Efeito das características físicas e da cobertura do solo na vazão e turbidez de nascentes sob diferentes abordagens estatísticas

The lack of proper planning and disorderly land use significantly impacts natural resources, especially water. The increase in data volume to address complex challenges, such as protecting and enhancing water resource availability, introduces potential issues like overfitting and multicollinearity during analyses. Therefore, this study aimed to employ different statistical methods to mitigate these issues, examining the effects and influences of environmental factors and soil physical characteristics on the flow and turbidity of 82 springs. Various approaches were utilized, including Random Forest and Akaike Information Criterion, both proving consistent concerning the analyzed variables. Arboreal coverage showed a stronger correlation with increased flow, while shrub coverage favored higher turbidity. Shrub coverage can facilitate surface runoff, contributing to increased flow turbidity. The vegetation coverage (arboreal and shrub) may have favored water infiltration processes, enhancing flow. The provided results have the potential to play a crucial role in guiding best practices in data analysis and strategies for the recovery and protection of springs.

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Publication Details

Journal
Revista Geografias
Published
2025-01-10
DOI
https://doi.org/10.35699/2237-549x.2024.48937
Primary Topic
Soil Management and Crop Yield
Type
article
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article

Efeito das características físicas e da cobertura do solo na vazão e turbidez de nascentes sob diferentes abordagens estatísticas

Vinícius Barros Rodrigues, Fillipe Tamiozzo Pereira Torres, Thales Braga Capetine
Revista Geografias
Soil Management and Crop Yield
article

Efeito das características físicas e da cobertura do solo na vazão e turbidez de nascentes sob diferentes abordagens estatísticas

Vinícius Barros Rodrigues, Fillipe Tamiozzo Pereira Torres, Thales Braga Capetine
article en

Abstract

The lack of proper planning and disorderly land use significantly impacts natural resources, especially water. The increase in data volume to address complex challenges, such as protecting and enhancing water resource availability, introduces potential issues like overfitting and multicollinearity during analyses. Therefore, this study aimed to employ different statistical methods to mitigate these issues, examining the effects and influences of environmental factors and soil physical characteristics on the flow and turbidity of 82 springs. Various approaches were utilized, including Random Forest and Akaike Information Criterion, both proving consistent concerning the analyzed variables. Arboreal coverage showed a stronger correlation with increased flow, while shrub coverage favored higher turbidity. Shrub coverage can facilitate surface runoff, contributing to increased flow turbidity. The vegetation coverage (arboreal and shrub) may have favored water infiltration processes, enhancing flow. The provided results have the potential to play a crucial role in guiding best practices in data analysis and strategies for the recovery and protection of springs.

Revista GeografiasVol. 20(1)
Universidade Federal do Espírito Santo (BR)
Openalex Percentile: Top 97%
Soil Management and Crop Yield
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