Weldability analysis and ANFIS modelling on laser welding of Inconel 718 thin sheets
The influence of the pulsed Nd:YAG laser welding process on the microstructure and mechanical characteristics of Inconel 718 alloy weldments of 1 mm thin sheets was investigated. By varying the selected input variables such as laser power, weld speed, and pulse duration, an analysis has been done on...
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Veröffentlicht in: | Materials and manufacturing processes 2022-07, Vol.37 (10), p.1190-1202 |
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description | The influence of the pulsed Nd:YAG laser welding process on the microstructure and mechanical characteristics of Inconel 718 alloy weldments of 1 mm thin sheets was investigated. By varying the selected input variables such as laser power, weld speed, and pulse duration, an analysis has been done on the weld characteristics, namely penetration and top and bottom width by Taguchi's approach. The results were presented by focusing on weld bead geometry, grain structure in the Fusion Zone (FZ), Heat Affected Zone (HAZ), and the tensile properties. The FZ and HAZ microstructure consists of equiaxed, columnar grain structures, respectively, and clear ductile failure was observed with weldment. The combination of laser power at 2.5 kW, weld speed at 2.38 mm/min, and pulse duration at 6.6 ms achieves minimum top and bottom width. Similarly, a combination with 3.3 kW laser power, 2.02 mm/min weld speed, and 8.4 ms pulse duration offers maximum possible penetration that results in quality weldments. The influence of process variables was analyzed by ANOVA. A hybrid Grey-ANFIS model is evolved for determining the multiple performance index. From the validation outcomes attained (MAPE - 0.0413, correlation coefficient - 0.9991), it is proved that the evolved model is proficient for precise prediction. |
doi_str_mv | 10.1080/10426914.2022.2039694 |
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C.</creator><creatorcontrib>Thejasree, Pasupuleti ; Krishnamachary, P. C.</creatorcontrib><description>The influence of the pulsed Nd:YAG laser welding process on the microstructure and mechanical characteristics of Inconel 718 alloy weldments of 1 mm thin sheets was investigated. By varying the selected input variables such as laser power, weld speed, and pulse duration, an analysis has been done on the weld characteristics, namely penetration and top and bottom width by Taguchi's approach. The results were presented by focusing on weld bead geometry, grain structure in the Fusion Zone (FZ), Heat Affected Zone (HAZ), and the tensile properties. The FZ and HAZ microstructure consists of equiaxed, columnar grain structures, respectively, and clear ductile failure was observed with weldment. The combination of laser power at 2.5 kW, weld speed at 2.38 mm/min, and pulse duration at 6.6 ms achieves minimum top and bottom width. Similarly, a combination with 3.3 kW laser power, 2.02 mm/min weld speed, and 8.4 ms pulse duration offers maximum possible penetration that results in quality weldments. The influence of process variables was analyzed by ANOVA. A hybrid Grey-ANFIS model is evolved for determining the multiple performance index. From the validation outcomes attained (MAPE - 0.0413, correlation coefficient - 0.9991), it is proved that the evolved model is proficient for precise prediction.</description><identifier>ISSN: 1042-6914</identifier><identifier>EISSN: 1532-2475</identifier><identifier>DOI: 10.1080/10426914.2022.2039694</identifier><language>eng</language><publisher>Taylor & Francis</publisher><subject>aerospace ; ANFIS ; Laser ; microstructure ; nickel ; sheets ; Taguchi ; thin ; weldability ; welding</subject><ispartof>Materials and manufacturing processes, 2022-07, Vol.37 (10), p.1190-1202</ispartof><rights>2022 Taylor & Francis 2022</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c310t-d7b7344748ee5cfe12469f71559e23c9d090614239dfc41fd626426aa6553c453</citedby><cites>FETCH-LOGICAL-c310t-d7b7344748ee5cfe12469f71559e23c9d090614239dfc41fd626426aa6553c453</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27903,27904</link.rule.ids></links><search><creatorcontrib>Thejasree, Pasupuleti</creatorcontrib><creatorcontrib>Krishnamachary, P. C.</creatorcontrib><title>Weldability analysis and ANFIS modelling on laser welding of Inconel 718 thin sheets</title><title>Materials and manufacturing processes</title><description>The influence of the pulsed Nd:YAG laser welding process on the microstructure and mechanical characteristics of Inconel 718 alloy weldments of 1 mm thin sheets was investigated. By varying the selected input variables such as laser power, weld speed, and pulse duration, an analysis has been done on the weld characteristics, namely penetration and top and bottom width by Taguchi's approach. The results were presented by focusing on weld bead geometry, grain structure in the Fusion Zone (FZ), Heat Affected Zone (HAZ), and the tensile properties. The FZ and HAZ microstructure consists of equiaxed, columnar grain structures, respectively, and clear ductile failure was observed with weldment. The combination of laser power at 2.5 kW, weld speed at 2.38 mm/min, and pulse duration at 6.6 ms achieves minimum top and bottom width. Similarly, a combination with 3.3 kW laser power, 2.02 mm/min weld speed, and 8.4 ms pulse duration offers maximum possible penetration that results in quality weldments. The influence of process variables was analyzed by ANOVA. A hybrid Grey-ANFIS model is evolved for determining the multiple performance index. From the validation outcomes attained (MAPE - 0.0413, correlation coefficient - 0.9991), it is proved that the evolved model is proficient for precise prediction.</description><subject>aerospace</subject><subject>ANFIS</subject><subject>Laser</subject><subject>microstructure</subject><subject>nickel</subject><subject>sheets</subject><subject>Taguchi</subject><subject>thin</subject><subject>weldability</subject><subject>welding</subject><issn>1042-6914</issn><issn>1532-2475</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNp9kMtKQzEQhoMoWKuPIOQFTs39NDtLsVoourDiMqS52EiaI8mBct7e9OLWzcww_P_PzAfAPUYTjKboASNGhMRsQhAhtVApJLsAI8wpaQhr-WWdq6Y5iK7BTSnfCGHZYj4C608Xrd6EGPoB6qTjUEKpg4Wz18XyHe4662IM6Qt2CUZdXIb76jguPFwm0yUXYYunsN-GBMvWub7cgiuvY3F35z4GH4un9fylWb09L-ezVWMoRn1j201LGWvZ1DluvMOECenrWVw6Qo20SCKBGaHSesOwt4KI-qnWgnNqGKdjwE-5JnelZOfVTw47nQeFkTqgUX9o1AGNOqOpvseTLyTf5Z3edzla1eshdtlnnUwoiv4f8QsTFmlE</recordid><startdate>20220727</startdate><enddate>20220727</enddate><creator>Thejasree, Pasupuleti</creator><creator>Krishnamachary, P. C.</creator><general>Taylor & Francis</general><scope>AAYXX</scope><scope>CITATION</scope></search><sort><creationdate>20220727</creationdate><title>Weldability analysis and ANFIS modelling on laser welding of Inconel 718 thin sheets</title><author>Thejasree, Pasupuleti ; Krishnamachary, P. C.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c310t-d7b7344748ee5cfe12469f71559e23c9d090614239dfc41fd626426aa6553c453</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>aerospace</topic><topic>ANFIS</topic><topic>Laser</topic><topic>microstructure</topic><topic>nickel</topic><topic>sheets</topic><topic>Taguchi</topic><topic>thin</topic><topic>weldability</topic><topic>welding</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Thejasree, Pasupuleti</creatorcontrib><creatorcontrib>Krishnamachary, P. C.</creatorcontrib><collection>CrossRef</collection><jtitle>Materials and manufacturing processes</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Thejasree, Pasupuleti</au><au>Krishnamachary, P. C.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Weldability analysis and ANFIS modelling on laser welding of Inconel 718 thin sheets</atitle><jtitle>Materials and manufacturing processes</jtitle><date>2022-07-27</date><risdate>2022</risdate><volume>37</volume><issue>10</issue><spage>1190</spage><epage>1202</epage><pages>1190-1202</pages><issn>1042-6914</issn><eissn>1532-2475</eissn><abstract>The influence of the pulsed Nd:YAG laser welding process on the microstructure and mechanical characteristics of Inconel 718 alloy weldments of 1 mm thin sheets was investigated. By varying the selected input variables such as laser power, weld speed, and pulse duration, an analysis has been done on the weld characteristics, namely penetration and top and bottom width by Taguchi's approach. The results were presented by focusing on weld bead geometry, grain structure in the Fusion Zone (FZ), Heat Affected Zone (HAZ), and the tensile properties. The FZ and HAZ microstructure consists of equiaxed, columnar grain structures, respectively, and clear ductile failure was observed with weldment. The combination of laser power at 2.5 kW, weld speed at 2.38 mm/min, and pulse duration at 6.6 ms achieves minimum top and bottom width. Similarly, a combination with 3.3 kW laser power, 2.02 mm/min weld speed, and 8.4 ms pulse duration offers maximum possible penetration that results in quality weldments. The influence of process variables was analyzed by ANOVA. A hybrid Grey-ANFIS model is evolved for determining the multiple performance index. From the validation outcomes attained (MAPE - 0.0413, correlation coefficient - 0.9991), it is proved that the evolved model is proficient for precise prediction.</abstract><pub>Taylor & Francis</pub><doi>10.1080/10426914.2022.2039694</doi><tpages>13</tpages></addata></record> |
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subjects | aerospace ANFIS Laser microstructure nickel sheets Taguchi thin weldability welding |
title | Weldability analysis and ANFIS modelling on laser welding of Inconel 718 thin sheets |
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