Modeling soil pH dynamics with distinct buffering mechanisms: insights from two purple soils

Soil pH dynamics were modeled in two purple soils with distinct buffering mechanisms. Soil background pH was the primary factor affecting soil pH changes. Machine learning models were superior for neutral soil. The Very Simple Dynamic Model Plus (VSD+) performed excellently for acidic soil. Random forest modeling gave the best accuracy of four machine learning models tested.

Publication Details

Journal
Frontiers of Agricultural Science and Engineering
Published
2025-10-11
DOI
https://doi.org/10.15302/j-fase-2025658
Primary Topic
African Education and Politics
Type
article
Field-Weighted Citation Impact
0.00

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article

Modeling soil pH dynamics with distinct buffering mechanisms: insights from two purple soils

Frontiers of Agricultural Science and Engineering
African Education and Politics
article

Modeling soil pH dynamics with distinct buffering mechanisms: insights from two purple soils

article en

Abstract

Soil pH dynamics were modeled in two purple soils with distinct buffering mechanisms. Soil background pH was the primary factor affecting soil pH changes. Machine learning models were superior for neutral soil. The Very Simple Dynamic Model Plus (VSD+) performed excellently for acidic soil. Random forest modeling gave the best accuracy of four machine learning models tested.

Frontiers of Agricultural Science and EngineeringVol. 13(3)
National Key Research and Development Program of China
Openalex Percentile: Top 35%
African Education and Politics
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Modeling soil pH dynamics with distinct buffering mechanisms: insights from two purple soils · Frontiers of Agricultural Science and Engineering (2025) | TGRS Research Map | TGRS