Multi objective optimization of friction stir welding parameters using FEM and neural network

作者: Mohammad Hasan Shojaeefard , Mostafa Akbari , Parviz Asadi

DOI: 10.1007/S12541-014-0600-X

关键词: Friction stir weldingStructural engineeringArtificial neural networkFinite element methodTraverseMulti-objective optimizationIdeal solutionRotational speedEngineeringWelding

摘要: In this study the inuence of rotational and traverse speed on friction stir welding AA5083 aluminum alloy has been investigated. For purpose a thermo-mechanically coupled, 3D FEM analysis was used to effect force, peak temperature HAZ width. Then, an Articial Neural Network (ANN) model employed understand correlation between parameters (rotational speed) temperature, width force values in weld zone. Performance ANN found excellent can be predict force. Furthermore, order find optimum speed, multi-objective optimization obtain Pareto front. Finally, Technique for Order Preference by Similarity Ideal Solution (TOPSIS) best compromised solution.

参考文章(19)
Mir Majid Etghani, Mohammad Hassan Shojaeefard, Abolfazl Khalkhali, Mostafa Akbari, A hybrid method of modified NSGA-II and TOPSIS to optimize performance and emissions of a diesel engine using biodiesel Applied Thermal Engineering. ,vol. 59, pp. 309- 315 ,(2013) , 10.1016/J.APPLTHERMALENG.2013.05.041
Carlos A. Coello Coello, A Comprehensive Survey of Evolutionary-Based Multiobjective Optimization Techniques Knowledge and Information Systems. ,vol. 1, pp. 269- 308 ,(1999) , 10.1007/BF03325101
Mohammad Hasan Shojaeefard, Mostafa Akbari, Mojtaba Tahani, Foad Farhani, Sensitivity Analysis of the Artificial Neural Network Outputs in Friction Stir Lap Joining of Aluminum to Brass Advances in Materials Science and Engineering. ,vol. 2013, pp. 1- 7 ,(2013) , 10.1155/2013/574914
Mohammad Hasan Shojaeefard, Reza Abdi Behnagh, Mostafa Akbari, Mohammad Kazem Besharati Givi, Foad Farhani, Modelling and Pareto optimization of mechanical properties of friction stir welded AA7075/AA5083 butt joints using neural network and particle swarm algorithm Materials & Design. ,vol. 44, pp. 190- 198 ,(2013) , 10.1016/J.MATDES.2012.07.025
Mostafa Akbari, Reza Abdi Behnagh, Dissimilar Friction-Stir Lap Joining of 5083 Aluminum Alloy to CuZn34 Brass Metallurgical and Materials Transactions B-process Metallurgy and Materials Processing Science. ,vol. 43, pp. 1177- 1186 ,(2012) , 10.1007/S11663-012-9682-Y
J. Ibarra-Bahena, R.J. Romero, L. Velazquez-Avelar, C.V. Valdez-Morales, Y.R. Galindo-Luna, Experimental thermodynamic evaluation for a single stage heat transformer prototype build with commercial PHEs Applied Thermal Engineering. ,vol. 75, pp. 1262- 1270 ,(2015) , 10.1016/J.APPLTHERMALENG.2014.05.018
R. Abdi Behnagh, M. K. Besharati Givi, M. Akbari, Mechanical Properties, Corrosion Resistance, and Microstructural Changes during Friction Stir Processing of 5083 Aluminum Rolled Plates Materials and Manufacturing Processes. ,vol. 27, pp. 636- 640 ,(2012) , 10.1080/10426914.2011.593243
M Akbari, R Abdi Behnagh, A Dadvand, Effect of materials position on friction stir lap welding of Al to Cu Science and Technology of Welding and Joining. ,vol. 17, pp. 581- 588 ,(2012) , 10.1179/1362171812Y.0000000049
P. Asadi, R.A. Mahdavinejad, S. Tutunchilar, Simulation and experimental investigation of FSP of AZ91 magnesium alloy Materials Science and Engineering: A. ,vol. 528, pp. 6469- 6477 ,(2011) , 10.1016/J.MSEA.2011.05.035
M. W. Mahoney, C. G. Rhodes, J. G. Flintoff, W. H. Bingel, R. A. Spurling, Properties of friction-stir-welded 7075 T651 aluminum Metallurgical and Materials Transactions A-physical Metallurgy and Materials Science. ,vol. 29, pp. 1955- 1964 ,(1998) , 10.1007/S11661-998-0021-5