Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Faculty Publications Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Creator An entity primarily responsible for making the resource Yellampalli Prakash, Ravitej; Ramakumar, Bommishetty Venkata Naga; R, Keshavamurthy; Patil, Sandeep S; Vijay Kumar, Vishnu; Hiriyannaiah, Adarsha Title A name given to the resource Experimental, FEA, and machine learning studies on wear behavior of LM13 aluminum hybrid composites reinforced with zircon and graphite Date A point or period of time associated with an event in the lifecycle of the resource 01-01-2025 Source A related resource from which the described resource is derived Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology;Issue;;Article No.;1.35065012513675e+16; Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1177/13506501251367549" target="_blank" rel="noreferrer noopener">https://doi.org/10.1177/13506501251367549</a> <br /><br /><a href="https://www.scopus.com/pages/publications/105013857051?origin=resultslist" target="_blank" rel="noreferrer noopener">https://www.scopus.com/pages/publications/105013857051?origin=resultslist</a> Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Yellampalli Prakash R., Department of Mechanical Engineering, Dayananda Sagar University, Karnataka, Bengaluru, India; Ramakumar B.V.N., Department of Aerospace Engineering, Dayananda Sagar University, Karnataka, Bengaluru, India; R K., Department of Mechanical and Automobile Engineering, CHRIST University, Karnataka, Bengaluru, India; Patil S.S., RWTH India Office, Maharashtra, Pune, India; Vijay Kumar V., Division of Engineering, NYU, University of Abu Dhabi, Abu Dhabi, United Arab Emirates; Hiriyannaiah A., Department of Mechanical Engineering, Jain University, Karnataka, Bengaluru, India Description An account of the resource This paper examines applied load and zircon reinforcement influence on LM13 alloy composites wear behavior. LM13 was reinforced with 3?wt.% graphite with 3, 6, 9, and 12 weight percent of zircon utilizing a stir casting technique with a chill end to achieve unidirectional solidification. Wear tests were conducted on specimen's chill end using a pin-on-disc apparatus under loads of 30?N, to 70?N in steps of 10?N incremental. The results indicated that when the amount of zircon went up, the wear rate dropped, reaching a minimum at 9?wt.% zircon, then slightly increasing at 12?wt.%. Specifically, wear rate reduced from 4.2?10?3mm/Nm at 3?wt.% zircon to 2.7?10?3mm/Nm at 9?wt.% zircon, before rising to 3.5?10?3mm/Nm at 12?wt.%, establishing 9?wt.% zircon as the optimum reinforcement. Finite Element Analysis (FEA) had been used to simulate wear behavior, and its predictions aligned well with experimental data, with deviations under 5%. Both experimental and FEA results confirmed that wear rate increases proportionally with applied load. Additionally, machine learning techniques were employed to validate the observed trends, enhancing the reliability of the findings. Microstructural analysis through Field Emission Scanning Electron Microscopy showed evidence of plastic deformation and delamination at higher stress levels, compromising material integrity. Notably, the composite with 9?wt.% zircon exhibited reduced wear deformation and minimal microstructural damage, confirming its effectiveness in improving wear resistance. IMechE 2025 Subject The topic of the resource finite element analysis; Machine learning; Pin On Disc; stir casting; wear rate Publisher An entity responsible for making the resource available SAGE Publications Ltd Relation A related resource ISSN: 13506501; CODEN: PEJTE Language A language of the resource English Type The nature or genre of the resource Article Rights Information about rights held in and over the resource Restricted Access; Hardcopy may be available in the library Format The file format, physical medium, or dimensions of the resource online