Yin, G. Wang, A. Buldum and J. Zhao: Phys. Rev. Lett., 2001, 86, 2046.
57. B. Wang, G. Wang and J. Zhao: Phys. Rev. B, 2001, 65, 235406.
58. K. F. Pál: Physica A, 1996, 223, 283.
59. K. Miyazaki and T. Inoue: Surf. Sci., 2002, 501, 93.
60. J. M. Yang, J. T. Horng, C. J. Lin and C. Y. Kao: Evol. Computation, 2001, 9, 421.
61. M. Kesar and S. I. Stupp: Comput. Method. Appl. Mech. Eng., 2000, 186, 373.
62. N. Chen, C. Li and P. Qin: Eng. Appl. Artificial Intel., 1998, 11, 669.
63. H. Su, C. F. Yang, J. C. Shen and Z. L. Tian: Modell. Simulat. Mater. Sci. Eng., 2001, 9, 97.
64. M. Mahfouf, D. A. Linkens and M. F. Abbod: in Proc. 15th International Federation of Automatic Control (IFAC) World Congress on 'Automatic control', (ed. E. F. Camacho et al.); 2002, Oxford, Pargamon Press.
65. G. P. Rangaiah: Fluid Phase Equilib., 2001, 187-188, 83.
66. T. Bagchi: Mater. Manufact. Process., 2003, 18, 341.
67. S. Clement and N. Vagenas: Int. J. Rock Mech. Mining Sci., 1995, 32, 167A.
68. S. L. Jämsä-Jounela: Control Eng. Pract., 2001, 9, 1021.
69. C. L. Karr, D. A. Stanley and B. McWhorter: Comput. Method. Appl. Mech. Eng., 2000, 186, 517.
70. P. Mazumder and E. M. Rudnick: 'Genetic algorithms for VLSI design, layout and test automation'; 1999, Upper Saddle River, NJ, Prentice-Hall.
71. C. Mandal and P. P. Chakrabarti: Mater. Manufact. Process., 2003, 18, 355.
72. N. Chakraborti, P. Mishra and A. Banerjee: Mater. Lett., 2003, 58, 136.
73. P. Ghosh, A. Sundaram, V. Venkatasubramanian and J. M. Caruthers: Comput. Chem. Eng., 2000, 24, 685.
74. R. B. Kasat, A. K. Ray and S. K. Gupta: Mater. Manufact. Process., 2003, 18, 523.
75. D. Sadagopan and R. Pitchumani: Compos. Sci. Technol., 1998, 58, 571.
76. E. S. Kim, C. Oh, S. Lee, B. Lee and I. Yun: Microelectronics J., 2001, 32, 563.
77. A. Dargys: Optic. Commun., 2002, 206, 123.
78. J. Toivanen, J. P. Hämäläinen, K. Miettinen and P. Tarvainen: Mater. Manufact. Process., 2003, 18, 533.
79. H. Cao, J. Yu, L. Kang, H. Yang and X. Ai: Comput. Chem., 2001, 25, 251.
80. G. Cao, M. Grugicic and B. Gersten: Appl. Surf. Sci., 2002, 199, 90.
81. F. Pettersson, J. Hinnelä and H. Saxén: in Int. Conf. on 'Advances in materials and materials processing', (ICAMMP-2002), (ed. N. Chakraborti and U. K. Chatterjee); 2002, New Delhi, Tata/McGraw-Hill.
82. F. Pettersson, J. Hinnelä and H. Saxén: Mater. Manufact. Process., 2003, 18, 385.
83. J. Hinnelä: 'Data-driven modeling of burden distribution in the blast furnace', Doctoral Dissertation, Åbo Akademi University, Åbo, Finland, 2003.
84. A. Bikas, N. Pantelelis and A. Kanarachos: J. Mater. Process. Technol., 2002, 122, 112.
85. D. L. Carroll: Am. Inst. Aeronaut. Astronaut. J., 1996, 34, 338.
86. C. Cheng: J. Phys. D: Appl. Phys., 2000, 33, 1169.
87. B. M. Kariuki, H. Serrano-González, R. L. Johnston and K. D. M. Harris: Chem. Phys. Lett., 1997, 280, 189.
88. H. Ahonen, P. A. de Suza Júnior and V. K. Garg: Nucl. Instrum. Method. Phys. Res. B, 1997, 124, 633.
89. B. K. Lavine, A. Moores and L. K. Helfend: J. Analyt. Appl. Pyrolysis, 1999, 50, 47.
90. A. L. Mackay: J. Molecular Struct. (Theochem), 1995, 336, 293.
91. J. M. Newsam, C. M. Freeman and F. J. J. Leusen: Curr. Opinion Solid State Mater. Sci., 1999, 4, 515.
92. A. D. Dane, A. Veldhuis, D. K. G. de Boer, A. J. G. Leenaers and L. M. C. Buydens: Physica B, 1998, 253, 254.
93. A. Ulyanenkov, K. Omote and J. Harada: Physica B, 2000, 283, 237.
94. T. Lafford, M. Taylor, J. Wall and N. Loxley: J. Cryst. Growth, 2000, 221, 520.
95. M. Taylor, J. Wall, N. Loxley, M. Wormington and T. Lafford: Mater. Sci. Eng. B, 2001, 80, 2001, 95.
96. P. Zaumseil, T. A. Lafford and M. Taylor: J. Phys. D: Appl. Phys., 2001, 34, A52.
97. Z. Klencsár: Nucl. Instrum. Method. Phys. Res. B, 1997, 129, 527.
98. D. Luna-Moreno, E. De la Rosa-Cruz, F. J. Cuevas, L. E. Regalado, P. Salas, R. Rodríguez and V. M. Castaño: Opt. Mater., 2002, 19, 275.
99. Ö. Şahin, P. Sayan and A. N. Bulutcu: J. Cryst. Growth, 2000, 216, 475.
100. W. Kuzmicz: J. Vac. Sci. Technol. B, 1996, 14, 408.
101. S. M. Tam and K. C. Cheung: Expert Syst. Applicat., 2000, 18, 17.
102. M. Brezocnik and M. Kovacic: Mater. Manufact. Process., 2003, 18, 475.
103. P. Salek, J. Tarasiuk, K. Wierzbanowski and A. Baczmański: Mater. Sci. Forum, 1998, 273-275, 139.
104. P. Salek, J. Tarasiuk, K. Wierzbanowski and A. Baczmański: in 'Texture and anistropy in polycrystals', (ed. R. A. Schwarzer); 1998, Zurich, Trans Tech Publications.
105. P. Salek, J. Tarasiuk and K. Wierzbanowski: Archiv. Metall., 1999, 44, 175.
106. P. Salek, J. Tarasiuk and K. Wierzbanowski: Cryst. Res. Technol., 1999, 34, 1073.
107. J. Tarasiuk and K. Wierzbanowski: Mater. Manufact. Process., 2003, 18, 463.
108. C. Chiroiu, L. Munteanu, V. Chiroiu, P. P. Delsanto and M. Scalerandi: Inverse Problems, 2000, 16, 121.
109. K. Balasubramaniam and N. S. Rao: Composites Part B, 1998, 29B, 171.
110. B. Deo, K. Deb, S. Jha, V. Sudhakar and N. V. Sridhar: ISIJ Int., 1998, 38, 98.
111. R. J. Paul and T. S. Chanev: Simulat. Pract. Theory, 1998, 6, 601.
112. L. Tang, J. Liu, A. Rong and Z. Yang: Eur. J. Operat. Res., 2000, 120, 423.
113. A. J. Skinner and J. Q. Broughton: Modell. Simulat. Mater. Sci. Eng., 1995, 3, 371.
114. B. Deo, A. Datta, B. Kukreja, R. Rastogi and K. Deb: 1994, Steel Research, 65, 528.
115. R. Rastogi, K. Deb, B. Deo and R. Boom: Steel Res., 1994, 65, 472.
116. P. Sheel and B. Deo: in Proc. Genetic and Evolutionary Computation Conf. (GECCO-99), Vol. 2, (W. Banzhaf et al.); 1999, San Francisco, Morgan Kaufmann.
117. B. Deo: Proc. Int. Conf. on 'Advances in materials and materials processing', (ICAMMP-2002), (N. Chakraborti and U. K. Chatterjee); 2002, New Delhi, Tata/McGraw-Hill.
118. V. Srivastava and B. Deo: Mater. Manufact. Process., 2003, 18, 401.
119. N. Chakraborti, K. Deb and D. K. Jain: EvoNews, 1997, 4, 2.
120. B. Šarler and B. Filipič: Proc. 2nd Int. Metallurgical Conf. on 'Continuous casting of billets', Oct. 1997, Třinec, Czech Republic, Expert Group, Steelmaking of Czech Metallurgical Society/VDEh.
121. B. Filipič and B. Šarler: Proc. 3rd Int. Conf. on 'Design to manufacture in modern industry', (DMI'97), (ed. A. Jezernik and B. Dolšak); 1997, Portoroz, Slovenia, Faculty of Mechanical Engineering, University of Maribor.
122. B. Filipič and B. Šarler: Proc. 6th European Cong. on 'Intelligent techniques and soft computing', (EUFIT'98), Vol. 1, (ed. H. J. Zimmermann); 1998, Aachen, Verlag Mainz.
123. N. Chakraborti and A. Mukherjee: Ironmaking Steelmaking, 2000, 27, 243.
124. N. Chakraborti, R. Kumar and D. Jain: Appl. Math. Modell., 2001, 25, 287.
125. C. A. Santos, J. A. Spim Jr, M. C. F. Ieradi and A. Garcia: Appl. Math. Modell., 2002, 26, 1077.
126. N. Chakraborti, R. S. P. Gupta and T. K. Tiwari: Ironmaking Steelmaking, 2003, 30, 273.
127. N. Chakraborti, K. S. Kumar and G. G. Roy: Proc. Int. Conf. on 'Advances in materials and materials processing', (ICAMMP-2002), (ed. N. Chakraborti and U. K. Chatterjee); 2002, New Delhi, Tata/McGraw-Hill.
128. T. C. Chen: 'A hybrid intelligent system for process modeling and control using a neural network and a genetic algorithm', Doctoral Dissertation, University of Iowa, Iowa City, Iowa, 1997.
129. R. L. Wood: Eng. Comput., 1996, 13, 43.
130. K. Deb, A. R. Reddy and G. Singh: Mater. Manufact. Process., 2003, 18, 409.
131. D. D. Wang, A. K. Tieu, F. G. de Boer, B. Ma and W. Y. D. Yuen: Eng. Applic. Artific. Intell., 2000, 13, 397.
132. N. Chakraborti and A. Kumar: Mater. Manufact. Process., 2003, 18, 433.
133. W. H. Ray and J. Szekely: 'Process optimization with applications in metallurgy and chemical engineering'; 1973, New York, John Wiley.
134. M. Brezocnik, J. Balic and Z. Kampus: J. Mater. Process. Technol., 2001, 109, 20.
135. S. H. Chung, J. H. Lee, H. S. Chung and S. M. Hwang: Int. J. Mech. Sci., 2000, 42, 965.
136. J. S. Chung and S. M. Hwang: J. Mater. Process. Technol., 1997, 72, 20.
137. C. A. C. António and N. M. Dourado: J. Mater. Process. Technol., 2002, 121, 403.
138. S. Roy, S. Ghosh and R. Shivpuri: Int. J. Machine Tool. Manufact., 1997, 37, 29.
139. J. S. Chung and S. M. Hwang: J. Mater. Process. Technol., 1998, 80-81, 136.
140. K. Mori and M. Yamamoto and K. Osakada: J. Mater. Process. Technol., 1996, 60, 463.
141. U. Dirksen, N. Austerhoff, F. Maevus and M. Kleiner: J. Mater. Process. Technol., 2001, 115, 136.
142. S. Mihelcic, T. Slivnik and B. Vilfan: Eng. Struct., 1997, 19, 1043.
143. T. Ono and T. Ikeda: Proc. 6th European Cong. on 'Intelligent techniques and soft computing', (EUFIT'98). Vol. 1, (ed. H. J. Zimmermann); 1998, Aachen, Verlag Mainz.
144. P. Potočnik and I. Grabec: Neurocomputing, 2002, 43, 107.
145. S. Mohanty, B. Mahanty and P. K. J. Mohapatra: Mater. Manufact. Process., 2003, 18, 447.
146. Z. C. Lin and C. H. Deng: J. Mater. Process. Technol., 2001, 115, 302.
147. M. S. Shunmugam, S. V. B. Reddy and T. T. Narendran: Int. J. Machine Tool. Manufact., 2000, 40, 401.
148. W. T. Chien and C. Y. Chou: J. Mater. Process. Techno., 2001, 118, 442.
149. C. S. Krishna, B. N. Sashank, B. M. Rajaprakash, B. K. Muralidhar and V. K. Basalalli: Proc. Int. Conf. on 'Advances in materials and materials processing', (ICAMMP-2002), (ed. N. Chakraborti and U. K. Chatterjee); 2002, New Delhi, Tata/McGraw-Hill.
150. K. Deb: 1991, AAAI J., 29, 2013.
151. T. Yokota, T. Taguchi and M. Gen: Comput. Ind. Eng., 1999, 37, 379.
152. B. Deo, A. Gupta, B. V. S. Girish and A. K. Jena: Met. Mater. Process., 1998, 10, 323.
153. P. Norberg: Scand. J. Metall., 1997, 26, 206.
154. T. C. Fogarty: in 'Handbook of evolutionary computation', (ed. T. Back et al.); 1997, Bristol/Oxford, Institute of Physics Publishing/Oxford University Press.
155. K. Deb and N. Chakraborti: in Proc. 6th European Cong. on 'Intelligent techniques and soft computing', (EUFIT'98), Vol. 1, (ed. H. J. Zimmermann); 1998, Aachen, Verlag Mainz.
156. N. Chakraborti, K. Deb and A. Jha: Steel Res., 2000, 71, 396.
157. R. G. Song and Q. Z. Zhang: Mater. Sci. Eng. C, 2001, 17, 133.
158. R. G. Song and Q. Z. Zhang: J. Mater. Process. Technol., 2001, 117, 84.
159. B. J. Reardon: Modell. Simulat. Mater. Sci. Eng., 1998, 6, 717.
160. B. J. Reardon: 1998, Modell. Simulat. Mater. Sci. Eng., 6, 735.
161. B. J. Reardon: 1999, Modell. Simulat. Mater. Sci. Eng., 7, 1061.
162. B. J. Reardon and S. R. Bingert: Acta Mater., 2000, 48, 647.
163. B. J. Reardon: Mater. Manufact. Process., 2003, 18, 493.
164. M. F. Ashby: Acta Metall., 1972, 20, 887.
165. M. G. McKimpson: Mater. Manufact. Process., 1996, 11, 935.
166. Q. Y. Pan, W. D. Huang, R. G. Song, Y. H. Zhou and G. L. Zhang: Surf. Coat. Technol., 1998, 102, 245.
167. M. Ridha, K. Amaya and S. Aoki: Corrosion, 2001, 57, 794.
168. P. Miltiadou and L. C. Wrobel: Corrosion, 2002, 58, 912.
169. X. T. Feng and C. Yang: Comput. Method. Appl. Mech. Eng., 2001, 190, 5957.
170. K. Sivakumar, N. G. R. Iyengar and K. Deb: Compos. Struct., 1998, 42, 265.
171. K. Sivakumar, N. G. R. Iyengar and K. Deb: Adv. Compos. Mater., 1999, 8, 295.
172. J. S. Kim, C. G. Kim and C. S. Hong: Compos. Struct., 1999, 46, 171.
173. J. S. Kim, C. G. Kim and C. S. Hong: Compos. Struct., 2001, 51, 285.
174. K. Mahesh, N. N. Kishore and K. Deb: Adv. Compos. Mater., 1996, 5, 87.
175. R. Spallino and G. Thierauf: Comput. Struct., 2000, 78, 691.
176. G. Soremekun, Z. Gürdal, C., Kassapoglou and D. Toni: Compos. Struct., 2002, 56, 53.
177. A. Nag, D. R. Mahapatra and S. Gopalakrishnan: Smart Mater. Struct., 2002, 11, 899.
178. W. J. Staszewski, K. Worden, R. Wardle and G. R. Tomlinson: Smart Mater. Struct., 2000, 9, 298.
179. J. P. Davim and C. A. C. António: J. Mater. Process. Technol., 2001, 112, 78.
180. I. Rajendran and S. Vijayarangan: Comput. Struct., 2001, 79, 1121.
181. E. Wilson, C. Karr and S. Messimer: Mater. Manufact. Process., 2003, 18, 509.
182. T. Eisenhammer: Thin Solid Films, 1995, 270, 1.
183. S. S. Han, L. Cai, A. Rohatgi and G. May: Intell. Eng. Syst. Through Artific. Neur. Network., 1996, 6, 343.
184. T. Eisenhammer, M. Lazarov and R. Sizmann: Proc. SPIE, 1992, 1727, 194.
185. A. Grauel, L. A. Ludwig and G. Klene: Int. J. Approx. Reason., 1997, 16, 89.
186. I. Rechenberg: Comput. Meth. Appl. Mech. Eng., 2000, 186, 125.
187. M. Schütz and H. P. Schwefel: Comput. Meth. Appl. Mech. Eng., 2000, 186, 141.
188. S. M. Hur, K. H. Choi, S. H. Lee and P. K. Chang: J. Mater. Process. Technol., 2001, 112, 236.
189. N. Chakraborti and R. Prasad: Bull. Mater. Sci., 2003, 26, 127.
190. H. J. Li, K. Y. Jiang and K. Z. Li: Mater. Lett., 2003, 57, 2366
191. N. Chakraborti, K. S. Kumar and G. G. Roy: J. Mater. Eng. Perform., 2003, 12, 430
192. C. A. Santos, J. A. Spim and A. Garcia: Eng. Appl. Artific. Intell., 2003, 16, 511.
193. N. Chakraborti, P. S. Mishra, A. Banerjee and R. Dewri: Proc. Int. Cong. on 'Evolutionary methods for design, optimization and control with applications to industrial problems' (EUROGEN 2003), (ed. G. Bugeda et al.); 2003, Barcelona, CIMNE.
194. N. Chakraborti: Mater. Manufact. Process., 2003, 18, vii.
195. M. D. Vose: 'The simple genetic algorithm foundation and theory'; 1999, Cambridge, MA, MIT Press.