High-Temperature Deformation Constitutive Model of Zircaloy-4 Based on the Support Vector Regression Algorithm during Hot Rolling
Due to the small range of plastic deformation temperatures during hot rolling of Zircaloy-4 plates, it is important to determine the appropriate flow behaviors for plate profile control of Zircaloy-4 plates. The developed microstructures and mechanical properties of Zircaloy-4 are evaluated by metal...
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| Vydané v: | Journal of materials engineering and performance Ročník 31; číslo 12; s. 10237 - 10247 |
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| Hlavní autori: | , , , , , |
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| Jazyk: | English |
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New York
Springer US
01.12.2022
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| ISSN: | 1059-9495, 1544-1024 |
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| Abstract | Due to the small range of plastic deformation temperatures during hot rolling of Zircaloy-4 plates, it is important to determine the appropriate flow behaviors for plate profile control of Zircaloy-4 plates. The developed microstructures and mechanical properties of Zircaloy-4 are evaluated by metallographic observations and Gleeble-3800 thermal simulation tester. To meet the need of data with small-sample properties, the support vector regression (SVR) algorithm is adopted to predict the constitutive model of Zircaloy-4, and the improved particle swarm optimization algorithm (IPSO) is used to optimize parameters of SVR algorithm. Meanwhile, results indicate that the correlation coefficient (
R
2
) value of zirconium alloy constitutive model is 96.805%. Based on employed algorithm, comparing with modified Arrhenius model, the results show the superiority of IPSO-SVR algorithm. This provides an important theoretical basis for FE simulation of controlling the Zircaloy-4 plate shape during hot rolling process. |
|---|---|
| AbstractList | Due to the small range of plastic deformation temperatures during hot rolling of Zircaloy-4 plates, it is important to determine the appropriate flow behaviors for plate profile control of Zircaloy-4 plates. The developed microstructures and mechanical properties of Zircaloy-4 are evaluated by metallographic observations and Gleeble-3800 thermal simulation tester. To meet the need of data with small-sample properties, the support vector regression (SVR) algorithm is adopted to predict the constitutive model of Zircaloy-4, and the improved particle swarm optimization algorithm (IPSO) is used to optimize parameters of SVR algorithm. Meanwhile, results indicate that the correlation coefficient (
R
2
) value of zirconium alloy constitutive model is 96.805%. Based on employed algorithm, comparing with modified Arrhenius model, the results show the superiority of IPSO-SVR algorithm. This provides an important theoretical basis for FE simulation of controlling the Zircaloy-4 plate shape during hot rolling process. |
| Author | Cao, Jianguo Zhang, Pengfei Li, Fang Wang, Leilei Song, Chunning Cao, Yuan |
| Author_xml | – sequence: 1 givenname: Yuan surname: Cao fullname: Cao, Yuan organization: School of Mechanical Engineering, University of Science and Technology Beijing, Institute of Artificial Intelligence, University of Science and Technology Beijing, National Engineering Research Center of Flat Rolling Equipment, University of Science and Technology Beijing, China Academy of Machinery Science and Technology Group – sequence: 2 givenname: Jianguo surname: Cao fullname: Cao, Jianguo email: geocao@ustb.edu.cn organization: School of Mechanical Engineering, University of Science and Technology Beijing, Institute of Artificial Intelligence, University of Science and Technology Beijing, National Engineering Research Center of Flat Rolling Equipment, University of Science and Technology Beijing – sequence: 3 givenname: Leilei surname: Wang fullname: Wang, Leilei organization: School of Mechanical Engineering, University of Science and Technology Beijing, Institute of Artificial Intelligence, University of Science and Technology Beijing, National Engineering Research Center of Flat Rolling Equipment, University of Science and Technology Beijing – sequence: 4 givenname: Chunning surname: Song fullname: Song, Chunning organization: School of Mechanical Engineering, University of Science and Technology Beijing, Institute of Artificial Intelligence, University of Science and Technology Beijing, National Engineering Research Center of Flat Rolling Equipment, University of Science and Technology Beijing – sequence: 5 givenname: Fang surname: Li fullname: Li, Fang organization: China Academy of Machinery Science and Technology Group – sequence: 6 givenname: Pengfei surname: Zhang fullname: Zhang, Pengfei organization: State Nuclear Bao Ti Zirconium Industry Company |
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| CitedBy_id | crossref_primary_10_1007_s11665_023_08741_4 crossref_primary_10_1016_j_mtcomm_2023_106338 crossref_primary_10_1016_j_mtcomm_2024_109524 crossref_primary_10_1007_s00170_023_12589_2 crossref_primary_10_1007_s10853_024_09669_3 crossref_primary_10_3390_ma17205078 crossref_primary_10_1016_j_measurement_2023_112857 |
| Cites_doi | 10.1016/0022-3115(92)90506-G 10.1007/s11633-015-0912-z 10.1179/mst.1996.12.9.705 10.3390/app8010013 10.1016/j.jnucmat.2020.151993 10.7641/CTA.2017.60299 10.3846/13923730.2015.1005021 10.1016/j.matdes.2018.05.022 10.1016/j.cor.2018.02.021 10.1016/j.aap.2016.02.011 10.3969/j.issn.0258-0926.2003.02.008 10.3321/j.issn:1001-0920.2009.06.002 10.3969/j.issn.0254-6051.2007.06.004 10.1007/s11665-009-9359-0 10.1002/srin.201800003 10.1016/j.apm.2012.09.070 10.1016/j.jmatprotec.2017.09.038 10.1177/1687814019840471 10.1177/1536867X1601600407 10.1007/s11665-016-2475-8 10.14158/j.cnki.1001-3814.2015.16.037 10.1155/2020/6042105 10.1016/j.commatsci.2010.02.031 10.1109/TEVC.2004.826071 10.1007/s40436-019-00259-0 10.1007/s00500-021-06027-2 10.3901/JME.2016.04.090 10.11832/j.issn.1000-4858.2017.07.009 10.1007/s11665-016-2230-1 10.1109/CISE.2009.5363118 10.3390/ijerph17051714 10.1016/j.mspro.2014.07.035 10.1016/j.msea.2013.10.080 10.5120/ijca2015906480 10.1016/j.pnsc.2013.11.004 10.1007/s12598-014-0328-x 10.1016/j.jmatprotec.2005.03.022 |
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| Keywords | IPSO Zircaloy-4 constitutive model SVR hot rolling |
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| References | Huang, Liu, Tan (CR29) 2017; 34 Jiang, Liang (CR41) 2021; 25 Wang, Li, Zhang (CR31) 2016; 25 Jia, Song, Tang, Wang, Mao, Ning (CR12) 2014; 33 Guo, Luan, Chen (CR37) 2011; 40 CR11 Sun, Wang, Zhang (CR15) 2014; 591 Chakravartty, Banerjee, Prasad, Asundi (CR9) 1992; 187 Liu, Xie, Bian, Li, Song (CR26) 2020; 17 Chakravartty, Dey, Banerjee (CR8) 1996; 12 Chen, Luo, Huang (CR21) 2009; 24 Chen, Lin, Chen (CR2) 2019; 7 Zhang, Wang, Yang, Cheng (CR13) 2015; 16 Goudjil, Koudil, Bedda, Ghoggali (CR19) 2018; 15 Jia, Li, Li, Li, Li (CR4) 2010; 48 Bagheripoor, Bisadi (CR14) 2013; 37 Pourabdollah, Serajzadeh (CR33) 2017; 26 Li, Cao, Qiu, Kong, Zhou (CR35) 2019; 11 Wang, Zhou (CR6) 1996; 3 Chen, Zhang, Qian, Tarefder, Tian (CR18) 2016; 90 Peng, Zhao, Liu, Sun (CR7) 2003; 2 Zhang, Jiang, Zhang (CR20) 2017; 07 Wang, Liu, Gong (CR30) 2018; 89 SeyedSalehi, Serajzadeh (CR32) 2009; 18 Balasundar, Raghu, Kashyap (CR1) 2013; 6 Zhang, Liao, Wang, Han (CR22) 2017; 8 Ratnaweera, Halgamuge, Watson (CR28) 2004; 8 Chen (CR24) 2007; 13 Saxena, Yadav, Sonkar (CR38) 2014; 6 Ni, Wang, Zhang (CR34) 2019; 48 Guenther, Schonlau (CR23) 2016; 16 Liu, Wang, Gao, Li, Zhou (CR10) 2020; 531 Zhang, Wang, Du, Liu, Varilone (CR25) 2020; 19 Cevik, Kurtoğlu, Bilgehan, Gülşan, Albegmprli (CR40) 2015; 21 He, Lin, Chen, Chen, Huang, Tang, Chen (CR3) 2018; 154 Kapoor, Pal, Chakravartty (CR16) 2005; 169 Wang, Xi, Zhao, Qi (CR39) 2007; 32 Cao, Chai, Li, Kong, Jia, Zeng (CR36) 2018; 252 Abdiansah, Wardoyo (CR17) 2015; 128 Cao, Wang, Li, Qiao, Wen, Zhou (CR5) 2016; 52 Sarkar, Vinay, Raj, Maiti, Mitra (CR27) 2019; 106 P Liu (6987_CR26) 2020; 17 PQ Huang (6987_CR29) 2017; 34 JJ Liu (6987_CR10) 2020; 531 YL Li (6987_CR35) 2019; 11 DG He (6987_CR3) 2018; 154 R Kapoor (6987_CR16) 2005; 169 RN Wang (6987_CR39) 2007; 32 DD Chen (6987_CR2) 2019; 7 S Sarkar (6987_CR27) 2019; 106 6987_CR11 A Cevik (6987_CR40) 2015; 21 Z Sun (6987_CR15) 2014; 591 WG Wang (6987_CR6) 1996; 3 L Zhang (6987_CR13) 2015; 16 M SeyedSalehi (6987_CR32) 2009; 18 ZH Wang (6987_CR30) 2018; 89 CS Jiang (6987_CR41) 2021; 25 I Balasundar (6987_CR1) 2013; 6 JG Cao (6987_CR36) 2018; 252 LY Wang (6987_CR31) 2016; 25 A Abdiansah (6987_CR17) 2015; 128 C Chen (6987_CR18) 2016; 90 JK Chakravartty (6987_CR8) 1996; 12 J Ni (6987_CR34) 2019; 48 JY Zhang (6987_CR22) 2017; 8 S Zhang (6987_CR20) 2017; 07 M Bagheripoor (6987_CR14) 2013; 37 N Guenther (6987_CR23) 2016; 16 GP Zhang (6987_CR25) 2020; 19 GL Jia (6987_CR4) 2010; 48 AL Chen (6987_CR24) 2007; 13 P Pourabdollah (6987_CR33) 2017; 26 A Ratnaweera (6987_CR28) 2004; 8 M Goudjil (6987_CR19) 2018; 15 KK Saxena (6987_CR38) 2014; 6 JG Cao (6987_CR5) 2016; 52 Q Peng (6987_CR7) 2003; 2 BH Jia (6987_CR12) 2014; 33 XC Guo (6987_CR37) 2011; 40 ZM Chen (6987_CR21) 2009; 24 JK Chakravartty (6987_CR9) 1992; 187 |
| References_xml | – volume: 187 start-page: 260 issue: 3 year: 1992 end-page: 271 ident: CR9 article-title: Hot-Working Characteristics of Zircaloy-2 in the Temperature Range of 650–950°C publication-title: J. Nucl. Mater. doi: 10.1016/0022-3115(92)90506-G – volume: 15 start-page: 290 issue: 3 year: 2018 end-page: 298 ident: CR19 article-title: A Novel Active Learning Method using SVM for Text Classification publication-title: Int. J. Autom. Comput. doi: 10.1007/s11633-015-0912-z – volume: 12 start-page: 705 issue: 9 year: 1996 end-page: 716 ident: CR8 article-title: Dynamic Recrystallisation During Hot Working of Zr-2.5Nb Characterisation using Processing Maps publication-title: Metal. Sci. Tech. doi: 10.1179/mst.1996.12.9.705 – volume: 8 start-page: 13 issue: 1 year: 2017 ident: CR22 article-title: Study on Driving Decision-Making Mechanism of Autonomous Vehicle Based on an Optimized Support Vector Machine Regression publication-title: Appl. Sci. doi: 10.3390/app8010013 – volume: 531 year: 2020 ident: CR10 article-title: Hot Deformation Behavior and Processing Map of Zr-4 Alloy publication-title: J. Nucl. Mater. doi: 10.1016/j.jnucmat.2020.151993 – volume: 34 start-page: 93 issue: 1 year: 2017 end-page: 100 ident: CR29 article-title: Application of Hybrid Multi-objective Particle Swarm Optimization Algorithm in Load Distribution Optimization of Hot Finishing Rolling publication-title: Control Theory Appl. doi: 10.7641/CTA.2017.60299 – volume: 21 start-page: 261 issue: 3 year: 2015 end-page: 281 ident: CR40 article-title: Support Vector Machines in Structural Engineering: A Review publication-title: J. Civ. Eng. Manag. doi: 10.3846/13923730.2015.1005021 – volume: 154 start-page: 51 year: 2018 end-page: 62 ident: CR3 article-title: Microstructural Evolution and Support Vector Regression Model for an Aged Ni-Based Superalloy during Two-Stage Hot Forming with Stepped Strain Rates publication-title: Mater. Des. doi: 10.1016/j.matdes.2018.05.022 – volume: 106 start-page: 210 year: 2019 end-page: 224 ident: CR27 article-title: Application of Optimized Machine Learning Techniques for Prediction of Occupational Accidents publication-title: Comput. Oper. Res. doi: 10.1016/j.cor.2018.02.021 – volume: 90 start-page: 128 year: 2016 end-page: 139 ident: CR18 article-title: Investigating Driver Injury Severity Patterns in Rollover Crashes using Support Vector Machine Models publication-title: Accid. Anal. Prev. doi: 10.1016/j.aap.2016.02.011 – volume: 2 start-page: 33 year: 2003 end-page: 136 ident: CR7 article-title: Texture Evolution of Zr-4 Alloy Sheet Rolling in α Phase High Temperature Zone publication-title: Nucl. Power Eng. doi: 10.3969/j.issn.0258-0926.2003.02.008 – volume: 3 start-page: 255 year: 1996 end-page: 261 ident: CR6 article-title: The Effect of Rolling Temperature on the Texture of Zr-4 Alloy Plate publication-title: Nucl. Power Eng. – volume: 24 start-page: 808 issue: 006 year: 2009 end-page: 812 ident: CR21 article-title: Rolling Force Prediction Based on Chaos Optimization Support Vector Machine publication-title: Control Decis. doi: 10.3321/j.issn:1001-0920.2009.06.002 – volume: 40 start-page: 813 issue: 05 year: 2011 end-page: 816 ident: CR37 article-title: Research on the Precipitation Phase Distribution Characteristics of N18 Zirconium Alloy publication-title: Rare Met. Mater. Eng. – volume: 32 start-page: 15 issue: 6 year: 2007 end-page: 18 ident: CR39 article-title: Analysis of the Hot Deformation Structure and Mechanism of Zr-4 Alloy publication-title: Heat Treat. Met. doi: 10.3969/j.issn.0254-6051.2007.06.004 – volume: 18 start-page: 1209 year: 2009 end-page: 1217 ident: CR32 article-title: A Model to Predict Recrystallization Kinetics in Hot Strip Rolling using Combined Artificial Neural Network and Finite Elements publication-title: J. Mater. Eng. Perform. doi: 10.1007/s11665-009-9359-0 – volume: 89 start-page: 180003 issue: 7 year: 2018 ident: CR30 article-title: A New Predictive Model for Strip Crown in Hot Rolling by Using the Hybrid AMPSO-SVR-Based Approach publication-title: Steel Res. Int. doi: 10.1002/srin.201800003 – volume: 37 start-page: 4593 issue: 7 year: 2013 end-page: 4607 ident: CR14 article-title: Application of Artificial Neural Networks for the Prediction of Roll Force and Roll Torque in Hot Strip Rolling Process publication-title: Appl. Math. Model. doi: 10.1016/j.apm.2012.09.070 – volume: 252 start-page: 432 issue: 2 year: 2018 end-page: 439 ident: CR36 article-title: Integrated Design of Roll Contours for Strip Edge Drop and Crown Control in Tandem Cold Rolling Mills publication-title: J. Mater. Process. Technol. doi: 10.1016/j.jmatprotec.2017.09.038 – volume: 11 start-page: 168781401984047 issue: 4 year: 2019 ident: CR35 article-title: Effect of Strip Edge Temperature Drop of Electrical Steel on Profile and Flatness during Hot Rolling Process publication-title: Adv. Mech. Eng. doi: 10.1177/1687814019840471 – volume: 16 start-page: 917 issue: 4 year: 2016 end-page: 937 ident: CR23 article-title: Support Vector Machines publication-title: Stata J.: Promot. Commun. Stat. Stata. doi: 10.1177/1536867X1601600407 – volume: 26 start-page: 885 year: 2017 end-page: 893 ident: CR33 article-title: A Study On Deformation Behavior of 304l Stainless Steel During and After Plate Rolling at Elevated Temperatures publication-title: J. Mater. Eng. Perform. doi: 10.1007/s11665-016-2475-8 – volume: 16 start-page: 131 year: 2015 end-page: 134 ident: CR13 article-title: Thermal Deformation Strain Compensation Constitutive Model of Cast Rare Earth Magnesium Alloy publication-title: Hot WorK. Tech. doi: 10.14158/j.cnki.1001-3814.2015.16.037 – volume: 19 start-page: 1 year: 2020 end-page: 16 ident: CR25 article-title: A Multi-objective Optimal Operation of a Stand-Alone Microgrid using SAPSO Algorithm publication-title: J. Electr. Comput. Eng. doi: 10.1155/2020/6042105 – volume: 48 start-page: 626 issue: 3 year: 2010 end-page: 632 ident: CR4 article-title: Prediction of the Hot Deformation Behavior for Aermet100 Steel using an Artificial Neural Network publication-title: Comput. Mater. Sci. doi: 10.1016/j.commatsci.2010.02.031 – volume: 8 start-page: 240 issue: 3 year: 2004 end-page: 255 ident: CR28 article-title: Self-Organizing Hierarchical Particle Swarm Optimizer with Time-Varying Acceleration Coefficients publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2004.826071 – volume: 7 start-page: 238 year: 2019 end-page: 247 ident: CR2 article-title: A Strategy to Control Microstructures of a Ni-Based Superalloy during Hot Forging Based on Particle Swarm Optimization Algorithm publication-title: Adv. Manuf. doi: 10.1007/s40436-019-00259-0 – volume: 25 start-page: 10661 issue: 16 year: 2021 end-page: 10675 ident: CR41 article-title: Modeling Shear Strength of Medium- to Ultra-High-Strength Concrete Beams with Stirrups using SVR and genetic algorithm publication-title: Soft. Comput. doi: 10.1007/s00500-021-06027-2 – volume: 52 start-page: 90 issue: 4 year: 2016 end-page: 96 ident: CR5 article-title: High-Temperature Deformation Constitutive Relationship of Non-Oriented Electrical Steel Based on Arrhenius Improved Model publication-title: Chin. J. Mech. Eng. doi: 10.3901/JME.2016.04.090 – ident: CR11 – volume: 07 start-page: 50 year: 2017 end-page: 55 ident: CR20 article-title: Research on Precise Setting Method of Rolling Force of Cold Tandem Mill Based on Support Vector Machine Prediction publication-title: Hydraul. Pneum. doi: 10.11832/j.issn.1000-4858.2017.07.009 – volume: 25 start-page: 1 issue: 9 year: 2016 end-page: 12 ident: CR31 article-title: Accurate Descriptions Of Hot Flow Behaviors Across Transus of Ti-6Al-4V Alloy by Intelligence Algorithm GA-SVR publication-title: J. Mater. Eng. Perform. doi: 10.1007/s11665-016-2230-1 – volume: 13 start-page: 1816 issue: 9 year: 2007 end-page: 1819 ident: CR24 article-title: Deformation Resistance Prediction Model and Its Application Research publication-title: Comput. Integr. Manuf. Syst. doi: 10.1109/CISE.2009.5363118 – volume: 17 start-page: 1714 issue: 5 year: 2020 ident: CR26 article-title: A Hybrid PSO–SVM Model Based on Safety Risk Prediction for the Design Process in Metro Station Construction publication-title: Int. J. Environ. Res. Public Health doi: 10.3390/ijerph17051714 – volume: 6 start-page: 188 year: 2014 end-page: 193 ident: CR38 article-title: Effect of Temperature and Strain Rate on Deformation Behavior of Zirconium Alloy: Zr-2.5Nb-0.5Cu publication-title: Procedia Mater. Sci. doi: 10.1016/j.mspro.2014.07.035 – volume: 48 start-page: 1579 issue: 05 year: 2019 end-page: 1583 ident: CR34 article-title: Research on the Interface Heat Transfer Behavior of Zr-4 Alloy and H13 Die Steel publication-title: Rare Met. Mater. Eng. – volume: 591 start-page: 18 year: 2014 end-page: 25 ident: CR15 article-title: Prediction and Control of Equiaxed α in Near-β Forging of TA15 Ti-Alloy Based on BP Neural Network: for Purpose of Tri-Modal Microstructure publication-title: Mater. Sci. Eng. doi: 10.1016/j.msea.2013.10.080 – volume: 128 start-page: 975 issue: 3 year: 2015 end-page: 8887 ident: CR17 article-title: Time Complexity Analysis of Support Vector Machines (SVM) in LibSVM publication-title: Int. J. Comput. Appl. doi: 10.5120/ijca2015906480 – volume: 6 start-page: 598 year: 2013 end-page: 607 ident: CR1 article-title: Modeling the Hot Working Behavior of Near-α Titanium Alloy IMI 834 publication-title: Prog. Nat. Sci. Mater. Int. doi: 10.1016/j.pnsc.2013.11.004 – volume: 33 start-page: 383 issue: 004 year: 2014 end-page: 389 ident: CR12 article-title: Hot Deformation Behavior and Constitutive Model of TC18 Alloy During Compression publication-title: Rare Met. doi: 10.1007/s12598-014-0328-x – volume: 169 start-page: 199 issue: 2 year: 2005 end-page: 205 ident: CR16 article-title: Use of Artificial Neural Networks to Predict the Deformation Behavior of Zr-2.5 Nb-0.5 Cu publication-title: J Mater. Process. Technol. doi: 10.1016/j.jmatprotec.2005.03.022 – volume: 37 start-page: 4593 issue: 7 year: 2013 ident: 6987_CR14 publication-title: Appl. Math. Model. doi: 10.1016/j.apm.2012.09.070 – volume: 52 start-page: 90 issue: 4 year: 2016 ident: 6987_CR5 publication-title: Chin. J. Mech. Eng. doi: 10.3901/JME.2016.04.090 – volume: 25 start-page: 10661 issue: 16 year: 2021 ident: 6987_CR41 publication-title: Soft. Comput. doi: 10.1007/s00500-021-06027-2 – volume: 25 start-page: 1 issue: 9 year: 2016 ident: 6987_CR31 publication-title: J. Mater. Eng. Perform. doi: 10.1007/s11665-016-2230-1 – volume: 15 start-page: 290 issue: 3 year: 2018 ident: 6987_CR19 publication-title: Int. J. Autom. Comput. doi: 10.1007/s11633-015-0912-z – volume: 26 start-page: 885 year: 2017 ident: 6987_CR33 publication-title: J. Mater. Eng. Perform. doi: 10.1007/s11665-016-2475-8 – volume: 19 start-page: 1 year: 2020 ident: 6987_CR25 publication-title: J. Electr. Comput. Eng. doi: 10.1155/2020/6042105 – volume: 40 start-page: 813 issue: 05 year: 2011 ident: 6987_CR37 publication-title: Rare Met. Mater. Eng. – volume: 106 start-page: 210 year: 2019 ident: 6987_CR27 publication-title: Comput. Oper. Res. doi: 10.1016/j.cor.2018.02.021 – volume: 89 start-page: 180003 issue: 7 year: 2018 ident: 6987_CR30 publication-title: Steel Res. Int. doi: 10.1002/srin.201800003 – volume: 13 start-page: 1816 issue: 9 year: 2007 ident: 6987_CR24 publication-title: Comput. Integr. Manuf. Syst. doi: 10.1109/CISE.2009.5363118 – volume: 8 start-page: 13 issue: 1 year: 2017 ident: 6987_CR22 publication-title: Appl. Sci. doi: 10.3390/app8010013 – volume: 2 start-page: 33 year: 2003 ident: 6987_CR7 publication-title: Nucl. Power Eng. doi: 10.3969/j.issn.0258-0926.2003.02.008 – volume: 11 start-page: 168781401984047 issue: 4 year: 2019 ident: 6987_CR35 publication-title: Adv. Mech. Eng. doi: 10.1177/1687814019840471 – volume: 24 start-page: 808 issue: 006 year: 2009 ident: 6987_CR21 publication-title: Control Decis. doi: 10.3321/j.issn:1001-0920.2009.06.002 – volume: 33 start-page: 383 issue: 004 year: 2014 ident: 6987_CR12 publication-title: Rare Met. doi: 10.1007/s12598-014-0328-x – volume: 90 start-page: 128 year: 2016 ident: 6987_CR18 publication-title: Accid. Anal. Prev. doi: 10.1016/j.aap.2016.02.011 – volume: 7 start-page: 238 year: 2019 ident: 6987_CR2 publication-title: Adv. Manuf. doi: 10.1007/s40436-019-00259-0 – volume: 187 start-page: 260 issue: 3 year: 1992 ident: 6987_CR9 publication-title: J. Nucl. Mater. doi: 10.1016/0022-3115(92)90506-G – volume: 16 start-page: 917 issue: 4 year: 2016 ident: 6987_CR23 publication-title: Stata J.: Promot. Commun. Stat. Stata. doi: 10.1177/1536867X1601600407 – volume: 12 start-page: 705 issue: 9 year: 1996 ident: 6987_CR8 publication-title: Metal. Sci. Tech. doi: 10.1179/mst.1996.12.9.705 – volume: 18 start-page: 1209 year: 2009 ident: 6987_CR32 publication-title: J. Mater. Eng. Perform. doi: 10.1007/s11665-009-9359-0 – volume: 32 start-page: 15 issue: 6 year: 2007 ident: 6987_CR39 publication-title: Heat Treat. Met. doi: 10.3969/j.issn.0254-6051.2007.06.004 – volume: 252 start-page: 432 issue: 2 year: 2018 ident: 6987_CR36 publication-title: J. Mater. Process. Technol. doi: 10.1016/j.jmatprotec.2017.09.038 – volume: 531 year: 2020 ident: 6987_CR10 publication-title: J. Nucl. Mater. doi: 10.1016/j.jnucmat.2020.151993 – volume: 154 start-page: 51 year: 2018 ident: 6987_CR3 publication-title: Mater. Des. doi: 10.1016/j.matdes.2018.05.022 – volume: 07 start-page: 50 year: 2017 ident: 6987_CR20 publication-title: Hydraul. Pneum. doi: 10.11832/j.issn.1000-4858.2017.07.009 – volume: 17 start-page: 1714 issue: 5 year: 2020 ident: 6987_CR26 publication-title: Int. J. Environ. Res. Public Health doi: 10.3390/ijerph17051714 – volume: 34 start-page: 93 issue: 1 year: 2017 ident: 6987_CR29 publication-title: Control Theory Appl. doi: 10.7641/CTA.2017.60299 – volume: 591 start-page: 18 year: 2014 ident: 6987_CR15 publication-title: Mater. Sci. Eng. doi: 10.1016/j.msea.2013.10.080 – volume: 6 start-page: 188 year: 2014 ident: 6987_CR38 publication-title: Procedia Mater. Sci. doi: 10.1016/j.mspro.2014.07.035 – volume: 16 start-page: 131 year: 2015 ident: 6987_CR13 publication-title: Hot WorK. Tech. doi: 10.14158/j.cnki.1001-3814.2015.16.037 – volume: 169 start-page: 199 issue: 2 year: 2005 ident: 6987_CR16 publication-title: J Mater. Process. Technol. doi: 10.1016/j.jmatprotec.2005.03.022 – volume: 128 start-page: 975 issue: 3 year: 2015 ident: 6987_CR17 publication-title: Int. J. Comput. Appl. doi: 10.5120/ijca2015906480 – volume: 48 start-page: 1579 issue: 05 year: 2019 ident: 6987_CR34 publication-title: Rare Met. Mater. Eng. – volume: 6 start-page: 598 year: 2013 ident: 6987_CR1 publication-title: Prog. Nat. Sci. Mater. Int. doi: 10.1016/j.pnsc.2013.11.004 – volume: 48 start-page: 626 issue: 3 year: 2010 ident: 6987_CR4 publication-title: Comput. Mater. Sci. doi: 10.1016/j.commatsci.2010.02.031 – volume: 21 start-page: 261 issue: 3 year: 2015 ident: 6987_CR40 publication-title: J. Civ. Eng. Manag. doi: 10.3846/13923730.2015.1005021 – volume: 8 start-page: 240 issue: 3 year: 2004 ident: 6987_CR28 publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2004.826071 – volume: 3 start-page: 255 year: 1996 ident: 6987_CR6 publication-title: Nucl. Power Eng. – ident: 6987_CR11 |
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| Title | High-Temperature Deformation Constitutive Model of Zircaloy-4 Based on the Support Vector Regression Algorithm during Hot Rolling |
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