Integrating the Capsule-like Smart Aggregate-Based EMI Technique with Deep Learning for Stress Assessment in Concrete

This study presents a concrete stress monitoring method utilizing 1D CNN deep learning of raw electromechanical impedance (EMI) signals measured with a capsule-like smart aggregate (CSA) sensor. Firstly, the CSA-based EMI measurement technique is presented by depicting a prototype of the CSA sensor...

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Bibliographic Details

Published in:	Sensors
Main Authors:	Quoc-Bao Ta, Quang-Quang Pham, Ngoc-Lan Pham, Jeong-Tae Kim
Format:	Article
Language:	English
Published:	MDPI AG 2024-07-01
Subjects:	electromechanical impedance method PZT sensor smart aggregate convolutional neural network concrete structure stress and damage monitoring
Online Access:	https://www.mdpi.com/1424-8220/24/14/4738