Quality prediction of friction stir welded joint based on multiple regression: entropy generation analysis

Due to the outstanding advantages in light alloy material processing, friction stir welding technology is of great significance for obtaining high-quality welding products and accelerating aerospace lightweight. At present, most related studies predict joint quality before welding through computer t...

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Published inInternational journal of advanced manufacturing technology Vol. 125; no. 11-12; pp. 5163 - 5183
Main Authors Yan, Fang, Li, Qun, Fu, Xianbin, Kong, Tao, Mi, Songtao, Zhang, YuCun
Format Journal Article
LanguageEnglish
Published London Springer London 01.04.2023
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN0268-3768
1433-3015
DOI10.1007/s00170-023-10979-0

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Abstract Due to the outstanding advantages in light alloy material processing, friction stir welding technology is of great significance for obtaining high-quality welding products and accelerating aerospace lightweight. At present, most related studies predict joint quality before welding through computer technology. However, due to the complex thermo-mechanical coupling in the welding process, there may be a large deviation between the predicted results and the actual results, resulting in energy waste. In addition, these prediction models have poor real-time and versatility. Therefore, a new joint quality prediction method based on entropy production analysis is proposed in this paper. Firstly, based on non-equilibrium thermodynamics and extrusion theory, the entropy generation analysis model of the friction stir welding system is deduced. Using Liouvile’s Formula, the analytic solution of the entropy generation analysis model with unknown parameters is obtained. Secondly, combined with numerical simulation and multiple regression, the unknown parameters of the entropy generation analysis model are determined. Finally, multiple sets of welding experiments are designed to verify the effectiveness of the entropy generation analysis model. The welding process is analyzed by the proposed entropy generation analysis model to achieve the quality prediction of friction stir welded joint.
AbstractList Due to the outstanding advantages in light alloy material processing, friction stir welding technology is of great significance for obtaining high-quality welding products and accelerating aerospace lightweight. At present, most related studies predict joint quality before welding through computer technology. However, due to the complex thermo-mechanical coupling in the welding process, there may be a large deviation between the predicted results and the actual results, resulting in energy waste. In addition, these prediction models have poor real-time and versatility. Therefore, a new joint quality prediction method based on entropy production analysis is proposed in this paper. Firstly, based on non-equilibrium thermodynamics and extrusion theory, the entropy generation analysis model of the friction stir welding system is deduced. Using Liouvile’s Formula, the analytic solution of the entropy generation analysis model with unknown parameters is obtained. Secondly, combined with numerical simulation and multiple regression, the unknown parameters of the entropy generation analysis model are determined. Finally, multiple sets of welding experiments are designed to verify the effectiveness of the entropy generation analysis model. The welding process is analyzed by the proposed entropy generation analysis model to achieve the quality prediction of friction stir welded joint.
Author Mi, Songtao
Kong, Tao
Li, Qun
Fu, Xianbin
Zhang, YuCun
Yan, Fang
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Cites_doi 10.1016/j.applthermaleng.2016.10.150
10.1016/j.matdes.2014.03.043
10.1016/j.energy.2017.07.145
10.1016/j.enconman.2017.07.024
10.1016/j.jmst.2019.12.007
10.1007/s11661-017-4411-4
10.1016/j.applthermaleng.2017.07.176
10.1016/j.jmst.2017.11.033
10.1016/j.jmapro.2015.09.001
10.1007/s11661-019-05194-0
10.1007/s40430-019-2059-2
10.1016/j.applthermaleng.2019.01.087
10.1016/j.jmst.2018.09.004
10.1177/1464420719899685
10.1016/j.matpr.2018.10.025
10.1007/s11661-021-06257-x
10.1016/j.jmapro.2017.01.007
10.1016/j.matpr.2022.03.220
10.1115/1.4048047
10.48084/etasr.1124
10.1016/j.jmapro.2017.03.012
10.1002/2017WR020427
10.1016/j.compchemeng.2017.03.003
10.1007/s00170-017-1403-x
10.1016/j.matpr.2017.11.138
10.1016/S1003-6326(19)65090-9
10.1179/1362171815Y.0000000046
10.1016/j.ijheatmasstransfer.2016.08.047
10.1016/j.measurement.2022.111632
10.1007/s11661-016-3943-3
10.1007/s00170-015-6932-6
10.1016/j.jmatprotec.2021.117205
10.1007/s12206-015-0527-x
10.1016/j.mser.2005.07.001
10.1007/s00170-014-6749-8
10.1007/s11661-021-06337-y
10.1002/er.5703
10.1016/j.ijmecsci.2020.106174
10.1016/j.cirpj.2021.03.015
10.1016/j.applthermaleng.2017.08.170
10.1016/j.energy.2018.06.016
10.1016/j.matpr.2021.07.496
10.1016/j.msea.2006.10.081
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Entropy generation analysis
Multiple regression analysis
Friction stir welding
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References Na, Rathee, Srivastava, Sharma (CR39) 2021; 47
Das, Pal, Bag (CR10) 2017; 27
Connell (CR14) 2017; 107
Derazkola, Kordani (CR42) 2021; 33
Zhang, Song, Wei, Bourell, Shi (CR27) 2019; 35
Zhang, Shen, Bo, Xu, Gao (CR33) 2014; 60
Nourani, Milani, Yannacopoulos (CR35) 2015; 79
Gill, Dhiman, Gulati, Sharma (CR7) 2018; 5
Qi, Chen, Tu (CR19) 2020; 44
Mishra, Ma (CR31) 2005; 50
Baraka, Panoutsos, Cater (CR9) 2015; 20
Hartl, Praehofer, Zaeh (CR3) 2020; 234
Chen, Han, Jiang, Li, Yuan, Jiang, Wang (CR24) 2021; 297
Rajendran, Srinivasan, Balasubramanian, Balaji, Selvaraj (CR41) 2019; 29
CR30
Jarrell, Terry, Strauss, Cook (CR28) 2021; 143
Samal, Moharana (CR20) 2020; 193
Nath, Maji, Barma (CR34) 2019; 41
Yan, Zhang, Fu, Li, Gao (CR47) 2019; 153
Krishnan, Maniraj, Deepak, Anganan (CR8) 2018; 5
Rehman, Mehmood, Nadeem (CR11) 2016; 112
Mironov, Sato, Kokawa (CR21) 2019; 50
Wang, Liu, Zhao (CR18) 2018; 158
Huggett, Liao, Wahab (CR5) 2018; 95
YanF, Mi (CR48) 2022; 200
Pan, Lados (CR43) 2017; 48
Keklikcioglu, Ozceyhan (CR16) 2017; 139
Jouybari, Saedodin, Zamzamian (CR13) 2017; 127
Husain, Meena, Ghosh (CR23) 2021; 52
Zhang, Mahfouf, Panoutsos, Beamish, Liu (CR6) 2015; 20
Arbegast (CR29) 2003
Zhang, Upadhyay, Hovanski (CR37) 2018; 49
CR46
Boersing, Wellmann, Niederau (CR12) 2017; 53
Zhang, He, Li, Yu, Zhao, Zhao (CR2) 2020; 43
Mohamed, Manurung, Berhan (CR32) 2015; 29
Amatullah, Jan, Farooq, Zargar, Maqbool, Khan (CR40) 2022; 62
Zhang, Feng, Gao, Huang, Ma, Guo (CR1) 2018; 34
Wang, Liu, Zuo (CR15) 2017; 126
Laue, Stenger (CR25) 1981
Manikandan, Prabhu, Manwatkar (CR22) 2021; 52
Wei, Hao, Chen (CR44) 2006; 452–453
Li, Wang, Qin (CR17) 2017; 149
Eldridge (CR26) 2011
Zhang, Wu (CR36) 2015; 78
Shrivastava, Zinn, Duffie, Ferrier, Smith, Pfefferkorn (CR4) 2017; 26
Al-Jarrah, Ibrahim, Sawlaha (CR45) 2017; 7
Xiao, Zhan, Gu, Li (CR38) 2017; 104
AU Rehman (10979_CR11) 2016; 112
A Shrivastava (10979_CR4) 2017; 26
S Chen (10979_CR24) 2021; 297
A Gill (10979_CR7) 2018; 5
RK Nath (10979_CR34) 2019; 41
O Keklikcioglu (10979_CR16) 2017; 139
D Li (10979_CR17) 2017; 149
JA Al-Jarrah (10979_CR45) 2017; 7
HJ Jouybari (10979_CR13) 2017; 127
MA Mohamed (10979_CR32) 2015; 29
C Rajendran (10979_CR41) 2019; 29
C Qi (10979_CR19) 2020; 44
K Na (10979_CR39) 2021; 47
F Yan (10979_CR47) 2019; 153
HA Derazkola (10979_CR42) 2021; 33
Y Pan (10979_CR43) 2017; 48
N Boersing (10979_CR12) 2017; 53
J Zhang (10979_CR1) 2018; 34
10979_CR30
M Eldridge (10979_CR26) 2011
S Wei (10979_CR44) 2006; 452–453
P Manikandan (10979_CR22) 2021; 52
J Zhang (10979_CR33) 2014; 60
M Amatullah (10979_CR40) 2022; 62
DJ Huggett (10979_CR5) 2018; 95
Z Zhang (10979_CR36) 2015; 78
J Zhang (10979_CR27) 2019; 35
Q Zhang (10979_CR6) 2015; 20
R Hartl (10979_CR3) 2020; 234
JP Connell (10979_CR14) 2017; 107
AW Jarrell (10979_CR28) 2021; 143
A Baraka (10979_CR9) 2015; 20
K Laue (10979_CR25) 1981
C Wang (10979_CR18) 2018; 158
WJ Arbegast (10979_CR29) 2003
S Mironov (10979_CR21) 2019; 50
M Husain (10979_CR23) 2021; 52
10979_CR46
Zhang Y YanF (10979_CR48) 2022; 200
Y Xiao (10979_CR38) 2017; 104
SK Samal (10979_CR20) 2020; 193
RS Mishra (10979_CR31) 2005; 50
J Zhang (10979_CR37) 2018; 49
MM Krishnan (10979_CR8) 2018; 5
W Wang (10979_CR15) 2017; 126
Z Zhang (10979_CR2) 2020; 43
M Nourani (10979_CR35) 2015; 79
B Das (10979_CR10) 2017; 27
References_xml – volume: 112
  start-page: 832
  year: 2016
  end-page: 840
  ident: CR11
  article-title: Entropy analysis of radioactive rotating nanofluid with thermal slip
  publication-title: Appl Therm Eng
  doi: 10.1016/j.applthermaleng.2016.10.150
– volume: 60
  start-page: 94
  year: 2014
  end-page: 101
  ident: CR33
  article-title: Numerical simulation and experimental investigation on friction stir welding of 6061–T6 aluminum alloy
  publication-title: Mater Design
  doi: 10.1016/j.matdes.2014.03.043
– year: 1981
  ident: CR25
  publication-title: Extrusion-processes-machinery-tooling, 4th Printing
– volume: 139
  start-page: 65
  year: 2017
  end-page: 75
  ident: CR16
  article-title: Entropy generation analysis for a circular tube with equilateral triangle cross sectioned coiled-wire inserts
  publication-title: Energy
  doi: 10.1016/j.energy.2017.07.145
– volume: 149
  start-page: 175
  year: 2017
  end-page: 191
  ident: CR17
  article-title: Entropy production analysis of hysteresis characteristic of a pump-turbine model
  publication-title: Energ Convers Manage
  doi: 10.1016/j.enconman.2017.07.024
– volume: 43
  start-page: 1
  year: 2020
  end-page: 13
  ident: CR2
  article-title: Effects of ultrasonic assisted friction stir welding on flow behavior, microstructure and mechanical properties of 7N01-T4 aluminum alloy joints
  publication-title: J Mater Sci Technol
  doi: 10.1016/j.jmst.2019.12.007
– volume: 49
  start-page: 210
  year: 2018
  end-page: 222
  ident: CR37
  article-title: High-speed friction stir welding of AA7075-T6 sheet: microstructure, mechanical properties, micro-texture, and thermal history
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-017-4411-4
– volume: 126
  start-page: 929
  year: 2017
  end-page: 938
  ident: CR15
  article-title: Entropy generation analysis of unsteady premixed methane/air flames in a narrow channel
  publication-title: Appl Therm Eng
  doi: 10.1016/j.applthermaleng.2017.07.176
– volume: 34
  start-page: 219
  issue: 1
  year: 2018
  end-page: 227
  ident: CR1
  article-title: Effects of welding parameters and post-heat treatment on mechanical properties of friction stir welded AA2195-T8 Al-Li alloy
  publication-title: J Mater Sci Technol
  doi: 10.1016/j.jmst.2017.11.033
– volume: 20
  start-page: 137
  year: 2015
  end-page: 148
  ident: CR9
  article-title: A real-time quality monitoring framework for steel friction stir welding using computational intelligence
  publication-title: J Manuf Process
  doi: 10.1016/j.jmapro.2015.09.001
– ident: CR30
– volume: 50
  start-page: 2798
  year: 2019
  end-page: 2806
  ident: CR21
  article-title: Influence of welding temperature on material flow during friction stir welding of AZ31 magnesium alloy
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-019-05194-0
– volume: 41
  start-page: 553
  issue: 12
  year: 2019
  end-page: 566
  ident: CR34
  article-title: Development of a self-heated friction stir welding tool for welding of polypropylene sheets
  publication-title: J Braz Soc Mech Sci Eng
  doi: 10.1007/s40430-019-2059-2
– volume: 153
  start-page: 250
  year: 2019
  end-page: 263
  ident: CR47
  article-title: A new calculating method of frictional heat and its application during friction stir welding
  publication-title: Appl Therm Eng
  doi: 10.1016/j.applthermaleng.2019.01.087
– volume: 35
  start-page: 270
  issue: 2
  year: 2019
  end-page: 284
  ident: CR27
  article-title: A review of selective laser melting of aluminum alloys: processing, microstructure, property and developing trends
  publication-title: J Mater Sci Technol
  doi: 10.1016/j.jmst.2018.09.004
– volume: 234
  start-page: 732
  issue: 5
  year: 2020
  end-page: 751
  ident: CR3
  article-title: Prediction of the surface quality of friction stir welds by the analysis of process data using Artificial Neural Networks
  publication-title: P I Mech Eng L-J Mat
  doi: 10.1177/1464420719899685
– volume: 5
  start-page: 27865
  issue: 14
  year: 2018
  end-page: 27876
  ident: CR7
  article-title: Mathematical modeling of process parameters of friction stir welded aluminium alloy joints using central composite design
  publication-title: Mater Today: Proc
  doi: 10.1016/j.matpr.2018.10.025
– volume: 52
  start-page: 2642
  year: 2021
  end-page: 2656
  ident: CR23
  article-title: Corrosion at the weld nugget of the friction-stir-welded medium strength steel: effect of microstructure
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-021-06257-x
– volume: 26
  start-page: 113
  year: 2017
  end-page: 121
  ident: CR4
  article-title: Force measurement-based discontinuity detection during friction stir welding
  publication-title: J Manuf Process
  doi: 10.1016/j.jmapro.2017.01.007
– volume: 62
  start-page: 245
  issue: 1
  year: 2022
  end-page: 250
  ident: CR40
  article-title: Effect of tool rotational speed on the friction stir welded aluminum alloys: a review
  publication-title: Mater Today: Proc
  doi: 10.1016/j.matpr.2022.03.220
– volume: 143
  start-page: 031003
  issue: 3
  year: 2021
  ident: CR28
  article-title: Development of an aging process for friction stir extruded joints
  publication-title: ASME J Manuf Sci Eng
  doi: 10.1115/1.4048047
– volume: 7
  start-page: 1619
  issue: 3
  year: 2017
  end-page: 1622
  ident: CR45
  article-title: Effect of applied pressure on the mechanical properties of 6061 aluminum alloy welded joints prepared by friction stir welding
  publication-title: Eng Technol Appl Sci
  doi: 10.48084/etasr.1124
– volume: 27
  start-page: 8
  year: 2017
  end-page: 17
  ident: CR10
  article-title: Torque based defect detection and weld quality modelling in friction stir welding process
  publication-title: J Manuf Process
  doi: 10.1016/j.jmapro.2017.03.012
– volume: 53
  start-page: 7716
  issue: 9
  year: 2017
  end-page: 7739
  ident: CR12
  article-title: Entropy production in a box: analysis of instabilities in confined hydrothermal systems
  publication-title: Water Resour Res
  doi: 10.1002/2017WR020427
– volume: 107
  start-page: 37
  issue: 5
  year: 2017
  end-page: 42
  ident: CR14
  article-title: Chemical process systems analysis using thermodynamic balance equations with entropy generation
  publication-title: Comput Chem Eng
  doi: 10.1016/j.compchemeng.2017.03.003
– volume: 95
  start-page: 1989
  year: 2018
  end-page: 2003
  ident: CR5
  article-title: Prediction of friction stir weld quality without and with signal features
  publication-title: Int J Adv Manuf Technol
  doi: 10.1007/s00170-017-1403-x
– volume: 5
  start-page: 716
  issue: 1
  year: 2018
  end-page: 723
  ident: CR8
  article-title: Prediction of optimum welding parameters for FSW of aluminium alloys AA6063 and A319 using RSM and ANN
  publication-title: Mater Today: Proc
  doi: 10.1016/j.matpr.2017.11.138
– volume: 29
  start-page: 1824
  issue: 9
  year: 2019
  end-page: 1835
  ident: CR41
  article-title: Effect of tool tilt angle on strength and microstructural characteristics of friction stir welded lap joints of AA2014-T6 aluminum alloy
  publication-title: T Nonferr Metal Soc
  doi: 10.1016/S1003-6326(19)65090-9
– volume: 20
  start-page: 607
  issue: 7
  year: 2015
  end-page: 615
  ident: CR6
  article-title: Multiobjective optimal design of friction stir welding considering quality and cost issues
  publication-title: Sci Technol Weld Joi
  doi: 10.1179/1362171815Y.0000000046
– volume: 104
  start-page: 288
  year: 2017
  end-page: 300
  ident: CR38
  article-title: Modeling heat transfer during friction stir welding using a meshless particle method
  publication-title: Int J Heat Mass Tran
  doi: 10.1016/j.ijheatmasstransfer.2016.08.047
– start-page: 227
  year: 2011
  end-page: 266
  ident: CR26
  article-title: Extrusion processes
  publication-title: Plastics design library
– ident: CR46
– volume: 200
  start-page: 111632
  year: 2022
  ident: CR48
  article-title: A dynamic prediction method of transient temperature in friction stir welding process
  publication-title: Measurement
  doi: 10.1016/j.measurement.2022.111632
– volume: 48
  start-page: 1708
  year: 2017
  end-page: 1726
  ident: CR43
  article-title: Friction stir welding in wrought and cast aluminum alloys: weld quality evaluation and effects of processing parameters on microstructure and mechanical properties
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-016-3943-3
– volume: 79
  start-page: 1425
  year: 2015
  end-page: 1441
  ident: CR35
  article-title: On experimental optimization of friction stir welding of aluminum 6061: understanding processing-microstructure-property relations
  publication-title: Int J Adv Manuf Technol
  doi: 10.1007/s00170-015-6932-6
– volume: 297
  start-page: 117205
  year: 2021
  ident: CR24
  article-title: Study on in-situ material flow behaviour during friction stir welding via a novel material tracing technology
  publication-title: J Mater Process Tech
  doi: 10.1016/j.jmatprotec.2021.117205
– volume: 29
  start-page: 2323
  year: 2015
  end-page: 2331
  ident: CR32
  article-title: Model development for mechanical properties and weld quality class of friction stir welding using multi-objective Taguchi method and response surface methodology
  publication-title: J Mech Sci Technol
  doi: 10.1007/s12206-015-0527-x
– volume: 50
  start-page: 1
  issue: 1–2
  year: 2005
  end-page: 78
  ident: CR31
  article-title: Friction stir welding and processing
  publication-title: Mat Sci Eng R: Rep
  doi: 10.1016/j.mser.2005.07.001
– volume: 78
  start-page: 1371
  year: 2015
  end-page: 1380
  ident: CR36
  article-title: Analytical and numerical studies of fatigue stresses in friction stir welding
  publication-title: Int J Adv Manuf Technol
  doi: 10.1007/s00170-014-6749-8
– volume: 52
  start-page: 3759
  year: 2021
  end-page: 3776
  ident: CR22
  article-title: Tensile and fracture properties of aluminium alloy AA2219-T87 friction stir weld joints for aerospace applications
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-021-06337-y
– volume: 44
  start-page: 10628
  year: 2020
  end-page: 10651
  ident: CR19
  article-title: Effects of metal foam on exergy and entropy of nanofluids in a heat sink applied for thermal management of electronic components
  publication-title: Int J Energ Res
  doi: 10.1002/er.5703
– volume: 193
  start-page: 106174
  year: 2020
  ident: CR20
  article-title: Second law analysis of recharging microchannel using entropy generation minimization method
  publication-title: Int J Mech Sci
  doi: 10.1016/j.ijmecsci.2020.106174
– volume: 33
  start-page: 264
  year: 2021
  end-page: 276
  ident: CR42
  article-title: Effects of friction stir welding tool tilt angle on properties of Al-Mg-Si alloy T-joint
  publication-title: Cirp J Manuf Sci Tec
  doi: 10.1016/j.cirpj.2021.03.015
– volume: 127
  start-page: 1506
  issue: 25
  year: 2017
  end-page: 1517
  ident: CR13
  article-title: Experimental investigation of thermal performance and entropy generation of a flat-plate solar collector filled with porous media
  publication-title: Appl Therm Eng
  doi: 10.1016/j.applthermaleng.2017.08.170
– volume: 158
  start-page: 330
  year: 2018
  end-page: 342
  ident: CR18
  article-title: Entropy generation analysis on a heat exchanger with different design and operation factors during transient processes
  publication-title: Energy
  doi: 10.1016/j.energy.2018.06.016
– start-page: 313
  year: 2003
  ident: CR29
  publication-title: in: Hot deformation of aluminum alloys III
– volume: 47
  start-page: 7203
  issue: 19
  year: 2021
  end-page: 7207
  ident: CR39
  article-title: Effect of tool rotational speed on weld quality of friction stir welded AA6061 alloys
  publication-title: Mater Today: Proc
  doi: 10.1016/j.matpr.2021.07.496
– volume: 452–453
  start-page: 170
  year: 2006
  end-page: 177
  ident: CR44
  article-title: Study of friction stir welding of 01420 aluminum-lithium alloy
  publication-title: Mater Sci Eng: A
  doi: 10.1016/j.msea.2006.10.081
– volume: 95
  start-page: 1989
  year: 2018
  ident: 10979_CR5
  publication-title: Int J Adv Manuf Technol
  doi: 10.1007/s00170-017-1403-x
– volume: 29
  start-page: 1824
  issue: 9
  year: 2019
  ident: 10979_CR41
  publication-title: T Nonferr Metal Soc
  doi: 10.1016/S1003-6326(19)65090-9
– volume: 48
  start-page: 1708
  year: 2017
  ident: 10979_CR43
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-016-3943-3
– volume: 107
  start-page: 37
  issue: 5
  year: 2017
  ident: 10979_CR14
  publication-title: Comput Chem Eng
  doi: 10.1016/j.compchemeng.2017.03.003
– volume: 52
  start-page: 2642
  year: 2021
  ident: 10979_CR23
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-021-06257-x
– volume: 143
  start-page: 031003
  issue: 3
  year: 2021
  ident: 10979_CR28
  publication-title: ASME J Manuf Sci Eng
  doi: 10.1115/1.4048047
– volume: 20
  start-page: 137
  year: 2015
  ident: 10979_CR9
  publication-title: J Manuf Process
  doi: 10.1016/j.jmapro.2015.09.001
– volume: 33
  start-page: 264
  year: 2021
  ident: 10979_CR42
  publication-title: Cirp J Manuf Sci Tec
  doi: 10.1016/j.cirpj.2021.03.015
– volume: 158
  start-page: 330
  year: 2018
  ident: 10979_CR18
  publication-title: Energy
  doi: 10.1016/j.energy.2018.06.016
– volume: 60
  start-page: 94
  year: 2014
  ident: 10979_CR33
  publication-title: Mater Design
  doi: 10.1016/j.matdes.2014.03.043
– volume: 35
  start-page: 270
  issue: 2
  year: 2019
  ident: 10979_CR27
  publication-title: J Mater Sci Technol
  doi: 10.1016/j.jmst.2018.09.004
– volume: 52
  start-page: 3759
  year: 2021
  ident: 10979_CR22
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-021-06337-y
– volume: 79
  start-page: 1425
  year: 2015
  ident: 10979_CR35
  publication-title: Int J Adv Manuf Technol
  doi: 10.1007/s00170-015-6932-6
– volume: 53
  start-page: 7716
  issue: 9
  year: 2017
  ident: 10979_CR12
  publication-title: Water Resour Res
  doi: 10.1002/2017WR020427
– volume: 139
  start-page: 65
  year: 2017
  ident: 10979_CR16
  publication-title: Energy
  doi: 10.1016/j.energy.2017.07.145
– volume: 41
  start-page: 553
  issue: 12
  year: 2019
  ident: 10979_CR34
  publication-title: J Braz Soc Mech Sci Eng
  doi: 10.1007/s40430-019-2059-2
– volume: 452–453
  start-page: 170
  year: 2006
  ident: 10979_CR44
  publication-title: Mater Sci Eng: A
  doi: 10.1016/j.msea.2006.10.081
– volume: 112
  start-page: 832
  year: 2016
  ident: 10979_CR11
  publication-title: Appl Therm Eng
  doi: 10.1016/j.applthermaleng.2016.10.150
– volume: 44
  start-page: 10628
  year: 2020
  ident: 10979_CR19
  publication-title: Int J Energ Res
  doi: 10.1002/er.5703
– volume: 47
  start-page: 7203
  issue: 19
  year: 2021
  ident: 10979_CR39
  publication-title: Mater Today: Proc
  doi: 10.1016/j.matpr.2021.07.496
– volume: 34
  start-page: 219
  issue: 1
  year: 2018
  ident: 10979_CR1
  publication-title: J Mater Sci Technol
  doi: 10.1016/j.jmst.2017.11.033
– ident: 10979_CR46
– volume: 50
  start-page: 1
  issue: 1–2
  year: 2005
  ident: 10979_CR31
  publication-title: Mat Sci Eng R: Rep
  doi: 10.1016/j.mser.2005.07.001
– volume: 78
  start-page: 1371
  year: 2015
  ident: 10979_CR36
  publication-title: Int J Adv Manuf Technol
  doi: 10.1007/s00170-014-6749-8
– start-page: 313
  volume-title: in: Hot deformation of aluminum alloys III
  year: 2003
  ident: 10979_CR29
– volume: 104
  start-page: 288
  year: 2017
  ident: 10979_CR38
  publication-title: Int J Heat Mass Tran
  doi: 10.1016/j.ijheatmasstransfer.2016.08.047
– volume: 153
  start-page: 250
  year: 2019
  ident: 10979_CR47
  publication-title: Appl Therm Eng
  doi: 10.1016/j.applthermaleng.2019.01.087
– volume-title: Extrusion-processes-machinery-tooling, 4th Printing
  year: 1981
  ident: 10979_CR25
– volume: 43
  start-page: 1
  year: 2020
  ident: 10979_CR2
  publication-title: J Mater Sci Technol
  doi: 10.1016/j.jmst.2019.12.007
– volume: 27
  start-page: 8
  year: 2017
  ident: 10979_CR10
  publication-title: J Manuf Process
  doi: 10.1016/j.jmapro.2017.03.012
– volume: 20
  start-page: 607
  issue: 7
  year: 2015
  ident: 10979_CR6
  publication-title: Sci Technol Weld Joi
  doi: 10.1179/1362171815Y.0000000046
– volume: 126
  start-page: 929
  year: 2017
  ident: 10979_CR15
  publication-title: Appl Therm Eng
  doi: 10.1016/j.applthermaleng.2017.07.176
– ident: 10979_CR30
– volume: 200
  start-page: 111632
  year: 2022
  ident: 10979_CR48
  publication-title: Measurement
  doi: 10.1016/j.measurement.2022.111632
– volume: 26
  start-page: 113
  year: 2017
  ident: 10979_CR4
  publication-title: J Manuf Process
  doi: 10.1016/j.jmapro.2017.01.007
– volume: 29
  start-page: 2323
  year: 2015
  ident: 10979_CR32
  publication-title: J Mech Sci Technol
  doi: 10.1007/s12206-015-0527-x
– volume: 7
  start-page: 1619
  issue: 3
  year: 2017
  ident: 10979_CR45
  publication-title: Eng Technol Appl Sci
  doi: 10.48084/etasr.1124
– volume: 127
  start-page: 1506
  issue: 25
  year: 2017
  ident: 10979_CR13
  publication-title: Appl Therm Eng
  doi: 10.1016/j.applthermaleng.2017.08.170
– volume: 149
  start-page: 175
  year: 2017
  ident: 10979_CR17
  publication-title: Energ Convers Manage
  doi: 10.1016/j.enconman.2017.07.024
– volume: 5
  start-page: 27865
  issue: 14
  year: 2018
  ident: 10979_CR7
  publication-title: Mater Today: Proc
  doi: 10.1016/j.matpr.2018.10.025
– volume: 297
  start-page: 117205
  year: 2021
  ident: 10979_CR24
  publication-title: J Mater Process Tech
  doi: 10.1016/j.jmatprotec.2021.117205
– volume: 234
  start-page: 732
  issue: 5
  year: 2020
  ident: 10979_CR3
  publication-title: P I Mech Eng L-J Mat
  doi: 10.1177/1464420719899685
– volume: 193
  start-page: 106174
  year: 2020
  ident: 10979_CR20
  publication-title: Int J Mech Sci
  doi: 10.1016/j.ijmecsci.2020.106174
– start-page: 227
  volume-title: Plastics design library
  year: 2011
  ident: 10979_CR26
– volume: 62
  start-page: 245
  issue: 1
  year: 2022
  ident: 10979_CR40
  publication-title: Mater Today: Proc
  doi: 10.1016/j.matpr.2022.03.220
– volume: 5
  start-page: 716
  issue: 1
  year: 2018
  ident: 10979_CR8
  publication-title: Mater Today: Proc
  doi: 10.1016/j.matpr.2017.11.138
– volume: 50
  start-page: 2798
  year: 2019
  ident: 10979_CR21
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-019-05194-0
– volume: 49
  start-page: 210
  year: 2018
  ident: 10979_CR37
  publication-title: Metall Mater Trans A
  doi: 10.1007/s11661-017-4411-4
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Snippet Due to the outstanding advantages in light alloy material processing, friction stir welding technology is of great significance for obtaining high-quality...
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SubjectTerms CAE) and Design
Computer-Aided Engineering (CAD
Engineering
Entropy
Entropy of solution
Exact solutions
Friction stir processing
Friction stir welding
Industrial and Production Engineering
Mathematical models
Mechanical Engineering
Media Management
Nonequilibrium thermodynamics
Original Article
Parameters
Prediction models
Thermodynamic equilibrium
Welded joints
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Title Quality prediction of friction stir welded joint based on multiple regression: entropy generation analysis
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