Triboinformatic Modeling of Wear in Total Knee Replacement Implants Using Machine Learning Algorithms
Journal Title: Journal of Materials and Engineering - Year 2023, Vol 1, Issue 3
Abstract
Pin-on-disk (PoD) tests, the most prevalent studies, are being carried out in order to evaluate tribological behaviour of different bearing materials. However, the comparison of results obtained from the PoD tests is very difficult. In this present study, several machine learning models were developed and trained and then these trained machine learning models were validated by quantifying forecasting error against the experimental data reported in literature. These machine learning based models can be utilized as alternative solution of PoD trials in order to minimize time consumption and experiment complexity.
Authors and Affiliations
Vipin Kumar, Ravi Prakash Tewari, Ramesh Pandey, Anubhav Rawat
Keywords
Related Articles
- EP ID EP727414
- DOI 10.61552/JME.2023.03.001
- Views 48
- Downloads 0
Characteristics of Al6061-SiC-Al2O3 Surface Hybrid Composites Fabricated by Friction Stir Processing
Friction stir processing (FSP) has successfully evolved as an alternative technique of fabricating metal matrix composites. (MMC). FSP has been used positively to produce surface composite that offer good surface propert...
Foundry Coatings - Review
The main purpose of this publication is to present the founding stages of the foundry industry and its fundamental importance to the engineering sector. The second focus is to examine the technology of casting in sand mo...
Deterministic Model of Elastic Rough Contact Taking into Account the Mutual Influence of Asperities
The analytical solution of the elastic contact problem for the bodies with rough surfaces is presented using a deterministic description of the surface roughness. Particularly, a model of the normal contact of a periodic...
Working Out the Processes of Deposition “MetalMetal“ Multi-Layer Coatings (Cu-Mo, Cu-MoN, Cu-C) and Studying the Tribological Characteristics of Friction Pairs
As part of the program to search for new materials with high characteristics according to Avinit vacuum-plasma technologies, based on the complex use of coating methods (CVD + PVD), stimulated by nonequilibrium low-tempe...
The Technological Factors and Operating Conditions Influence on the Molybdenum Disulfide Coatings Tribological Properties
Molybdenum disulfide is a widely used solid lubricant operates successfully under extreme conditions such as vacuum, high or low temperatures, high loads etc. Magnetron sputtering is one of the most common method of appl...