Experimental and ML-assisted optimization of injection timing and EGR in a diesel engine fueled with palmyra biodiesel

RSC Advances 2026 Open access

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Authors: Jayashri N. Nair, T. Srinivasa Rao, M. B. S. Sreekara Reddy, V. Dhana Raju, Harish Venu, Ahmed Adnan Hadi, Aseel Smerat, T. M. Yunus Khan, Abdul Saddique Shaik, Azeem Khan
DOI: 10.1039/d5ra05659d
Cited by: 3
References: 45

Abstract

and lowest MSE and MAPE, demonstrating superior accuracy in predicting engine responses. These results highlight the synergistic potential of renewable fuel utilization and data-driven modeling in optimizing diesel engine operation. The findings provide a viable pathway toward cleaner, high-efficiency combustion systems, contributing to the broader goals of sustainable transportation and global energy transition.

Fields of Study & Subjects

Biodiesel Production and Applications Advanced Combustion Engine Technologies Combustion and flame dynamics

Publication details

Journal / source
RSC Advances
Publisher
Royal Society of Chemistry (RSC)
Volume
16
Issue
7
Pages
6338–6365
Publication date
1 January 2026
Language
EN