Regionalization of water quality parameters based on the landscape characteristics of small ungauged basins

One of the main problems associated with the analysis of water quality parameters (WQPs) in developing countries is the low number of sampling sites in small watersheds. One of the strategies used to solve this problem involves estimating WQPs based on the extrapolation of measurements carried out...

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Main Authors: Danilo Garofalo, Marcos Ferreira
Format: Article
Language:English
Published: European Association of Geographers 2022-03-01
Series:European Journal of Geography
Subjects:
Online Access:https://eurogeojournal.eu/index.php/egj/article/view/261
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author Danilo Garofalo
Marcos Ferreira
author_facet Danilo Garofalo
Marcos Ferreira
author_sort Danilo Garofalo
collection DOAJ
description One of the main problems associated with the analysis of water quality parameters (WQPs) in developing countries is the low number of sampling sites in small watersheds. One of the strategies used to solve this problem involves estimating WQPs based on the extrapolation of measurements carried out in other basins using regionalization methods associated with landscape characteristics. The objectives of this study were to evaluate the associations between landscape characteristics and WQPs and to propose a methodology for the regionalization of WQPs based on landscape characteristic data obtained from basins where WQP data were sampled. The study area was the upper Piracicaba-Jaguari River basin located in south-western Brazil. The methodology was based on a survey of 27 environmental variables and 12 water quality parameters in 44 small sub-basins. The non-parametric k-nearest neighbour regression (K-NNR) algorithm was used to estimate the WQP values for the small sub-basins that lacked data. The results showed that the landscape characteristics of the studied sub-basins related to land use and cover significantly influenced the WQPs. The mapped regions showed significant differences among the total dissolved solids, chloride, electric conductivity, pH, salinity, resistivity, dissolved oxygen, and nitrate parameter values.
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spelling doaj-art-be1bd48778914affa093687d5a2e3b0a2025-01-06T06:59:08ZengEuropean Association of GeographersEuropean Journal of Geography1792-13412410-74332022-03-0113110.48088/ejg.d.gar.13.1.47.68Regionalization of water quality parameters based on the landscape characteristics of small ungauged basinsDanilo Garofalo0Marcos Ferreira1Embrapa Environment, Brazil Institute of Geosciences, UNICAMP, Brazil One of the main problems associated with the analysis of water quality parameters (WQPs) in developing countries is the low number of sampling sites in small watersheds. One of the strategies used to solve this problem involves estimating WQPs based on the extrapolation of measurements carried out in other basins using regionalization methods associated with landscape characteristics. The objectives of this study were to evaluate the associations between landscape characteristics and WQPs and to propose a methodology for the regionalization of WQPs based on landscape characteristic data obtained from basins where WQP data were sampled. The study area was the upper Piracicaba-Jaguari River basin located in south-western Brazil. The methodology was based on a survey of 27 environmental variables and 12 water quality parameters in 44 small sub-basins. The non-parametric k-nearest neighbour regression (K-NNR) algorithm was used to estimate the WQP values for the small sub-basins that lacked data. The results showed that the landscape characteristics of the studied sub-basins related to land use and cover significantly influenced the WQPs. The mapped regions showed significant differences among the total dissolved solids, chloride, electric conductivity, pH, salinity, resistivity, dissolved oxygen, and nitrate parameter values. https://eurogeojournal.eu/index.php/egj/article/view/261Water quality parametersLandscape characteristicsRegionalizationSmall ungagged basinsBrazilSpatial Analysis
spellingShingle Danilo Garofalo
Marcos Ferreira
Regionalization of water quality parameters based on the landscape characteristics of small ungauged basins
European Journal of Geography
Water quality parameters
Landscape characteristics
Regionalization
Small ungagged basins
Brazil
Spatial Analysis
title Regionalization of water quality parameters based on the landscape characteristics of small ungauged basins
title_full Regionalization of water quality parameters based on the landscape characteristics of small ungauged basins
title_fullStr Regionalization of water quality parameters based on the landscape characteristics of small ungauged basins
title_full_unstemmed Regionalization of water quality parameters based on the landscape characteristics of small ungauged basins
title_short Regionalization of water quality parameters based on the landscape characteristics of small ungauged basins
title_sort regionalization of water quality parameters based on the landscape characteristics of small ungauged basins
topic Water quality parameters
Landscape characteristics
Regionalization
Small ungagged basins
Brazil
Spatial Analysis
url https://eurogeojournal.eu/index.php/egj/article/view/261
work_keys_str_mv AT danilogarofalo regionalizationofwaterqualityparametersbasedonthelandscapecharacteristicsofsmallungaugedbasins
AT marcosferreira regionalizationofwaterqualityparametersbasedonthelandscapecharacteristicsofsmallungaugedbasins