Tiny Machine Learning Implementation for Guided Wave-Based Damage Localization

Tiny Machine Learning Implementation for Guided Wave-Based Damage Localization

This work leverages ultrasonic guided waves (UGWs) to detect and localize damage in structures using lightweight Artificial Intelligence (AI) models. It investigates the use of machine learning (ML) to train the effects of the damage on UGWs to the model. To reduce the number of trainable parameters...

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Bibliographic Details
Main Authors: Jannik Henkmann, Vittorio Memmolo, Jochen Moll
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Sensors
Subjects:
edge AI
machine learning
ultrasonic guided waves
structural health monitoring
tiny device
Online Access:https://www.mdpi.com/1424-8220/25/2/578
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