Spectroscopy and Spectral Analysis, Volume. 42, Issue 8, 2542(2022)
Effect of Different Particle Sizes on the Prediction of Soil Organic Matter Content by Visible-Near Infrared Spectroscopy
Fig. 1. Soil samples with different particle sizes
(a): 1~2 mm; (b): 0.5~1 mm; (c): 0.25~0.5 mm; (d): 0.1~0.25 mm; (e): <1 mm; (f): <0.1 mm
Fig. 2. Test instrument diagram
1: PC; 2: TOC; 3: PC; 4: Soil samples; 5: Standard white plate; 6: Fiber probe;7: Multifunctional testing platform; 8: NIR Quest; 9: QE Rro; 10: Light source (a): TOC analyzer; (b): Spectrum acquisition device
Fig. 3. Relationship between soil particle size and spectral reflectance
(a): Mean reflectance and variation coefficient of different soil particle sizes;(b): Mean reflectance of different soil particle sizes at different wavelengths
Fig. 4. Correlation between SOM content and reflectance of soil with different particle sizes
(a): SOM content and reflectance at R transform; (b): SOM content and reflectance at FDR transform
Fig. 5. Variable distribution of SOM content characteristics at different wavelengths based on CARS
(a): Distribution of characteristic variables of SOM content in soil with different particle diameters at different wavelengths;(b): Overlap times of characteristic variables of SOM content under different particle sizes
Fig. 6. SOM characteristic variables distribution based on CARS method
Fig. 7. Construction and evaluation of SOM content models for different particle sizes
Fig. 8. Comparisons of Predicted values and measured values of different PLSR models
(a): R-PLSR model of all particle sizes; (b): FDR-PLSR model of all particle sizes; (c): CARS-PLSR model of all particle sizes;(d): CARS-PLSR model for particle size of 1~2 mm; (e): CARS-PLSR model for particle size of 0.5~1 mm;(f): CARS-PLSR model for particle size of 0.25~0.5 mm;(g): CARS-PLSR model for particle size of 0.1~0.25 mm ;(h): CARS-PLSR model for particle size of <0.1 mm; (i): CARS-PLSR model for particle size of <1 mm
|
|
Get Citation
Copy Citation Text
Xiang-jun ZHONG, Li YANG, Dong-xing ZHANG, Tao CUI, Xian-tao HE, Zhao-hui DU. Effect of Different Particle Sizes on the Prediction of Soil Organic Matter Content by Visible-Near Infrared Spectroscopy[J]. Spectroscopy and Spectral Analysis, 2022, 42(8): 2542
Category: Orginal Article
Received: Jul. 27, 2021
Accepted: --
Published Online: Mar. 17, 2025
The Author Email: ZHONG Xiang-jun (xjzhong1004@163.com)