Recognizing Car Engine Sounds: Early Damage Detection Before It's Too Late"

A rough, harsh, or noisy sound in a car is an indication of a mechanical problem or component performance degradation, producing abnormal noises, rattling, or rough metal friction [1, 5]. These sounds are generally heard from the engine bay, under the car, or the wheels, and often correlate directly with increasing RPM (engine speed) or vehicle speed [2, 4]

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