Submarines require sturdy structural integrity for underwater operations. Digital twin models streamline design phases by integrating structural modeling and simulation, saving time and reducing errors. This study demonstrates their effectiveness in simulating critical scenarios like realistic depth conditions, underwater explosions and welding challenges using Machine Learning algorithms, ensuring survivability and improving submarine construction.