In the fast-paced world of aviation, safety is paramount, and the Aircraft Health Monitoring System (AHMS) emerges as a vital defender of the skies. Aircraft Health Monitoring Systems (AHMS) uses real-time data from multiple sensors that are integrated into aircraft components/parts to increase aircraft safety and reliability. AHMS consists of hardware and software instruments, solutions, and techniques that conduct remote surveillance of aircraft to learn their present or potential serviceability.