Impact of metal oxides on thermal response of zirconia coated diesel engines fueled by Momordica biodiesel machine learning insights

Abstract Biodiesel presents a favourable economic outlook and environmental benefits, yet it faces limitations such as diminished calorific value and suboptimal combustion characteristics. Recent research focuses on enhancing biodiesel performance using nanoparticles and thermal barrier coatings. Th...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	V. S. Shaisundaram, P. V. Elumalai, S. Padmanabhan, U. Nalini Ramachandran, Abhishek Kumar Tripathi, Cui Yaping, B. Nagaraj Goud, S. Prabhakar
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-07-01
Subjects:	Momordica seed biodiesel Partially stabilized zirconia Hermal performance prediction Multiple linear regression Gradient boosting regression Random forest regression
Online Access:	https://doi.org/10.1038/s41598-025-04033-0