The acoustic Long-Baseline (LBL) system faces limitations due to its high infrastructure costs and complex deployment, confining its utility to small areas. This challenge restricts underwater vehicles' ability to navigate over long distances with high precision. The core of this study lies in its innovative approach to overcoming the limitations of traditional underwater navigation methods.