The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Mar. 07, 2023

Filed:

Jan. 16, 2022
Applicant:

Institute of Soil Science, Chinese Academy of Sciences, Jiangsu, CN;

Inventors:

Xiaodong Song, Jiangsu, CN;

Ganlin Zhang, Jiangsu, CN;

Decheng Li, Jiangsu, CN;

Feng Liu, Jiangsu, CN;

Huayong Wu, Jiangsu, CN;

Fei Yang, Jiangsu, CN;

Jinling Yang, Jiangsu, CN;

Yuguo Zhao, Jiangsu, CN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G16C 20/00 (2019.01); G16C 20/30 (2019.01); G06N 5/022 (2023.01);
U.S. Cl.
CPC ...
G16C 20/30 (2019.02); G06N 5/022 (2013.01);
Abstract

Provided is a pedo-transfer function (PTF)-based method for predicting a target soil property. Based on the collection of a multi-source soil dataset and environmental variables, a dataset containing all measured information is divided. Second-level regions are obtained by zoning according to the spatial variation in soil properties. An optimal independent variable set of PTFs in different regions is obtained by screening. Then, linear fitting and nonlinear fitting of the PTFs are performed for different zones separately. By comparing the accuracy of different functions between different zones, optimal PTFs oriented toward sampling sites are selected, so as to build a database including soil sampling sites. Further, regional independent variable layers are constructed by means of machine learning, to establish region-oriented PTFs; and a spatial distribution map of the target soil property and content for a target region is produced.


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