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| Scale transformation of regional soil particle composition and organic matter prediction models based on hyper-spectrum |
| ZHANG Na1,2, ZHANG Hongling2, ZHANG Dongliang1,QU Zhongyi1* |
| 1.Water conservancy and Civil Engineering College, Inner Mongolia Agricultural University, Hohhot, Inner Mongolia 010018, China; 2.Ningxia Institute of Water Resources Research, Yinchuan, Ningxia 750021, China |
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Abstract Mesoscale inversion models of mass percentage of clay, power, sand and organic matter were established by using multiple regression, support vector machine and BP neural network based on the hyper-spectrum of 1 024 samples in 3 scales in Hetao Irrigation District of Inner Mongolia. The mesoscale scale was shifted to large and small scales, and the applicability of scale transformation was assessed for these models. Results showed that the mesoscale inversion models of soil particle composition and organic matter were well applicable at the other two scales with correlation coefficient of 0.33-0.60 in multiple regression, 0.41-0.52 in support vector machine and 0.52-0.72 in BP neural network. Clearly, the models based on BP neural network method showed even better applicability at the other two scales. The correlation coefficients of clay, power, sand and organic matter were 0.44-0.62, 0.37-0.72, 0.42-0.72 and 0.33-0.56, respectively, suggesting the fitting effect of particle compositions was better than that that of organic matter as a whole.
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Received: 10 May 2018
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