Ultrasonic Thickness Measurements Using Machine Learning

Author:

Garcia Caleb1,Facundo Ludivina2,Baltazar Arturo2,Treesatayapun Chidentree2

Affiliation:

1. Centro de Investigación y de Estudios Avanzados CINVESTAV-Saltillo, Industrial #1062, Zona Industrial, Ramos Arizpe 25900, Coahuila, Mexico

2. Centro de Investigación y de Estudios Avanzados, CINVESTAV-Saltillo, Industrial #1062, Zona Industrial, Ramos Arizpe 25900, Coahuila, Mexico

Abstract

Abstract Thickness measurements using an ultrasonic contact test is a well-known nondestructive evaluation technique. However, its implementation in a robotic system with a closed-loop feedback control for artificial intelligent measurements requires precise information of positioning and force of the ultrasonic probe. In this work, we describe an ultrasonic probe developed in our lab that uses a semispherical soft membrane made from an elastomer. The aim is to develop a methodology for precise positioning and force control of a dry contact ultrasonic probe based on the ultrasonic signal information processed using sparse matrix optimization and Fourier analysis techniques. The results show that the proposed methodology makes easy to achieve a fine tuning of the probe orientation with high sensitivity to load and misalignment in order to perform accurate thickness measurements.

Publisher

ASME International

Subject

Mechanics of Materials,Safety, Risk, Reliability and Quality,Civil and Structural Engineering

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