Journal article

Spatially Explicit Soil Acidification under Optimized Fertilizer Use in Sub-Saharan Africa


Authors listUwiragiye, Yves; Ngaba, Mbezele Junior Yannick; Yang, Mingxia; Elrys, Ahmed S.; Chen, Zhujun; Zhou, Jianbin

Publication year2023

JournalAgronomy

Volume number13

Issue number3

eISSN2073-4395

Open access statusGold

DOI Linkhttps://doi.org/10.3390/agronomy13030632

PublisherMDPI


Abstract
Acidic soils (pH < 5.5) cover roughly 30% of Sub-Saharan Africa. Low nitrogen fertilizer application (15 kg N ha(-1) yr(-1)) has no effect on soil acidification in Sub-Saharan Africa (SSA). However, the effect of optimized fertilizer use on soil acidification (H+) in SSA crops remains unknown. This study intended to predict the spatial variation of H+ caused by optimized fertilizer use using data from 5782 field trials in SSA cropland. We used ensemble machine learning to predict spatial variation (H+) after measuring the inputs and outputs of major elements and their effect on H+ production. The results revealed that H+ ranged spatially from 0 to 16 keq H+ ha(-1) yr(-1). The most protons (H+) were produced by cassava, banana, and Irish potatoes systems with 12.0, 9.8, and 8.9 keq H+ ha(-1) yr(-1), respectively. The results of the 10-fold cross validation for the soil acidification model were a coefficient of determination (R-2) of 0.6, a root mean square error (RMSE) of 2.1, and a mean absolute error (MAE) of 1.4. Net basic cation loss drives soil acidification under optimized fertilizer application and climate covariates had a higher relative importance than other covariates. Digital soil mapping can produce soil acidification maps for sustainable land use and management plans.



Citation Styles

Harvard Citation styleUwiragiye, Y., Ngaba, M., Yang, M., Elrys, A., Chen, Z. and Zhou, J. (2023) Spatially Explicit Soil Acidification under Optimized Fertilizer Use in Sub-Saharan Africa, Agronomy, 13(3), Article 632. https://doi.org/10.3390/agronomy13030632

APA Citation styleUwiragiye, Y., Ngaba, M., Yang, M., Elrys, A., Chen, Z., & Zhou, J. (2023). Spatially Explicit Soil Acidification under Optimized Fertilizer Use in Sub-Saharan Africa. Agronomy. 13(3), Article 632. https://doi.org/10.3390/agronomy13030632



Keywords


ACID SOILSDigital soil mappingensemble machine learningoptimized fertilizer useROTATIONYIELDS


SDG Areas


Last updated on 2025-10-06 at 11:51