• Spectroscopy and Spectral Analysis
  • Vol. 41, Issue 12, 3682 (2021)
Peng ZHOU, Wei-chao WANG, Wei YANG*;, Rong-hua JI, and Min-zan LI
Author Affiliations
  • Key Laboratory of Modern Precision Agriculture System Integration Research, Ministry of Education, China Agricultural University, Beijing 100083, China
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    DOI: 10.3964/j.issn.1000-0593(2021)12-3682-06 Cite this Article
    Peng ZHOU, Wei-chao WANG, Wei YANG, Rong-hua JI, Min-zan LI. Effect of Soil Particle Size on Prediction of Soil Total Nitrogen Using Discrete Wavelength NIR Spectral Data[J]. Spectroscopy and Spectral Analysis, 2021, 41(12): 3682 Copy Citation Text show less
    Spectral curves of soil with different particle sizes but same soil total nitrogen concentration
    Fig. 1. Spectral curves of soil with different particle sizes but same soil total nitrogen concentration
    Standard deviation spectra
    Fig. 2. Standard deviation spectra
    Prediction of soil particle size classification based on SVM
    Fig. 3. Prediction of soil particle size classification based on SVM
    Absorbance at six wavebands(a): Original absorbance; (b): Corrected absorbance
    Fig. 4. Absorbance at six wavebands
    (a): Original absorbance; (b): Corrected absorbance
    Prediction results of soil total nitrogen concentration based on different soil absorbances(a): Original absorbance; (b): Corrected absorbance;(c): 0.2 mm soil absorbance
    Fig. 5. Prediction results of soil total nitrogen concentration based on different soil absorbances
    (a): Original absorbance; (b): Corrected absorbance;(c): 0.2 mm soil absorbance
    土壤
    粒度/mm
    氮素等级/
    (g·kg-1)
    氮素浓度范围/
    (g·kg-1)
    土壤
    粒度/mm
    氮素等级/
    (g·kg-1)
    氮素浓度范围/
    (g·kg-1)
    2.000.005~0.0120.900.003~0.012
    0.040.036~0.0470.040.029~0.037
    0.080.071~0.0770.080.076~0.091
    0.120.109~0.1230.120.119~0.133
    0.160.162~0.1710.160.153~0.176
    0.200.186~0.1940.200.191~0.206
    0.4500.006~0.020.200.009~0.018
    0.040.031~0.0420.040.026~0.04
    0.080.063~0.0710.080.060~0.067
    0.120.119~0.1310.120.128~0.138
    0.160.142~0.1530.160.153~0.169
    0.200.178~0.1900.200.187~0.199
    Table 1. Statistics of soil samples
    建模样本Rv2RMSEPRPD
    原始土壤吸光度0.600.2561.91
    修正土壤吸光度0.750.1872.53
    0.2 mm土壤吸光度0.820.1652.89
    Table 2. Accuracy statistics of the BPNN models based on different soil absorbances
    Peng ZHOU, Wei-chao WANG, Wei YANG, Rong-hua JI, Min-zan LI. Effect of Soil Particle Size on Prediction of Soil Total Nitrogen Using Discrete Wavelength NIR Spectral Data[J]. Spectroscopy and Spectral Analysis, 2021, 41(12): 3682
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