This article focuses on the numerical simulation of combustion behavior in direct injection diesel engines using computational fluid dynamics (CFD) techniques, emphasizing the importance of adaptive mesh refinement (AMR) and embedding strategies. The study finds that utilizing AMR in conjunction with embedding can significantly improve the accuracy of simulation results while reducing computational time. Results demonstrate a good agreement between numerical simulations and experimental data, highlighting the potential to enhance diesel engine efficiency and minimize emissions through improved modeling techniques.