Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive Modeling
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Publication Date: | 2025 |
Other Authors: | , , , , , , , , , , , |
Format: | Article |
Language: | eng |
Source: | Repositório Institucional da UNESP |
Download full: | http://dx.doi.org/10.1080/00103624.2025.2452995 https://hdl.handle.net/11449/307095 |
Summary: | Land use significantly impacts the physical-chemical properties of soil, particularly in tropical regions where the maximum phosphorus adsorption capacity (MPAC) plays a crucial role in agricultural sustainability. This study evaluates the influence of land uses (cropland, grassland, and forest) on MPAC in dryland soils of Sergipe, Alagoas, and Bahia (SEALBA) agricultural frontier in Northeast Brazil. Soil samples from nine sites were analyzed for their physical-chemical characteristics (potential of hydrogen (pH), available phosphorus (P), remaining P, soil organic matter (SOM), calcium and magnesium content, exchangeable aluminum, potential acidity and texture) in the 0–20 cm soil depth. MPAC was determined using two isotherm models, and three predictive models were applied. The results revealed that cropland soils exhibit the highest MPAC, contrary to expectations of lower values due to legacy P from P inputs. However, MPAC varied slightly across sites, indicating specific dependencies on soil physical-chemical properties and suggesting that land use may have a more significant influence over the long term. Random forest and decision tree models identified SOM and available P as the most significant predictors of MPAC, yet with these routine soil fertility indicators alone, the maximum explanatory power (R2) was 75% with a precision (RMSE) of 77 mg kg−1 using the random forest model. Consequently, the conversion of forest to cropland can increase MPAC, and predicting MPAC can be a valuable tool for guiding land use and assisting in the formulation of more sustainable agricultural and environmental policies, particularly in dryland agricultural frontiers. |
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Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive ModelingAdsorption isothermphosphate sorptionrandom forestSEALBALand use significantly impacts the physical-chemical properties of soil, particularly in tropical regions where the maximum phosphorus adsorption capacity (MPAC) plays a crucial role in agricultural sustainability. This study evaluates the influence of land uses (cropland, grassland, and forest) on MPAC in dryland soils of Sergipe, Alagoas, and Bahia (SEALBA) agricultural frontier in Northeast Brazil. Soil samples from nine sites were analyzed for their physical-chemical characteristics (potential of hydrogen (pH), available phosphorus (P), remaining P, soil organic matter (SOM), calcium and magnesium content, exchangeable aluminum, potential acidity and texture) in the 0–20 cm soil depth. MPAC was determined using two isotherm models, and three predictive models were applied. The results revealed that cropland soils exhibit the highest MPAC, contrary to expectations of lower values due to legacy P from P inputs. However, MPAC varied slightly across sites, indicating specific dependencies on soil physical-chemical properties and suggesting that land use may have a more significant influence over the long term. Random forest and decision tree models identified SOM and available P as the most significant predictors of MPAC, yet with these routine soil fertility indicators alone, the maximum explanatory power (R2) was 75% with a precision (RMSE) of 77 mg kg−1 using the random forest model. Consequently, the conversion of forest to cropland can increase MPAC, and predicting MPAC can be a valuable tool for guiding land use and assisting in the formulation of more sustainable agricultural and environmental policies, particularly in dryland agricultural frontiers.Department of Agricultural Sciences Federal University of Alagoas, AlagoasDepartment of Soil Science “Luiz de Queiroz” College of Agriculture University of Sao PauloDepartment of Plant Production College of Agricultural Sciences Paulista State University (UNESP), SPDepartment of Plant Production College of Agricultural Sciences Paulista State University (UNESP), SPFederal University of AlagoasUniversidade de São Paulo (USP)Universidade Estadual Paulista (UNESP)de Souza, José Wilker G.da Luz, João H. S.Silva, Dayane M. R.Silva, Ricardo B.Paulino, Sivaldo S.da S. Marques, Isabelly C. [UNESP]de O. Galdino, Wesleyde Sousa, Jadielson I.Do N. S. Barbosa, LuanaMelo, Alan F.de Souza, Weslly G.da S. Lira, Vivianedos Santos, Valdevan R.2025-04-29T20:08:24Z2025-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1080/00103624.2025.2452995Communications in Soil Science and Plant Analysis.1532-24160010-3624https://hdl.handle.net/11449/30709510.1080/00103624.2025.24529952-s2.0-85214920796Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengCommunications in Soil Science and Plant Analysisinfo:eu-repo/semantics/openAccess2025-04-30T13:57:04Zoai:repositorio.unesp.br:11449/307095Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestrepositoriounesp@unesp.bropendoar:29462025-04-30T13:57:04Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
dc.title.none.fl_str_mv |
Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive Modeling |
title |
Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive Modeling |
spellingShingle |
Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive Modeling de Souza, José Wilker G. Adsorption isotherm phosphate sorption random forest SEALBA |
title_short |
Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive Modeling |
title_full |
Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive Modeling |
title_fullStr |
Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive Modeling |
title_full_unstemmed |
Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive Modeling |
title_sort |
Land Use and Its Impact on Phosphorus Adsorption Capacity in a Tropical Dryland Agricultural Frontier: Insights and Predictive Modeling |
author |
de Souza, José Wilker G. |
author_facet |
de Souza, José Wilker G. da Luz, João H. S. Silva, Dayane M. R. Silva, Ricardo B. Paulino, Sivaldo S. da S. Marques, Isabelly C. [UNESP] de O. Galdino, Wesley de Sousa, Jadielson I. Do N. S. Barbosa, Luana Melo, Alan F. de Souza, Weslly G. da S. Lira, Viviane dos Santos, Valdevan R. |
author_role |
author |
author2 |
da Luz, João H. S. Silva, Dayane M. R. Silva, Ricardo B. Paulino, Sivaldo S. da S. Marques, Isabelly C. [UNESP] de O. Galdino, Wesley de Sousa, Jadielson I. Do N. S. Barbosa, Luana Melo, Alan F. de Souza, Weslly G. da S. Lira, Viviane dos Santos, Valdevan R. |
author2_role |
author author author author author author author author author author author author |
dc.contributor.none.fl_str_mv |
Federal University of Alagoas Universidade de São Paulo (USP) Universidade Estadual Paulista (UNESP) |
dc.contributor.author.fl_str_mv |
de Souza, José Wilker G. da Luz, João H. S. Silva, Dayane M. R. Silva, Ricardo B. Paulino, Sivaldo S. da S. Marques, Isabelly C. [UNESP] de O. Galdino, Wesley de Sousa, Jadielson I. Do N. S. Barbosa, Luana Melo, Alan F. de Souza, Weslly G. da S. Lira, Viviane dos Santos, Valdevan R. |
dc.subject.por.fl_str_mv |
Adsorption isotherm phosphate sorption random forest SEALBA |
topic |
Adsorption isotherm phosphate sorption random forest SEALBA |
description |
Land use significantly impacts the physical-chemical properties of soil, particularly in tropical regions where the maximum phosphorus adsorption capacity (MPAC) plays a crucial role in agricultural sustainability. This study evaluates the influence of land uses (cropland, grassland, and forest) on MPAC in dryland soils of Sergipe, Alagoas, and Bahia (SEALBA) agricultural frontier in Northeast Brazil. Soil samples from nine sites were analyzed for their physical-chemical characteristics (potential of hydrogen (pH), available phosphorus (P), remaining P, soil organic matter (SOM), calcium and magnesium content, exchangeable aluminum, potential acidity and texture) in the 0–20 cm soil depth. MPAC was determined using two isotherm models, and three predictive models were applied. The results revealed that cropland soils exhibit the highest MPAC, contrary to expectations of lower values due to legacy P from P inputs. However, MPAC varied slightly across sites, indicating specific dependencies on soil physical-chemical properties and suggesting that land use may have a more significant influence over the long term. Random forest and decision tree models identified SOM and available P as the most significant predictors of MPAC, yet with these routine soil fertility indicators alone, the maximum explanatory power (R2) was 75% with a precision (RMSE) of 77 mg kg−1 using the random forest model. Consequently, the conversion of forest to cropland can increase MPAC, and predicting MPAC can be a valuable tool for guiding land use and assisting in the formulation of more sustainable agricultural and environmental policies, particularly in dryland agricultural frontiers. |
publishDate |
2025 |
dc.date.none.fl_str_mv |
2025-04-29T20:08:24Z 2025-01-01 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://dx.doi.org/10.1080/00103624.2025.2452995 Communications in Soil Science and Plant Analysis. 1532-2416 0010-3624 https://hdl.handle.net/11449/307095 10.1080/00103624.2025.2452995 2-s2.0-85214920796 |
url |
http://dx.doi.org/10.1080/00103624.2025.2452995 https://hdl.handle.net/11449/307095 |
identifier_str_mv |
Communications in Soil Science and Plant Analysis. 1532-2416 0010-3624 10.1080/00103624.2025.2452995 2-s2.0-85214920796 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Communications in Soil Science and Plant Analysis |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.source.none.fl_str_mv |
Scopus reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
instname_str |
Universidade Estadual Paulista (UNESP) |
instacron_str |
UNESP |
institution |
UNESP |
reponame_str |
Repositório Institucional da UNESP |
collection |
Repositório Institucional da UNESP |
repository.name.fl_str_mv |
Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP) |
repository.mail.fl_str_mv |
repositoriounesp@unesp.br |
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1834482858970841088 |