This study investigates the performance of a variable compression ratio diesel engine using a Honne oil-diesel blend, focusing on optimizing the compression ratio for better engine performance. Experimental results suggest that a compression ratio of 14.8 yields improved performance and emission characteristics, with a model predicting results using artificial neural networks. The blending of biodiesel is presented as a viable alternative to traditional diesel fuel, emphasizing its positive effects on engine efficiency and emissions.