“…Ship collisions are particularly serious accidents in maritime transportation, posing threats not only to the involved ships but also to the safety of crew members [ 2 ]. Additionally, fuel leakage resulting from damage to the ships fuel tanks can lead to severe environmental pollution [ 3 ]. Consequently, the development of ship collision warning systems is imperative in preventing collision accidents.…”