Deploy an integrated acoustic-vibration-temperature sensor on the valve cover to capture impact pulses from valve plate movements and cylinder vibrations. AI algorithms distinguish normal operation sounds from fracture-induced noises, while temperature anomalies enable early diagnosis of valve plate cracks.