{"title":"Al₂O₃基蓖麻油纳米流体在aisi316l不锈钢mql辅助车削中的性能评价","authors":"Mithun Dhaval Shah, Abhay Utpat","doi":"10.1186/s40712-025-00341-5","DOIUrl":null,"url":null,"abstract":"<div><p>This study presents a comprehensive evaluation of sustainable turning of AISI 316L stainless steel using Minimum Quantity Lubrication (MQL) with an eco-friendly castor oil-based nanofluid containing 0.5 wt% Al₂O₃ nanoparticles with an average size of 30 nm. The effects of cutting speed (164–370 m/min), depth of cut (0.25–0.75 mm), and lubrication method (dry, conventional soluble oil, and nanofluid) on surface roughness were analyzed using a Taguchi L9 orthogonal array. The optimal parameters 370 m/min speed, 0.5 mm depth, and nanofluid achieved a minimum surface roughness (Ra) of 0.532 µm. ANOVA revealed coolant type as the most influential factor, contributing 60.57% to surface quality variance. Novelty lies in the integration of a biodegradable Al₂O₃-castor oil nanofluid with finite element modelling and its application to AISI 316L, a widely used biomedical alloy. DEFORM-3D simulations validated experimental trends, with predicted cutting forces and tool-chip interface temperatures deviating by less than 8% from measured values, confirming strong correlation. This dual approach underscores the nanofluid’s superior tribological performance and affirms its role as a green alternative for high-precision, low-carbon machining aligned with Industry 4.0 goals.</p></div>","PeriodicalId":592,"journal":{"name":"International Journal of Mechanical and Materials Engineering","volume":"20 1","pages":""},"PeriodicalIF":2.0000,"publicationDate":"2025-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://jmsg.springeropen.com/counter/pdf/10.1186/s40712-025-00341-5","citationCount":"0","resultStr":"{\"title\":\"Performance evaluation of Al₂O₃-based castor oil nanofluid in MQL-assisted turning of AISI 316L stainless steel\",\"authors\":\"Mithun Dhaval Shah, Abhay Utpat\",\"doi\":\"10.1186/s40712-025-00341-5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>This study presents a comprehensive evaluation of sustainable turning of AISI 316L stainless steel using Minimum Quantity Lubrication (MQL) with an eco-friendly castor oil-based nanofluid containing 0.5 wt% Al₂O₃ nanoparticles with an average size of 30 nm. The effects of cutting speed (164–370 m/min), depth of cut (0.25–0.75 mm), and lubrication method (dry, conventional soluble oil, and nanofluid) on surface roughness were analyzed using a Taguchi L9 orthogonal array. The optimal parameters 370 m/min speed, 0.5 mm depth, and nanofluid achieved a minimum surface roughness (Ra) of 0.532 µm. ANOVA revealed coolant type as the most influential factor, contributing 60.57% to surface quality variance. Novelty lies in the integration of a biodegradable Al₂O₃-castor oil nanofluid with finite element modelling and its application to AISI 316L, a widely used biomedical alloy. DEFORM-3D simulations validated experimental trends, with predicted cutting forces and tool-chip interface temperatures deviating by less than 8% from measured values, confirming strong correlation. This dual approach underscores the nanofluid’s superior tribological performance and affirms its role as a green alternative for high-precision, low-carbon machining aligned with Industry 4.0 goals.</p></div>\",\"PeriodicalId\":592,\"journal\":{\"name\":\"International Journal of Mechanical and Materials Engineering\",\"volume\":\"20 1\",\"pages\":\"\"},\"PeriodicalIF\":2.0000,\"publicationDate\":\"2025-09-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://jmsg.springeropen.com/counter/pdf/10.1186/s40712-025-00341-5\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Mechanical and Materials Engineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://link.springer.com/article/10.1186/s40712-025-00341-5\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MATERIALS SCIENCE, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Mechanical and Materials Engineering","FirstCategoryId":"1085","ListUrlMain":"https://link.springer.com/article/10.1186/s40712-025-00341-5","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATERIALS SCIENCE, MULTIDISCIPLINARY","Score":null,"Total":0}
Performance evaluation of Al₂O₃-based castor oil nanofluid in MQL-assisted turning of AISI 316L stainless steel
This study presents a comprehensive evaluation of sustainable turning of AISI 316L stainless steel using Minimum Quantity Lubrication (MQL) with an eco-friendly castor oil-based nanofluid containing 0.5 wt% Al₂O₃ nanoparticles with an average size of 30 nm. The effects of cutting speed (164–370 m/min), depth of cut (0.25–0.75 mm), and lubrication method (dry, conventional soluble oil, and nanofluid) on surface roughness were analyzed using a Taguchi L9 orthogonal array. The optimal parameters 370 m/min speed, 0.5 mm depth, and nanofluid achieved a minimum surface roughness (Ra) of 0.532 µm. ANOVA revealed coolant type as the most influential factor, contributing 60.57% to surface quality variance. Novelty lies in the integration of a biodegradable Al₂O₃-castor oil nanofluid with finite element modelling and its application to AISI 316L, a widely used biomedical alloy. DEFORM-3D simulations validated experimental trends, with predicted cutting forces and tool-chip interface temperatures deviating by less than 8% from measured values, confirming strong correlation. This dual approach underscores the nanofluid’s superior tribological performance and affirms its role as a green alternative for high-precision, low-carbon machining aligned with Industry 4.0 goals.