Estimation of tensile strength of ductile iron friction welded joints using hybrid intelligent methods

Transactions of Nonferrous Metals Society of China (English Edition)

Volumn 23, Issue 2, 2013, Pages 385-391

  Winiczenko, Radosław ^a   Salat, Robert ^a   Awtoniuk, Michał ^a  

^a WARSAW UNIVERSITY OF LIFE SCIENCES   (Poland)

Author keywords

friction welding tensile strength support vector regression genetic algorithm imperialist competitive algorithm ductile iron

Indexed keywords

FRICTION-WELDED JOINTS; HYBRID INTELLIGENT METHOD; HYBRID TECHNIQUES; IMPERIALIST COMPETITIVE ALGORITHM (ICA); NEAR-OPTIMAL; SUPPORT VECTOR REGRESSION (SVR); WELDING PARAMETERS; WELDING PROCESS PARAMETERS;

DUCTILITY; FRICTION; FRICTION WELDING; OPTIMIZATION; TENSILE STRENGTH; WELDING;

GENETIC ALGORITHMS;

EID: 84875208150     PISSN: 10036326     EISSN: None     Source Type: Journal    
DOI: 10.1016/S1003-6326(13)62474-7     Document Type: Article

References (42)

1. M PASCUAL, J CEMBRERO, F SALAS Analysis of the weldability of ductile iron [J] Mater Lett 62 2008 1359 1362
2. EM EL-BANNA Effect of preheat on welding of ductile cast iron [J] Mater Lett 41 1999 20 26
3. M POURANVARI On the weldability of grey cast iron using nickel based filler metal [J] Mater Des 31 2010 3253 3258
4. N OZDEMIR, M AKSOY, N ORHAN Effect of graphite shape in vacuum-free diffusion bonding of nodular cast iron with gray cast iron [J] J Mater Process Technol 14 2003 228 233
5. K MATSUGI, M KONISHI, O YANAGISAWA, M KIRITANI Joining of spheroidal graphite cast iron to stainless steel by impact- electric current discharge joining [J] J Mater Process Technol 150 2004 300 308
6. KF ALABEEDI, JH ABBOUD, KY BENYOUNIS Microstructure and erosion resistance of nodular cast iron by laser melting [J] Wear 266 2009 925 933
7. M EBRAHIMNIA, GHAINI F MALEK, SH GHOLIZADE, M SALARI Effect of cooling rate and powder characteristic on the soundness of heat affected zone in powder welding of ductile cast iron [J] Mater Des 33 2012 551 556
8. B CROSSLAND Friction welding [J] Contemp Phys 12 6 1971 559 574
9. American Welding Society Recommended practice for friction welding [M] 1989 AWS Miami
10. VK LEBEDEV, IA CHERNENKO Welding and surface reviews Friction welding [M] 1992 Harwood Academic Publishers Amsterdam
11. T SHINODA, S ENDO, Y KATO Friction welding of cast iron and stainless steels [J] Weld Int 13 2 1991 89 95
12. H RICHTER, A PALZKILL Applicability of test result from miniature friction welded specimens to full-size specimens as demonstrated by the combination of constructional steel and spheroidal graphite cast iron [J] Weld Cutting 37 1985 60 65
13. M DETTE, J HIRSCH Reibschweissen von Konstruieren aus Kugelgraphitguss mit Stahlteilen [J] Schw Und Schn 11 42 1990 188 190
14. M KACZOROWSKI, R WINICZENKO The microstructure and mass transport during friction welding of ductile cast iron [J] Ind Lub Tribo 65 4 2013
15. R WINICZENKO, M KACZOROWSKI Friction welding of ductile cast iron using interlayers [J] Mater Des 34 2012 444 451
16. R WINICZENKO Structures and mechanical properties of friction welding of ductile cast iron [D] 2001 Warsaw University of Technology Warsaw
17. Y MICHIURA, K MAEKAWA, W TAKAHARA, M KITAGAWA, H HORIE Friction welding of ductile cast iron pipes [J] Jpn J Foundry Eng Soc 70 1998 873 877
18. T OGARA, K KOJOH, N NAGAYOSHI Relation between tensile characteristics and macrostructure of joint in friction welded ductile cast iron [J] Jpn J Foundry Eng Soc 77 2005 39 43
19. H OCHI, G KAWAI, K MORIKAWA, Y YAMAMOTO, Y SUGA Macrostructure and temperature distribution near the weld interface in friction welding of cast iron [J] Strength Fracture and Complexity 5 2009 79 88
20. Yu-lai SONG, Yao-hui LIU, Xian-yong ZHU, Si-rong YU, Ying-bo ZHANG Strength distribution at interface of rotary-friction-welded aluminium to nodular cast iron [J] Transactions of Nonferrous Metals Society of China 18 1 2008 14 18
21. KGK MURTI, S SUNDARESAN Parameter optimization in friction welding dissimilar materials [J] Metal Construct 1983 331 335
22. R PAVENTHAN, PR LAKSHMINARAYANAN, V BALASUBRAMANIAN Prediction and optimization of friction welding parameters for joining aluminium alloy and stainless steel [J] Transactions of Nonferrous Metals Society of China 21 7 2011 1480 1485
23. P SATHIYA, S ARAVINDAN, HAQ A NOORUL Optimization of friction welding parameters using simulated annealing [J] Indian Journal of Engineering and Material Science 13 2006 37 44
24. P SATHIYA Optimization of friction welding parameters using evolutionary computational techniques [J] J Mater Process Technol 5 2009 2576 2584
25. SS KUMARAN, S MUTHUKUMARAN, S VINODH Optimization of friction welding of tube to tube plate using an external tool by hybrid approach [J] Journal of Alloys and Compounds 509 2011 2758 2769
26. SS KUMARAN, S MUTHUKUMARAN, S VINODH Optimization of friction welding of tube to tube plate using an external tool [J] Struct Multidisc Optim 42 2010 449 457
27. O CANYURT Estimation of welded joint strength using genetic algorithm approach [J] Int J Mech Sci 47 2005 1249 1261
28. C MERAN Prediction of the optimized welding parameters for the joined brass plates using genetic algorithm [J] Mater Des 27 2006 356 363
29. S BABU, K ELANGOVAN, V BALASUBRAMANIAN, M BALASUBRAMANIAN Optimizing friction stir welding parameters to maximize tensile strength of AA2219 aluminum alloy joints [J] Metals and Materials International 15 2009 321 330
30. AK LAKASHMINARAYANAN, V BALASUBRAMANIAN Comparison of RSM with ANN in predicting tensile strength of friction stir welded AA7039 aluminium alloy joints [J] Transactions of Nonferrous Metals Society of China 19 1 2009 9 18
31. G PADMANABAN, V BALASUBRAMANIAN Prediction of tensile strength and optimization of process parameters for friction stir welded AZ31B magnesium [J] Proceedings of the Institution of Mechanical Engineers, Part B: J Eng Manuf 1 2010 1519 1528
32. M GOSH, K KUMAR, SV KAILAS, AK RAY Optimization of friction stir welding parameters for dissimilar aluminum alloys [J] Mater Des 31 2010 3033 3037
33. IN TANSEL, M DEMETGUL, H OKUYUCU, A YAPICI Optimizations of friction stir welding of aluminum alloy by using genetically optimized neural network [J] Int J Adv Manuf Technol 48 2010 95 101
34. S MALINOV, W SHA, JJ MCKEOWN Modeling the correlation between processing parameters and properties in titanium alloys using artificial neural network [J] Comput Mat Sci 21 2001 375 394
35. A SMOLA, B SCHOLKOPF A tutorial on support vector regression [J] STAT COMPUT 14 2004 199 222
36. R SALAT, S OSOWSKI Support vector machine for soft fault location in electrical circuits [J] J Intell Fuzzy Syst 22 1 2011 21 31
37. L RUTKOWSKI Computational intelligence, methods and techniques [M] 2008 Springer Berlin
38. K DEB Optimization for engineering design [M] 1998 Prentice-Hall New Delhi
39. M GEN, R CHENG Genetic algorithms and engineering design [M] 1997 Wiley New York
40. ATASHPAZ GARGARI E, LUCAS C. Imperialist competitive algorithm: an algorithm for optimization inspired by imperialistic competition [C]//IEEE Congress on Evolutionary Computation. Singapore, 2007: 4661-4667.
41. VI VILL Friction welding of metals [M] 1962 AWS New York
42. CC CHANG, CJ LIN LIBSVM: A library for support vector machines [J] ACM Trans on Intell Syst and Technol 2 27 2011 1 27