Experimental and ML-assisted optimization of injection timing and EGR in a diesel engine fueled with palmyra biodiesel | Synapse
February 2, 2026Open Access
Experimental and ML-assisted optimization of injection timing and EGR in a diesel engine fueled with palmyra biodiesel
Key Points
The aim is to optimize injection timing and exhaust gas recirculation (EGR) to enhance combustion efficiency in diesel engines using palmyra biodiesel.
Conducted experiments to vary injection timing and EGR levels.
Applied machine learning techniques for optimization analysis.
Evaluated combustion performance and emission outputs.
Identified optimal injection timing that improves combustion efficiency.
Machine learning predictions aligned closely with experimental results.
Demonstrated reduced emissions compared to traditional diesel fuels.
Abstract
Growing environmental concerns and stricter emission regulations have intensified the need for cleaner combustion and sustainable energy solutions.