Quality Control of Thermally Modified Western Hemlock Wood Using Near-Infrared Spectroscopy and Explainable Machine Learning.

Nasir, Vahid; Schimleck, Laurence; Abdoli, Farshid; Rashidi, Maria; Sassani, Farrokh; Avramidis, Stavros

Nasir, Vahid; Schimleck, Laurence; Abdoli, Farshid; Rashidi, Maria; Sassani, Farrokh; Avramidis, Stavros.

Afiliação

Nasir V; Department of Wood Science Engineering, Oregon State University, Corvallis, OR 97331, USA.
Schimleck L; Department of Wood Science Engineering, Oregon State University, Corvallis, OR 97331, USA.
Abdoli F; Centre for Infrastructure Engineering (CIE), School of Engineering, Design and Built Environment, Western Sydney University, Sydney 2145, Australia.
Rashidi M; Centre for Infrastructure Engineering (CIE), School of Engineering, Design and Built Environment, Western Sydney University, Sydney 2145, Australia.
Sassani F; Department of Mechanical Engineering, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
Avramidis S; Department of Wood Science, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.

Polymers (Basel) ; 15(20)2023 Oct 19.

Article em En | MEDLINE | ID: mdl-37896391

Palavras-chave

ensemble learning; feature selection; gradient boosting machine; near-infrared (NIR) spectroscopy; neural networks; nondestructive evaluation (NDE); thermally treated timber; wood modification

Texto completo

Imprimir

XML

PubMed Links

Buscar no Google

Texto completo: 1 Base de dados: MEDLINE Idioma: En Ano de publicação: 2023 Tipo de documento: Article

Texto completo

Imprimir

XML

PubMed Links

Buscar no Google

Texto completo: 1 Base de dados: MEDLINE Idioma: En Ano de publicação: 2023 Tipo de documento: Article