Maximizing output in marine engines is paramount for boat operators. Achieving optimal mileage while minimizing emissions holds significant importance in ensuring both environmental responsibility and operational cost-effectiveness. A comprehensive understanding of the factors influencing engine operation is key to unlocking significant improvement