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Computer and Computing Technologies in Agriculture IX 9th IFIP WG 5.14 International Conference, CCTA 2015 Beijing, China, September 27–30, 2015, Part I |
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Conference papers
The Soil Nutrient Spatial Interpolation Algorithm Based on KNN and IDW
Abstract : For breaking the limitation of the GIS platform and realizing the soil nutrients spatial interpolation algorithm for any points in the monitoring area to transplant to the mobile platforms, this paper established the spatial index of the soil nutrient sampling points utilizing the K-D Tree as the space splitting algorithm of the soil nutrient sampling points. On this basis, the K nearest neighbor search of the soil nutrient sampling points was also implemented employing KNN algorithm. Finally, the soil nutrient spatial interpolation was realized based on KNN and IDW algorithm. Meanwhile, the accuracy of the algorithm and the influence to the different soil nutrient elements affected by the K value in KNN algorithm were also verified. The results show that the soil nutrient spatial interpolation algorithm was viable to predict the element contents of soil nutrient during the running time was less than 3 s. To reach the best accuracy, the values of the proximal point K for predicting the PH, organic matter, rapid available phosphorus and rapid available potassium should be set as 85, 15, the largest sample space and 65 respectively. The optimal average absolute error of the pH, organic matter, rapid available phosphorus and rapid available potassium was 0.0405, 0.3870, 0.0015 respectively.
Cited literature [24 references]
https://hal.inria.fr/hal-01557849
Contributor : Hal Ifip <>
Submitted on : Thursday, July 6, 2017 - 3:50:41 PM
Last modification on : Thursday, July 6, 2017 - 3:54:10 PM
Long-term archiving on: : Wednesday, January 24, 2018 - 2:56:45 AM
Contributor : Hal Ifip <>
Submitted on : Thursday, July 6, 2017 - 3:50:41 PM
Last modification on : Thursday, July 6, 2017 - 3:54:10 PM
Long-term archiving on: : Wednesday, January 24, 2018 - 2:56:45 AM
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