Back to Search Start Over

Artificial Intelligence, Machine Learning and Smart Technologies for Nondestructive Evaluation.

Authors :
Taheri H
Gonzalez Bocanegra M
Taheri M
Source :
Sensors (Basel, Switzerland) [Sensors (Basel)] 2022 May 27; Vol. 22 (11). Date of Electronic Publication: 2022 May 27.
Publication Year :
2022

Abstract

Nondestructive evaluation (NDE) techniques are used in many industries to evaluate the properties of components and inspect for flaws and anomalies in structures without altering the part's integrity or causing damage to the component being tested. This includes monitoring materials' condition (Material State Awareness (MSA)) and health of structures (Structural Health Monitoring (SHM)). NDE techniques are highly valuable tools to help prevent potential losses and hazards arising from the failure of a component while saving time and cost by not compromising its future usage. On the other hand, Artificial Intelligence (AI) and Machine Learning (ML) techniques are useful tools which can help automating data collection and analyses, providing new insights, and potentially improving detection performance in a quick and low effort manner with great cost savings. This paper presents a survey on state of the art AI-ML techniques for NDE and the application of related smart technologies including Machine Vision (MV) and Digital Twins in NDE.

Details

Language :
English
ISSN :
1424-8220
Volume :
22
Issue :
11
Database :
MEDLINE
Journal :
Sensors (Basel, Switzerland)
Publication Type :
Academic Journal
Accession number :
35684675
Full Text :
https://doi.org/10.3390/s22114055