Journal article
Developing a supervised machine‐learning model capable of distinguishing fiber orientation of polymer composite samples nondestructively tested using active ultrasonics
Abstract
Abstract This study evaluated the paired performance of different signal processing techniques and supervised learning models being capable of identifying subtle differences in otherwise similar acoustic signals related to detecting the fiber orientation of a polymer composite. Projection of Latent Structures models demonstrated poor predictive capabilities of the composite structure based on spectral analysis of the acoustic signal. AI based …
Authors
Bedrosian AD; Thompson MR; Hrymak A; Lanza G
Journal
Journal of Advanced Manufacturing and Processing, Vol. 5, No. 1,
Publisher
Wiley
Publication Date
January 2023
DOI
10.1002/amp2.10138
ISSN
2637-403X