Data-driven soil salinization mapping: risk prediction and uncertainty quantification based on Bayesian inference

Yujian Yang

doi:10.1016/j.geoderma.2025.117344

2025-05-22

DOI：10.1016/j.geoderma.2025.117344

原文链接

摘要

En 中文

• 土壤盐渍化风险的量化与比较（INLA-SPDE与克里金方法） • 超越概率制图并识别土壤盐渍化的高风险区域 • 基于深度学习原理的数据驱动土壤盐渍化建模的灵活性、透明度和可解释性

Keyword:

Soil salinization

Risk prediction

INLA-SPDE approach

PyMC3 probability programming

Uncertainty

期刊

Geoderma

IF:

6.6

论文数:

9.4K

被引数:

4.5W

机构

Ludong University

学者数:

5.6K

论文数: 3.3K

被引数: 3.7K

引用论文

Empirical analysis of influence on economic growth of China by income distribution difference 刘戈, 杨剑, 姚荣, 2005. 土壤浸提液化学因素对其电导率及其强度的影响[J]. 土壤学报, 42(2):247-252.

Journal of Central South University of Technology

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2005-10-01

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Soil fertility assessment indicators from the perspective of natural resources comprehensive observation 裴X., 韩X., 钱J., 陈W., 秦T., 李X., 2020. 基于自然资源综合观测的土壤肥力评价指标, 资源科学, 42(10):1953-1964.

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IF0

2016-05-13

OAAI

H. Vereecken; A. Schnepf; J.W. Hopmans; M. Javaux; D. Or; T. Roose; J. Vanderborght; M.H. Young; W. Amelung; M. Aitkenhead; S.D. Allison; S. Assouline; P. Baveye; M. Berli; N. Brüggemann; P. Finke; M. Flury; T. Gaiser; G. Govers; T. Ghezzehei; P. Hallett; H.J. Hendricks Franssen; J. Heppell; R. Horn; J.A. Huisman; D. Jacques; F. Jonard; S. Kollet; F. Lafolie; K. Lamorski; D. Leitner; A. McBratney; B. Minasny; C. Montzka; W. Nowak; Y. Pachepsky; J. Padarian; N. Romano; K. Roth; Y. Rothfuss; E.C. Rowe; A. Schwen; J. Šimůnek; A. Tiktak; J. Van Dam; S.E.A.T.M. van der Zee; H.J. Vogel; J.A. Vrugt; T. Wöhling; I.M. Young

Introduction Diggle, P.J.和Ribeiro, P.J., 2007. 基于模型的地质统计学. 纽约: 施普林格. pp:1-108.

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IF0

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2011-06-01

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