{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,17]],"date-time":"2026-08-17T15:25:09Z","timestamp":1786980309899,"version":"build-2736575974"},"reference-count":61,"publisher":"Springer Science and Business Media LLC","issue":"35","license":[{"start":{"date-parts":[[2024,9,23]],"date-time":"2024-09-23T00:00:00Z","timestamp":1727049600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,9,23]],"date-time":"2024-09-23T00:00:00Z","timestamp":1727049600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100005645","name":"B\u1ed9 Gi\u00e1o d\u1ee5c v\u00e0 \u00d0\u00e0o t\u1ea1o","doi-asserted-by":"publisher","award":["B2024-BKA-10"],"award-info":[{"award-number":["B2024-BKA-10"]}],"id":[{"id":"10.13039\/501100005645","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2024,12]]},"DOI":"10.1007\/s00521-024-10375-z","type":"journal-article","created":{"date-parts":[[2024,9,23]],"date-time":"2024-09-23T05:01:53Z","timestamp":1727067713000},"page":"22547-22568","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Wire and arc-based additive manufacturing of 316L SS: predicting and optimizing process variables using BRFFNN, NSGA-GP and TOPSIS approach"],"prefix":"10.1007","volume":"36","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0989-3998","authenticated-orcid":false,"given":"Van Thao","family":"Le","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Trung-Thanh","family":"Nguyen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Van Canh","family":"Nguyen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,9,23]]},"reference":[{"key":"10375_CR1","doi-asserted-by":"publisher","first-page":"641","DOI":"10.1179\/1743284715Y.0000000073","volume":"32","author":"SW Williams","year":"2016","unstructured":"Williams SW, Martina F, Addison AC et al (2016) Wire + Arc additive manufacturing. Mater Sci Technol 32:641\u2013647. https:\/\/doi.org\/10.1179\/1743284715Y.0000000073","journal-title":"Mater Sci Technol"},{"key":"10375_CR2","doi-asserted-by":"publisher","first-page":"398","DOI":"10.1016\/j.cirpj.2021.04.010","volume":"33","author":"S Pattanayak","year":"2021","unstructured":"Pattanayak S, Sahoo SK (2021) Gas metal arc welding based additive manufacturing\u2014a review. CIRP J Manuf Sci Technol 33:398\u2013442. https:\/\/doi.org\/10.1016\/j.cirpj.2021.04.010","journal-title":"CIRP J Manuf Sci Technol"},{"key":"10375_CR3","doi-asserted-by":"publisher","DOI":"10.1016\/j.matdes.2021.109471","volume":"202","author":"D Jafari","year":"2021","unstructured":"Jafari D, Vaneker THJ, Gibson I (2021) Wire and arc additive manufacturing: Opportunities and challenges to control the quality and accuracy of manufactured parts. Mater Des 202:109471. https:\/\/doi.org\/10.1016\/j.matdes.2021.109471","journal-title":"Mater Des"},{"key":"10375_CR4","doi-asserted-by":"publisher","first-page":"149","DOI":"10.1007\/s00170-020-05966-8","volume":"111","author":"J Liu","year":"2020","unstructured":"Liu J, Xu Y, Ge Y et al (2020) Wire and arc additive manufacturing of metal components: A review of recent research developments. Int J Adv Manuf Technol 111:149\u2013198. https:\/\/doi.org\/10.1007\/s00170-020-05966-8","journal-title":"Int J Adv Manuf Technol"},{"key":"10375_CR5","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1016\/j.jmapro.2018.08.001","volume":"35","author":"B Wu","year":"2018","unstructured":"Wu B, Pan Z, Ding D et al (2018) A review of the wire arc additive manufacturing of metals: properties, defects and quality improvement. J Manuf Process 35:127\u2013139. https:\/\/doi.org\/10.1016\/j.jmapro.2018.08.001","journal-title":"J Manuf Process"},{"key":"10375_CR6","first-page":"1563","volume":"10","author":"J Wanwan","year":"2020","unstructured":"Wanwan J, Chaoqun Z, Shuoya J et al (2020) Wire Arc additive manufacturing of stainless steels: A Review. Appl Sci (Switzerland) 10:1563","journal-title":"Appl Sci (Switzerland)"},{"key":"10375_CR7","doi-asserted-by":"publisher","DOI":"10.3390\/app10051563","author":"W Jin","year":"2020","unstructured":"Jin W, Zhang C, Jin S et al (2020) Wire arc additive manufacturing of stainless steels: A review. Appl Sci (Switzerland). https:\/\/doi.org\/10.3390\/app10051563","journal-title":"Appl Sci (Switzerland)"},{"key":"10375_CR8","doi-asserted-by":"publisher","DOI":"10.1016\/j.msea.2020.140006","author":"C Wang","year":"2020","unstructured":"Wang C, Liu TG, Zhu P et al (2020) Study on microstructure and tensile properties of 316L stainless steel fabricated by CMT wire and arc additive manufacturing. Mater Sci Eng A. https:\/\/doi.org\/10.1016\/j.msea.2020.140006","journal-title":"Mater Sci Eng A"},{"key":"10375_CR9","doi-asserted-by":"publisher","first-page":"567","DOI":"10.1016\/j.msea.2017.05.024","volume":"703","author":"X Chen","year":"2017","unstructured":"Chen X, Li J, Cheng X et al (2017) Microstructure and mechanical properties of the austenitic stainless steel 316L fabricated by gas metal arc additive manufacturing. Mater Sci Eng, A 703:567\u2013577. https:\/\/doi.org\/10.1016\/j.msea.2017.05.024","journal-title":"Mater Sci Eng, A"},{"key":"10375_CR10","doi-asserted-by":"publisher","DOI":"10.1016\/j.vacuum.2019.109131","volume":"173","author":"DX Wen","year":"2020","unstructured":"Wen DX, Long P, Li JJ et al (2020) Effects of linear heat input on microstructure and corrosion behavior of an austenitic stainless steel processed by wire arc additive manufacturing. Vacuum 173:109131. https:\/\/doi.org\/10.1016\/j.vacuum.2019.109131","journal-title":"Vacuum"},{"key":"10375_CR11","doi-asserted-by":"publisher","DOI":"10.1016\/j.matlet.2020.128707","volume":"282","author":"CR Cunningham","year":"2021","unstructured":"Cunningham CR, Dhokia V, Shokrani A, Newman ST (2021) Effects of in-process LN2 cooling on the microstructure and mechanical properties of type 316L stainless steel produced by wire arc directed energy deposition. Mater Lett 282:128707. https:\/\/doi.org\/10.1016\/j.matlet.2020.128707","journal-title":"Mater Lett"},{"key":"10375_CR12","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1016\/j.msea.2019.02.078","volume":"751","author":"L Wang","year":"2019","unstructured":"Wang L, Xue J, Wang Q (2019) Correlation between arc mode, microstructure, and mechanical properties during wire arc additive manufacturing of 316L stainless steel. Mater Sci Eng, A 751:183\u2013190. https:\/\/doi.org\/10.1016\/j.msea.2019.02.078","journal-title":"Mater Sci Eng, A"},{"key":"10375_CR13","doi-asserted-by":"publisher","first-page":"683","DOI":"10.1016\/j.jmapro.2022.06.043","volume":"80","author":"NH Manh","year":"2022","unstructured":"Manh NH, Nguyen VA, Le Duy H et al (2022) Development of a novel GTAW process for joining ultra-thin metal sheets. J Manuf Process 80:683\u2013691. https:\/\/doi.org\/10.1016\/j.jmapro.2022.06.043","journal-title":"J Manuf Process"},{"key":"10375_CR14","doi-asserted-by":"publisher","DOI":"10.1016\/j.vacuum.2022.111558","volume":"207","author":"NH Manh","year":"2023","unstructured":"Manh NH, Le VT, Le Han D, Nguyen V (2023) Successful joining of ultra-thin AA3003 aluminum alloy sheets by the novel GTAW process. Vacuum 207:111558. https:\/\/doi.org\/10.1016\/j.vacuum.2022.111558","journal-title":"Vacuum"},{"key":"10375_CR15","doi-asserted-by":"crossref","unstructured":"Dwivedi DK (2022) Design of Welded Joints: Weld Bead Geometry: Selection, Welding Parameters. In: Fundamentals of Metal Joining. Springer Singapore, Singapore, pp 343\u2013351","DOI":"10.1007\/978-981-16-4819-9_24"},{"key":"10375_CR16","doi-asserted-by":"publisher","first-page":"465","DOI":"10.1007\/s00170-015-7077-3","volume":"81","author":"D Ding","year":"2015","unstructured":"Ding D, Pan Z, Cuiuri D, Li H (2015) Wire-feed additive manufacturing of metal components: technologies, developments and future interests. Int J Adv Manuf Technol 81:465\u2013481. https:\/\/doi.org\/10.1007\/s00170-015-7077-3","journal-title":"Int J Adv Manuf Technol"},{"key":"10375_CR17","doi-asserted-by":"publisher","first-page":"1015","DOI":"10.1016\/j.jestch.2021.01.009","volume":"24","author":"VT Le","year":"2021","unstructured":"Le VT, Mai DS, Doan TK, Paris H (2021) Wire and arc additive manufacturing of 308L stainless steel components: Optimization of processing parameters and material properties. Eng Sci Technol Int J 24:1015\u20131026. https:\/\/doi.org\/10.1016\/j.jestch.2021.01.009","journal-title":"Eng Sci Technol Int J"},{"key":"10375_CR18","doi-asserted-by":"publisher","first-page":"1284","DOI":"10.1177\/0954405420986105","volume":"235","author":"T Zhao","year":"2021","unstructured":"Zhao T, Liu H, Li L et al (2021) An automatic compensation method for improving forming precision of multi-layer multi-bead component. Proc Ins Mech Eng, Part B: J Eng Manuf 235:1284\u20131297. https:\/\/doi.org\/10.1177\/0954405420986105","journal-title":"Proc Ins Mech Eng, Part B: J Eng Manuf"},{"key":"10375_CR19","doi-asserted-by":"publisher","first-page":"480","DOI":"10.1007\/s40430-020-02567-0","volume":"42","author":"VT Le","year":"2020","unstructured":"Le VT, Mai DS, Hoang QH (2020) A study on wire and arc additive manufacturing of low-carbon steel components: process stability, microstructural and mechanical properties. J Braz Soc Mech Sci Eng 42:480. https:\/\/doi.org\/10.1007\/s40430-020-02567-0","journal-title":"J Braz Soc Mech Sci Eng"},{"key":"10375_CR20","doi-asserted-by":"publisher","first-page":"431","DOI":"10.25073\/tcsj.71.4.11","volume":"71","author":"VT Le","year":"2020","unstructured":"Le VT, Mai DS, Doan TK, Hoang QH (2020) Prediction of welding bead geometry for wire arc additive manufacturing of SS308L walls using response surface methodology. Tran Commun Sci J. 71:431\u2013443. https:\/\/doi.org\/10.25073\/tcsj.71.4.11","journal-title":"Tran Commun Sci J."},{"key":"10375_CR21","doi-asserted-by":"publisher","first-page":"2255","DOI":"10.1007\/s40194-021-01192-2","volume":"65","author":"Z Wang","year":"2021","unstructured":"Wang Z, Zimmer-Chevret S, L\u00e9onard F, Abba G (2021) Prediction of bead geometry with consideration of interlayer temperature effect for CMT-based wire-arc additive manufacturing. Welding in the World 65:2255\u20132266. https:\/\/doi.org\/10.1007\/s40194-021-01192-2","journal-title":"Welding in the World"},{"key":"10375_CR22","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1007\/s10845-012-0682-1","volume":"25","author":"J Xiong","year":"2014","unstructured":"Xiong J, Zhang G, Hu J, Wu L (2014) Bead geometry prediction for robotic GMAW-based rapid manufacturing through a neural network and a second-order regression analysis. J Intell Manuf 25:157\u2013163. https:\/\/doi.org\/10.1007\/s10845-012-0682-1","journal-title":"J Intell Manuf"},{"key":"10375_CR23","doi-asserted-by":"publisher","DOI":"10.1016\/j.measurement.2021.110452","volume":"189","author":"F Veiga","year":"2022","unstructured":"Veiga F, Suarez A, Aldalur E, Artaza T (2022) Wire arc additive manufacturing of invar parts: Bead geometry and melt pool monitoring. Measurement 189:110452. https:\/\/doi.org\/10.1016\/j.measurement.2021.110452","journal-title":"Measurement"},{"key":"10375_CR24","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1016\/j.rcim.2015.01.003","volume":"34","author":"D Ding","year":"2015","unstructured":"Ding D, Pan Z, Cuiuri D, Li H (2015) A practical path planning methodology for wire and arc additive manufacturing of thin-walled structures. Robotics and Comput-Integrated Manuf 34:8\u201319. https:\/\/doi.org\/10.1016\/j.rcim.2015.01.003","journal-title":"Robotics and Comput-Integrated Manuf"},{"key":"10375_CR25","doi-asserted-by":"publisher","DOI":"10.1016\/j.addma.2019.100935","volume":"32","author":"Y Zhao","year":"2020","unstructured":"Zhao Y, Jia Y, Chen S et al (2020) Process planning strategy for wire-arc additive manufacturing: Thermal behavior considerations. Addit Manuf 32:100935. https:\/\/doi.org\/10.1016\/j.addma.2019.100935","journal-title":"Addit Manuf"},{"key":"10375_CR26","doi-asserted-by":"publisher","first-page":"180","DOI":"10.1016\/j.jmsy.2021.01.016","volume":"59","author":"C Fuchs","year":"2021","unstructured":"Fuchs C, Semm T, Zaeh MF (2021) Decision-based process planning for wire and arc additively manufactured and machined parts. J Manuf Syst 59:180\u2013189. https:\/\/doi.org\/10.1016\/j.jmsy.2021.01.016","journal-title":"J Manuf Syst"},{"key":"10375_CR27","doi-asserted-by":"publisher","first-page":"942","DOI":"10.1016\/j.jclepro.2016.06.036","volume":"133","author":"D Ding","year":"2016","unstructured":"Ding D, Pan Z, Cuiuri D et al (2016) Adaptive path planning for wire-feed additive manufacturing using medial axis transformation. J Clean Prod 133:942\u2013952. https:\/\/doi.org\/10.1016\/j.jclepro.2016.06.036","journal-title":"J Clean Prod"},{"key":"10375_CR28","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1016\/j.rcim.2015.12.004","volume":"39","author":"D Ding","year":"2016","unstructured":"Ding D, Pan Z, Cuiuri D et al (2016) Bead modelling and implementation of adaptive MAT path in wire and arc additive manufacturing. Robotics and Comput-Integrated Manuf 39:32\u201342. https:\/\/doi.org\/10.1016\/j.rcim.2015.12.004","journal-title":"Robotics and Comput-Integrated Manuf"},{"key":"10375_CR29","doi-asserted-by":"publisher","DOI":"10.1007\/s10845-019-01501-z","author":"Z Hu","year":"2019","unstructured":"Hu Z, Qin X, Li Y et al (2019) Multi-bead overlapping model with varying cross-section profile for robotic GMAW-based additive manufacturing. J Intell Manuf. https:\/\/doi.org\/10.1007\/s10845-019-01501-z","journal-title":"J Intell Manuf"},{"key":"10375_CR30","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1016\/j.cad.2011.01.006","volume":"43","author":"S Suryakumar","year":"2011","unstructured":"Suryakumar S, Karunakaran KP, Bernard A et al (2011) Weld bead modeling and process optimization in hybrid layered manufacturing. CAD Comput Aided Design 43:331\u2013344. https:\/\/doi.org\/10.1016\/j.cad.2011.01.006","journal-title":"CAD Comput Aided Design"},{"key":"10375_CR31","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1016\/j.rcim.2014.08.008","volume":"31","author":"D Ding","year":"2015","unstructured":"Ding D, Pan Z, Cuiuri D, Li H (2015) A multi-bead overlapping model for robotic wire and arc additive manufacturing (WAAM). Robotics and Comput-Integrated Manuf 31:101\u2013110. https:\/\/doi.org\/10.1016\/j.rcim.2014.08.008","journal-title":"Robotics and Comput-Integrated Manuf"},{"key":"10375_CR32","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1007\/s00170-015-8147-2","volume":"93","author":"H Geng","year":"2017","unstructured":"Geng H, Xiong J, Huang D et al (2017) A prediction model of layer geometrical size in wire and arc additive manufacture using response surface methodology. Int J Adv Manuf Technol 93:175\u2013186. https:\/\/doi.org\/10.1007\/s00170-015-8147-2","journal-title":"Int J Adv Manuf Technol"},{"key":"10375_CR33","doi-asserted-by":"publisher","first-page":"3334","DOI":"10.1007\/s11665-020-04847-1","volume":"29","author":"A Kumar","year":"2020","unstructured":"Kumar A, Maji K (2020) Selection of process parameters for near-net shape deposition in wire arc additive manufacturing by genetic algorithm. J Mater Eng Perform 29:3334\u20133352. https:\/\/doi.org\/10.1007\/s11665-020-04847-1","journal-title":"J Mater Eng Perform"},{"key":"10375_CR34","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1007\/s00170-016-9621-1","volume":"91","author":"F Youheng","year":"2017","unstructured":"Youheng F, Guilan W, Haiou Z, Liye L (2017) Optimization of surface appearance for wire and arc additive manufacturing of Bainite steel. Int J Adv Manuf Technol 91:301\u2013313. https:\/\/doi.org\/10.1007\/s00170-016-9621-1","journal-title":"Int J Adv Manuf Technol"},{"key":"10375_CR35","doi-asserted-by":"publisher","first-page":"852","DOI":"10.1080\/10426914.2020.1743852","volume":"35","author":"DT Sarathchandra","year":"2020","unstructured":"Sarathchandra DT, Davidson MJ, Visvanathan G (2020) Parameters effect on SS304 beads deposited by wire arc additive manufacturing. Mater Manuf Processes 35:852\u2013858. https:\/\/doi.org\/10.1080\/10426914.2020.1743852","journal-title":"Mater Manuf Processes"},{"key":"10375_CR36","doi-asserted-by":"publisher","first-page":"386","DOI":"10.1016\/j.cirpj.2022.05.008","volume":"38","author":"BK Chigilipalli","year":"2022","unstructured":"Chigilipalli BK, Veeramani A (2022) An experimental investigation and neuro-fuzzy modeling to ascertain metal deposition parameters for the wire arc additive manufacturing of Incoloy 825. CIRP J Manuf Sci Technol 38:386\u2013400. https:\/\/doi.org\/10.1016\/j.cirpj.2022.05.008","journal-title":"CIRP J Manuf Sci Technol"},{"key":"10375_CR37","doi-asserted-by":"publisher","first-page":"2264","DOI":"10.1177\/0954405419835295","volume":"233","author":"TT Nguyen","year":"2019","unstructured":"Nguyen TT, Le XB (2019) Optimization of roller burnishing process using Kriging model to improve surface properties. Proc Inst Mech Eng, Part B: J Eng Manuf 233:2264\u20132282. https:\/\/doi.org\/10.1177\/0954405419835295","journal-title":"Proc Inst Mech Eng, Part B: J Eng Manuf"},{"key":"10375_CR38","doi-asserted-by":"publisher","first-page":"2419","DOI":"10.1007\/s00170-020-06209-6","volume":"111","author":"T Ghosh","year":"2020","unstructured":"Ghosh T, Wang Y, Martinsen K, Wang K (2020) A surrogate-assisted optimization approach for multi-response end milling of aluminum alloy AA3105. The Int J Adv Manuf Technol 111:2419\u20132439. https:\/\/doi.org\/10.1007\/s00170-020-06209-6","journal-title":"The Int J Adv Manuf Technol"},{"key":"10375_CR39","doi-asserted-by":"publisher","first-page":"155","DOI":"10.5545\/sv-jme.2021.7473","volume":"68","author":"A-L Van","year":"2022","unstructured":"Van A-L, Nguyen T-T (2022) Investigation and optimization of MQL system parameters in the roller-burnishing process of hardened steel. Strojni\u0161ki vestnik - J Mech Eng 68:155\u2013165. https:\/\/doi.org\/10.5545\/sv-jme.2021.7473","journal-title":"Strojni\u0161ki vestnik - J Mech Eng"},{"key":"10375_CR40","doi-asserted-by":"publisher","DOI":"10.1007\/s12541-020-00326-8","author":"TT Nguyen","year":"2020","unstructured":"Nguyen TT, Cao LH (2020) Optimization of the burnishing process for energy responses and surface properties. Int J Precis Eng Manuf. https:\/\/doi.org\/10.1007\/s12541-020-00326-8","journal-title":"Int J Precis Eng Manuf"},{"key":"10375_CR41","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2019.119328","volume":"245","author":"TT Nguyen","year":"2020","unstructured":"Nguyen TT, Cao LH, Nguyen TA, Dang XP (2020) Multi-response optimization of the roller burnishing process in terms of energy consumption and product quality. J Clean Prod 245:119328. https:\/\/doi.org\/10.1016\/j.jclepro.2019.119328","journal-title":"J Clean Prod"},{"key":"10375_CR42","doi-asserted-by":"publisher","first-page":"907","DOI":"10.1177\/09544089221110978","volume":"237","author":"V Canh Nguyen","year":"2022","unstructured":"Canh Nguyen V, Duong Nguyen T, Le Thao V (2022) Optimization of sustainable milling of SKD11 steel under minimum quantity lubrication. Proc Inst Mech Eng, Part E: J Process Mech Eng 237:907\u2013916. https:\/\/doi.org\/10.1177\/09544089221110978","journal-title":"Proc Inst Mech Eng, Part E: J Process Mech Eng"},{"key":"10375_CR43","doi-asserted-by":"publisher","first-page":"681","DOI":"10.1016\/j.measurement.2019.01.064","volume":"138","author":"M Naresh Babu","year":"2019","unstructured":"Naresh Babu M, Anandan V, Muthukrishnan N, Santhanakumar M (2019) End milling of AISI 304 steel using minimum quantity lubrication. Meas J Int Meas Confed 138:681\u2013689. https:\/\/doi.org\/10.1016\/j.measurement.2019.01.064","journal-title":"Meas J Int Meas Confed"},{"key":"10375_CR44","doi-asserted-by":"publisher","first-page":"298","DOI":"10.1016\/j.jmapro.2016.10.001","volume":"24","author":"S Hu","year":"2016","unstructured":"Hu S, Zhang H, Wang Z et al (2016) The arc characteristics of cold metal transfer welding with AZ31 magnesium alloy wire. J Manuf Process 24:298\u2013306. https:\/\/doi.org\/10.1016\/j.jmapro.2016.10.001","journal-title":"J Manuf Process"},{"key":"10375_CR45","doi-asserted-by":"publisher","first-page":"947","DOI":"10.1007\/s00521-017-3059-8","volume":"31","author":"NF Alkayem","year":"2019","unstructured":"Alkayem NF, Parida B, Pal S (2019) Optimization of friction stir welding process using NSGA-II and DEMO. Neural Comput Appl 31:947\u2013956. https:\/\/doi.org\/10.1007\/s00521-017-3059-8","journal-title":"Neural Comput Appl"},{"key":"10375_CR46","doi-asserted-by":"publisher","first-page":"4025","DOI":"10.1007\/s00521-018-3795-4","volume":"32","author":"T-T Huynh","year":"2020","unstructured":"Huynh T-T, Le T-L, Lin C-M (2020) A TOPSIS multi-criteria decision method-based intelligent recurrent wavelet CMAC control system design for MIMO uncertain nonlinear systems. Neural Comput Appl 32:4025\u20134043. https:\/\/doi.org\/10.1007\/s00521-018-3795-4","journal-title":"Neural Comput Appl"},{"key":"10375_CR47","doi-asserted-by":"publisher","first-page":"693","DOI":"10.1016\/j.jmapro.2020.08.017","volume":"58","author":"PS Jadhav","year":"2020","unstructured":"Jadhav PS, Mohanty CP, Hotta TK, Gupta M (2020) An optimal approach for improving the machinability of Nimonic C-263 superalloy during cryogenic assisted turning. J Manuf Process 58:693\u2013705. https:\/\/doi.org\/10.1016\/j.jmapro.2020.08.017","journal-title":"J Manuf Process"},{"key":"10375_CR48","doi-asserted-by":"publisher","first-page":"1785","DOI":"10.1007\/s00170-019-03809-9","volume":"104","author":"LG de Oliveira","year":"2019","unstructured":"de Oliveira LG, de Paiva AP, Balestrassi PP et al (2019) Response surface methodology for advanced manufacturing technology optimization: theoretical fundamentals, practical guidelines, and survey literature review. The Int J Adv Manuf Technol 104:1785\u20131837. https:\/\/doi.org\/10.1007\/s00170-019-03809-9","journal-title":"The Int J Adv Manuf Technol"},{"key":"10375_CR49","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1016\/j.chemolab.2011.04.004","volume":"107","author":"NR Costa","year":"2011","unstructured":"Costa NR, Louren\u00e7o J, Pereira ZL (2011) Desirability function approach: A review and performance evaluation in adverse conditions. Chemom Intell Lab Syst 107:234\u2013244. https:\/\/doi.org\/10.1016\/j.chemolab.2011.04.004","journal-title":"Chemom Intell Lab Syst"},{"key":"10375_CR50","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-08-044894-7.01306-3","author":"BM King","year":"2009","unstructured":"King BM (2009) Analysis of variance. Int Encycl Educ, Third Edition. https:\/\/doi.org\/10.1016\/B978-0-08-044894-7.01306-3","journal-title":"Int Encycl Educ, Third Edition"},{"key":"10375_CR51","doi-asserted-by":"publisher","first-page":"399","DOI":"10.1207\/S15374424JCCP3103_12","volume":"31","author":"RR Wilcox","year":"2002","unstructured":"Wilcox RR (2002) Understanding the Practical Advantages of Modern ANOVA Methods. J Clin Child Adolesc Psychol 31:399\u2013412. https:\/\/doi.org\/10.1207\/S15374424JCCP3103_12","journal-title":"J Clin Child Adolesc Psychol"},{"key":"10375_CR52","doi-asserted-by":"publisher","first-page":"1083","DOI":"10.1007\/s00170-009-2226-1","volume":"47","author":"T Kannan","year":"2010","unstructured":"Kannan T, Yoganandh J (2010) Effect of process parameters on clad bead geometry and its shape relationships of stainless steel claddings deposited by GMAW. The Int J Adv Manuf Technol 47:1083\u20131095. https:\/\/doi.org\/10.1007\/s00170-009-2226-1","journal-title":"The Int J Adv Manuf Technol"},{"key":"10375_CR53","doi-asserted-by":"publisher","first-page":"496","DOI":"10.1007\/s00170-009-1991-1","volume":"45","author":"PS Rao","year":"2009","unstructured":"Rao PS, Gupta OP, Murty SSN, Rao ABK (2009) Effect of process parameters and mathematical model for the prediction of bead geometry in pulsed GMA welding. Int J Adv Manuf Technol 45:496\u2013505. https:\/\/doi.org\/10.1007\/s00170-009-1991-1","journal-title":"Int J Adv Manuf Technol"},{"key":"10375_CR54","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1016\/S0924-0136(02)00101-2","volume":"123","author":"DS Nagesh","year":"2002","unstructured":"Nagesh DS, Datta GL (2002) Prediction of weld bead geometry and penetration in shielded metal-arc welding using artificial neural networks. J Mater Process Technol 123:303\u2013312. https:\/\/doi.org\/10.1016\/S0924-0136(02)00101-2","journal-title":"J Mater Process Technol"},{"key":"10375_CR55","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1177\/0954405413495846","volume":"228","author":"S Jindal","year":"2014","unstructured":"Jindal S, Chhibber R, Mehta NP (2014) Effect of welding parameters on bead profile, microhardness and H 2 content in submerged arc welding of high-strength low-alloy steel. Proc Inst of Mech Eng, Part B: J Eng Manuf 228:82\u201394. https:\/\/doi.org\/10.1177\/0954405413495846","journal-title":"Proc Inst of Mech Eng, Part B: J Eng Manuf"},{"key":"10375_CR56","doi-asserted-by":"publisher","first-page":"1211","DOI":"10.3390\/pr8101211","volume":"8","author":"H Lee","year":"2020","unstructured":"Lee H, Kim J, Pyo C, Kim J (2020) Evaluation of bead geometry for aluminum parts fabricated using additive manufacturing-based wire-arc welding. Processes 8:1211. https:\/\/doi.org\/10.3390\/pr8101211","journal-title":"Processes"},{"key":"10375_CR57","doi-asserted-by":"publisher","first-page":"4258","DOI":"10.1177\/0954406220920692","volume":"234","author":"C Ye","year":"2020","unstructured":"Ye C, Lu G, Peng X et al (2020) Microstructure and mechanical properties of the 316 stainless steel nuclear grade experimental component made by wire and arc additive manufacturing. Proc Inst Mech Eng C J Mech Eng Sci 234:4258\u20134267. https:\/\/doi.org\/10.1177\/0954406220920692","journal-title":"Proc Inst Mech Eng C J Mech Eng Sci"},{"key":"10375_CR58","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1016\/j.optlastec.2019.04.012","volume":"117","author":"WJ Oh","year":"2019","unstructured":"Oh WJ, Lee WJ, Kim MS et al (2019) Repairing additive-manufactured 316L stainless steel using direct energy deposition. Opt Laser Technol 117:6\u201317. https:\/\/doi.org\/10.1016\/j.optlastec.2019.04.012","journal-title":"Opt Laser Technol"},{"key":"10375_CR59","doi-asserted-by":"publisher","DOI":"10.1016\/j.msea.2021.141825","volume":"824","author":"W Li","year":"2021","unstructured":"Li W, Sugio K, Liu X et al (2021) Microstructure evolution and mechanical properties of 308L stainless steel coatings fabricated by laser hot wire cladding. Mater Sci Eng, A 824:141825. https:\/\/doi.org\/10.1016\/j.msea.2021.141825","journal-title":"Mater Sci Eng, A"},{"key":"10375_CR60","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1016\/j.jmapro.2020.11.046","volume":"62","author":"VT Le","year":"2021","unstructured":"Le VT, Mai DS, Paris H (2021) Influences of the compressed dry air-based active cooling on external and internal qualities of wire-arc additive manufactured thin-walled SS308L components. J Manuf Process 62:18\u201327. https:\/\/doi.org\/10.1016\/j.jmapro.2020.11.046","journal-title":"J Manuf Process"},{"key":"10375_CR61","doi-asserted-by":"publisher","DOI":"10.1016\/j.matlet.2020.127791","volume":"271","author":"VT Le","year":"2020","unstructured":"Le VT, Mai DS (2020) Microstructural and mechanical characteristics of 308L stainless steel manufactured by gas metal arc welding-based additive manufacturing. Mater Lett 271:127791. https:\/\/doi.org\/10.1016\/j.matlet.2020.127791","journal-title":"Mater Lett"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-024-10375-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-024-10375-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-024-10375-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,25]],"date-time":"2024-11-25T07:08:26Z","timestamp":1732518506000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-024-10375-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,9,23]]},"references-count":61,"journal-issue":{"issue":"35","published-print":{"date-parts":[[2024,12]]}},"alternative-id":["10375"],"URL":"https:\/\/doi.org\/10.1007\/s00521-024-10375-z","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,9,23]]},"assertion":[{"value":"12 December 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 August 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 September 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}