Abstract: A device for transmitting and receiving acoustic waves is provided herein. In one or more examples, the device comprises: a polymer infill; a first set of piezoelectric components, wherein the first set of piezoelectric components comprises one or more piezoelectric components, disposed in a first annular area interstitially in the polymer infill, the first annular area defined by a first inner ring and a first outer ring; a second set of piezoelectric components, wherein the second set of piezoelectric components comprises one or more piezoelectric components, disposed in a second annular area interstitially in the polymer infill, the second annular area defined by a second inner ring and second outer ring; and wherein the rings are spaced apart from each other radially based on one or more Gaussian distributions.

Abstract: Disclosed herein are system, method, and computer program product embodiments for detecting potentially unsafe wear levels in vehicle suspension systems. An embodiment operates by receiving acoustic signals of a vehicle suspension system, processing, the acoustic signals to generate training data, training a predictive learning algorithm to generate a predictive wear model and classifying the processed acoustic signals to indicate wear levels of one or more components of the vehicle suspension system. The trained predictive wear model subsequently predicts wear levels of the vehicle suspension system for notification to a cloud-based repository. Fleets of driverless vehicles may continuously monitor wear levels for timely maintenance before failure occurs.