Ultrasound tomography enhancement by signal feature extraction with modular machine learning method
Bartłomiej Baran,
Dariusz Majerek,
Piotr Szyszka
et al.
Abstract:Robust and reliable diagnostic methods are desired in various types of industries. This article presents a novel approach to object detection in industrial or general ultrasound tomography. The key idea is to analyze the time-dependent ultrasonic signal recorded by three independent transducers of an experimental system. It focuses on finding common or related characteristics of these signals using custom-designed deep neural network models. In principle, models use convolution layers to extract common feature… Show more
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