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2021 | OriginalPaper | Chapter

A Review on the Fabrication of Surface Composites via Friction Stir Processing and Its Modeling Using ANN

Authors : Kartikeya Bector, Aranyak Tripathi, Divya Pandey, Ravi Butola, Ranganath M. Singari

Published in: Advances in Manufacturing and Industrial Engineering

Publisher: Springer Nature Singapore

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Abstract

Friction Stir Processing (FSP) is a surface modification and surface composite fabrication technique that was first theorized and demonstrated in 2002. Since then, it has grown exponentially in the industry due to its efficiency, ease of usability and various other advantages over conventional surface modification and fabrication processes. Artificial Neural Networks provide a computational model that can handle complex relationships between the various determinants involved in FSP and the effect they have on the final output. ANN has been used extensively to predict the impact of various FSP determinants and hence model the most efficient values of these determinants for various base metals. This paper has tried to encapsulate the plethora of research done on the optimization of FSP determinants using ANN architecture.

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Literature
1.
go back to reference Mishra RS, Ma ZY, Charit I (2003) Friction stir processing: a novel technique for fabrication of surface composite. Mater Sci Eng, A 341:307–310CrossRef Mishra RS, Ma ZY, Charit I (2003) Friction stir processing: a novel technique for fabrication of surface composite. Mater Sci Eng, A 341:307–310CrossRef
2.
go back to reference Chaudhary A, Dev AK, Goel A, Butola R, Ranganath MS (2018) The mechanical properties of different alloys in friction stir processing: a review. Mater Today: Proc 5:5553–5562 Chaudhary A, Dev AK, Goel A, Butola R, Ranganath MS (2018) The mechanical properties of different alloys in friction stir processing: a review. Mater Today: Proc 5:5553–5562
3.
go back to reference Butola R, Singari RM, Bandhu A, Walia RS (2017) Characteristics and properties of different reinforcements in hybrid aluminium composites: a review. Int J Adv Prod Ind Eng IJAPIE-SI-MM 511:71–80 Butola R, Singari RM, Bandhu A, Walia RS (2017) Characteristics and properties of different reinforcements in hybrid aluminium composites: a review. Int J Adv Prod Ind Eng IJAPIE-SI-MM 511:71–80
4.
go back to reference Pantelis D, Tissandier A, Manolatos P, Ponthiaux P (1995) Formation of wear resistant Al–SiC surface composite by laser melt–particle injection process. Mater Sci Technol 11:299CrossRef Pantelis D, Tissandier A, Manolatos P, Ponthiaux P (1995) Formation of wear resistant Al–SiC surface composite by laser melt–particle injection process. Mater Sci Technol 11:299CrossRef
6.
go back to reference Ricciardi G, Cantello M, Mollino G, Varani W, Garlet E (1989) Proceedings of 2nd international seminar on surface engineering with high energy beam, science and technology, CEMUL-IST, Lisbon, Portugal, pp 415–423 Ricciardi G, Cantello M, Mollino G, Varani W, Garlet E (1989) Proceedings of 2nd international seminar on surface engineering with high energy beam, science and technology, CEMUL-IST, Lisbon, Portugal, pp 415–423
7.
go back to reference Gui MC, Kang SB (2000) 6061Al/Al–SiCp bi-layer composites produced by plasma-spraying process. Mater Lett 46:296CrossRef Gui MC, Kang SB (2000) 6061Al/Al–SiCp bi-layer composites produced by plasma-spraying process. Mater Lett 46:296CrossRef
8.
go back to reference Butola R, Pratap C, Shukla A, Walia RS (2019) Effect on the mechanical properties of aluminum-based hybrid metal matrix composite using stir casting method. Mater Sci Forum 969:253–259CrossRef Butola R, Pratap C, Shukla A, Walia RS (2019) Effect on the mechanical properties of aluminum-based hybrid metal matrix composite using stir casting method. Mater Sci Forum 969:253–259CrossRef
9.
go back to reference Okuyucu H, Kurt A, Arcaklioglu E (2007) Artificial neural network application to the friction stir welding of aluminium plates. Mater Des 28:78–84CrossRef Okuyucu H, Kurt A, Arcaklioglu E (2007) Artificial neural network application to the friction stir welding of aluminium plates. Mater Des 28:78–84CrossRef
10.
go back to reference Li K, Liu X, Zhao Y (2019) Research status and prospect of friction stir processing technology. Coatings 9:129CrossRef Li K, Liu X, Zhao Y (2019) Research status and prospect of friction stir processing technology. Coatings 9:129CrossRef
11.
go back to reference Butola R, Ranganath MS, Murtaza Q (2019) Fabrication and optimization of AA7075 matrix surface composites using Taguchi technique via friction stir processing (FSP). Eng Res Express 1, 025015 (2019) Butola R, Ranganath MS, Murtaza Q (2019) Fabrication and optimization of AA7075 matrix surface composites using Taguchi technique via friction stir processing (FSP). Eng Res Express 1, 025015 (2019)
12.
go back to reference Weglowski M (2014) Friction stir processing technology—new opportunities. Weld Int 28 Weglowski M (2014) Friction stir processing technology—new opportunities. Weld Int 28
13.
go back to reference Khalkhali A, Ebrahimi-Nejad S, Malek NG (2018) Comprehensive optimization of friction stir weld parameters of lap joint AA1100 plates using artificial neural networks and modified NSGA-II. Mater Res Express 5(6). Published 6 June 2018 • © 2018 IOP Publishing Ltd. Khalkhali A, Ebrahimi-Nejad S, Malek NG (2018) Comprehensive optimization of friction stir weld parameters of lap joint AA1100 plates using artificial neural networks and modified NSGA-II. Mater Res Express 5(6). Published 6 June 2018 • © 2018 IOP Publishing Ltd.
14.
go back to reference Padhy GK, Wu CS, Gao S (2018) Friction stir based welding and processing technologies—processes, parameters, microstructures and applications: a review. J Mater Sci Technol 34:1–38CrossRef Padhy GK, Wu CS, Gao S (2018) Friction stir based welding and processing technologies—processes, parameters, microstructures and applications: a review. J Mater Sci Technol 34:1–38CrossRef
15.
go back to reference Tamadon A, Pons DJ, Sued K, Clucas D (2017) Development of metallographic etchants for the microstructure evolution of A6082–T6 BFSW welds. Metals 7:423CrossRef Tamadon A, Pons DJ, Sued K, Clucas D (2017) Development of metallographic etchants for the microstructure evolution of A6082–T6 BFSW welds. Metals 7:423CrossRef
16.
go back to reference Khodabakhshi F, Gerlich AP, Svec P (2017) Fabrication of a high strength ultra-fine grained Al-Mg-SiC nanocomposite by multi-step friction-stir processing. Mater Sci Eng A Struct Mater Prop Microstruct Process 698:313–325 Khodabakhshi F, Gerlich AP, Svec P (2017) Fabrication of a high strength ultra-fine grained Al-Mg-SiC nanocomposite by multi-step friction-stir processing. Mater Sci Eng A Struct Mater Prop Microstruct Process 698:313–325
17.
go back to reference Sathiskumar R, Murugan N, Dinaharan I, Vijay SJ (2013a) Role of friction stir processing parameters on microstructure and microhardness of boron carbide particulate reinforced copper surface composites. Sadhana Acad Proc Eng Sci 38:1433–1450 Sathiskumar R, Murugan N, Dinaharan I, Vijay SJ (2013a) Role of friction stir processing parameters on microstructure and microhardness of boron carbide particulate reinforced copper surface composites. Sadhana Acad Proc Eng Sci 38:1433–1450
18.
go back to reference Tamadon A, Pons DJ, Sued K, Clucas D (2018) Formation mechanisms for entry and exit defects in bobbin friction stir welding. Metals 8:33CrossRef Tamadon A, Pons DJ, Sued K, Clucas D (2018) Formation mechanisms for entry and exit defects in bobbin friction stir welding. Metals 8:33CrossRef
19.
go back to reference Sun P, Wang K, Wang W, Zhang X (2008) Influence of process parameter on microstructure of AZ31 magnesium alloy in friction stir processing. Hot Work Technol 37:99 Sun P, Wang K, Wang W, Zhang X (2008) Influence of process parameter on microstructure of AZ31 magnesium alloy in friction stir processing. Hot Work Technol 37:99
20.
go back to reference Barmouz M, Givi MKB, Seyfi J (2011) On the role of processing parameters in producing Cu/SiC metal matrix composites via friction stir processing: investigating microstructure, microhardness, wear and tensile behavior. Mater Charact 62:108–117CrossRef Barmouz M, Givi MKB, Seyfi J (2011) On the role of processing parameters in producing Cu/SiC metal matrix composites via friction stir processing: investigating microstructure, microhardness, wear and tensile behavior. Mater Charact 62:108–117CrossRef
21.
go back to reference Jana S, Mishra RS, Baumann JA, Grant G (2010) Effect of process parameters on abnormal grain growth during friction stir processing of a cast Al alloy. Mater Sci Eng A Struct Mater Prop Microstruct Process 528:189–199 Jana S, Mishra RS, Baumann JA, Grant G (2010) Effect of process parameters on abnormal grain growth during friction stir processing of a cast Al alloy. Mater Sci Eng A Struct Mater Prop Microstruct Process 528:189–199
22.
go back to reference Mehta KP, Badheka VJ (2016) Effects of tilt angle on the properties of dissimilar friction stir welding copper to aluminum. Mater Manuf Process 31:255–263CrossRef Mehta KP, Badheka VJ (2016) Effects of tilt angle on the properties of dissimilar friction stir welding copper to aluminum. Mater Manuf Process 31:255–263CrossRef
23.
go back to reference Butola R, Murtaza Q, Singari RM (2019) Advances in computational methods in manufacturing. In: Narayanan R, Joshi S, Dixit U (eds) Lecture Notes on Multidisciplinary industrial engineering. Springer, Singapore, pp 337–348 Butola R, Murtaza Q, Singari RM (2019) Advances in computational methods in manufacturing. In: Narayanan R, Joshi S, Dixit U (eds) Lecture Notes on Multidisciplinary industrial engineering. Springer, Singapore, pp 337–348
24.
go back to reference Yang R, Zhang ZY, Zhao YT, Chen G, Guo YH, Liu MP, Zhang J (2015) Effect of multi-pass friction stir processing on microstructure and mechanical properties of Al 3 Ti/A356 composites. Mater Charact 106:62–69CrossRef Yang R, Zhang ZY, Zhao YT, Chen G, Guo YH, Liu MP, Zhang J (2015) Effect of multi-pass friction stir processing on microstructure and mechanical properties of Al 3 Ti/A356 composites. Mater Charact 106:62–69CrossRef
25.
go back to reference Ahmadkhaniha D, Fedel M, Sohi MH, Hanzaki AZ, Deflorian F (2016) Corrosion behavior of magnesium and magnesium-hydroxyapatite composite fabricated by friction stir processing in Dulbecco’s phosphate buffered saline. Corros Sci 104:319–329CrossRef Ahmadkhaniha D, Fedel M, Sohi MH, Hanzaki AZ, Deflorian F (2016) Corrosion behavior of magnesium and magnesium-hydroxyapatite composite fabricated by friction stir processing in Dulbecco’s phosphate buffered saline. Corros Sci 104:319–329CrossRef
26.
go back to reference Sathiskumar R, Murugan N, Dinaharan I, Vijay SJ (2013b) Characterization of boron carbide particulate reinforced in situ copper surface composites synthesized using friction stir processing. Mater Charact 84:16–27CrossRef Sathiskumar R, Murugan N, Dinaharan I, Vijay SJ (2013b) Characterization of boron carbide particulate reinforced in situ copper surface composites synthesized using friction stir processing. Mater Charact 84:16–27CrossRef
27.
go back to reference Reddy GM, Rao AS, Rao KS (2013) Friction stir surfacing route: effective strategy for the enhancement of wear resistance of titanium alloy. Trans Indian Inst Met 66:231–238CrossRef Reddy GM, Rao AS, Rao KS (2013) Friction stir surfacing route: effective strategy for the enhancement of wear resistance of titanium alloy. Trans Indian Inst Met 66:231–238CrossRef
28.
go back to reference Butola R et al (2019) Experimental studies on mechanical properties of metal matrix composites reinforced with natural fibres. Ashes SAE 2019-01-1123 1–11 Technical Paper 2019-01-1123 Butola R et al (2019) Experimental studies on mechanical properties of metal matrix composites reinforced with natural fibres. Ashes SAE 2019-01-1123 1–11 Technical Paper 2019-01-1123
29.
go back to reference Ghetiya N, Patel K (2014) Prediction of tensile strength in friction stir welded aluminium alloy using artificial neural network. Procedia Technol 14:274–281CrossRef Ghetiya N, Patel K (2014) Prediction of tensile strength in friction stir welded aluminium alloy using artificial neural network. Procedia Technol 14:274–281CrossRef
30.
go back to reference Ahmad S, Singari R M, Mishra R S (2020) Modelling and optimisation of magnetic abrasive finishing process based on a non-orthogonal array with ANN-GA approach. Trans IMF 98:186–198 Ahmad S, Singari R M, Mishra R S (2020) Modelling and optimisation of magnetic abrasive finishing process based on a non-orthogonal array with ANN-GA approach. Trans IMF 98:186–198
31.
go back to reference Zeidabadi SRH, Daneshmanesh H (2017) Fabrication and characterization of in-situ Al/Nb metal/intermetallic surface composite by friction stir processing. Mater Sci Eng A Struct Mater Prop Microstruct Process 702:189–195 Zeidabadi SRH, Daneshmanesh H (2017) Fabrication and characterization of in-situ Al/Nb metal/intermetallic surface composite by friction stir processing. Mater Sci Eng A Struct Mater Prop Microstruct Process 702:189–195
32.
go back to reference Shojaeefard MH, Abdi R, Akbari M, Besharati MK, Farahani F (2013) Modeling and pareto optimization of mechanical properties of friction stir welded AA0704/AA4703 butt joints using neural network and particle swarm optimization algorithm. J Mater Design 44:190–198 Shojaeefard MH, Abdi R, Akbari M, Besharati MK, Farahani F (2013) Modeling and pareto optimization of mechanical properties of friction stir welded AA0704/AA4703 butt joints using neural network and particle swarm optimization algorithm. J Mater Design 44:190–198
33.
go back to reference Yousif Y, Daws K, Kazem B (2008) Prediction of friction stir Welding characteristic using neural network . Jordan J Mech Ind Eng 2:151–155 Yousif Y, Daws K, Kazem B (2008) Prediction of friction stir Welding characteristic using neural network . Jordan J Mech Ind Eng 2:151–155
34.
go back to reference Lakshminarayanan A, Balasubramanian V (2009) Comparison of RSM with ANN in predicting tensile strength of friction stir welded AA7039 aluminium alloy joints. Trans Nonferrous Met Soc China 19:9–18 Lakshminarayanan A, Balasubramanian V (2009) Comparison of RSM with ANN in predicting tensile strength of friction stir welded AA7039 aluminium alloy joints. Trans Nonferrous Met Soc China 19:9–18
35.
go back to reference Maleki E (2015) Artificial neural networks application for modeling of friction stir welding effects on mechanical properties of 7075–T6 aluminum alloy. IOP Conf Ser Mater Sci Eng (Online) 103(1):15 Maleki E (2015) Artificial neural networks application for modeling of friction stir welding effects on mechanical properties of 7075–T6 aluminum alloy. IOP Conf Ser Mater Sci Eng (Online) 103(1):15
36.
go back to reference Niyati M, Moghadam AME (2009) Estimation of products final price using bayesian analysis generalized poisson model and artificial neural networks. J Ind Eng 2:55–60 Niyati M, Moghadam AME (2009) Estimation of products final price using bayesian analysis generalized poisson model and artificial neural networks. J Ind Eng 2:55–60
37.
go back to reference Maleki E, Sherafatnia K (2016) Investigation of single and dual step shot peening effects on mechanical and metallurgical properties of 18CrNiMo7-6 steel using artificial neural network. Int J Mater Mech Manuf 4:100–105 Maleki E, Sherafatnia K (2016) Investigation of single and dual step shot peening effects on mechanical and metallurgical properties of 18CrNiMo7-6 steel using artificial neural network. Int J Mater Mech Manuf 4:100–105
Metadata
Title
A Review on the Fabrication of Surface Composites via Friction Stir Processing and Its Modeling Using ANN
Authors
Kartikeya Bector
Aranyak Tripathi
Divya Pandey
Ravi Butola
Ranganath M. Singari
Copyright Year
2021
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-15-8542-5_1

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