2020
DOI: 10.1007/s00107-020-01621-x
|View full text |Cite
|
Sign up to set email alerts
|

Effect of wood surface roughness on prediction of structural timber properties by infrared spectroscopy using ANFIS, ANN and PLS regression

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
4

Citation Types

0
17
0

Year Published

2021
2021
2024
2024

Publication Types

Select...
7
1

Relationship

4
4

Authors

Journals

citations
Cited by 37 publications
(17 citation statements)
references
References 68 publications
0
17
0
Order By: Relevance
“…1,2 These methods are costly and time-consuming and cannot be used for in situ nondestructive characterization of the elastic properties of wood. The near-infrared (NIR) spectroscopy [3][4][5] and the ultrasonic and stress wave propagation methods [6][7][8][9][10][11] are the main nondestructive evaluation methods used in prior research studies for the characterization of the modulus of elasticity (MOE) of wood. The main characterization approach of the wave-based methods is to estimate the MOE from the dynamic MOE obtained from the measured ultrasonic wave velocity.…”
Section: Introductionmentioning
confidence: 99%
“…1,2 These methods are costly and time-consuming and cannot be used for in situ nondestructive characterization of the elastic properties of wood. The near-infrared (NIR) spectroscopy [3][4][5] and the ultrasonic and stress wave propagation methods [6][7][8][9][10][11] are the main nondestructive evaluation methods used in prior research studies for the characterization of the modulus of elasticity (MOE) of wood. The main characterization approach of the wave-based methods is to estimate the MOE from the dynamic MOE obtained from the measured ultrasonic wave velocity.…”
Section: Introductionmentioning
confidence: 99%
“…Near-infrared (NIR) spectroscopy is one of the most commonly used NDE methods for wood characterization. NIR spectroscopy is sensitive to changes in the chemical composition of wood [ 5 ] and has been used for wood classification and the estimation of different wood properties [ 6 , 7 , 8 , 9 , 10 ]. Wave propagation-based methods have also been employed to estimate timber MOE [ 11 , 12 ].…”
Section: Introductionmentioning
confidence: 99%
“…The mechanical properties of wood have been widely characterized by destructive tensile and bending tests, 14,15 which are not suitable for in-situ monitoring. The most popular methods used in the literature for nondestructive evaluation (NDE) of mechanical properties of wood are the near-infrared (NIR) spectroscopy, 16,17 and the ultrasonic and stress wave and ultrasonic wave propagation methods. [18][19][20][21][22][23][24][25][26][27] These methods have been mainly employed to characterize and predict the MOE of wood materials.…”
Section: Introductionmentioning
confidence: 99%
“…Figure16. The relative importance of parameters for predicting the (a) MOE and (b) MOR of the wood specimens using all of the input features.…”
mentioning
confidence: 99%