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Effects of landscape characteristics, anthropogenic factors, and seasonality on water quality in Portland, Oregon
Urban areas often struggle with deteriorated water quality because of complex interactions between landscape factors and climatic variables. However, few studies have considered the effects of landscape variables on water quality at a sub-500-m scale. We conducted a spatial statistical analysis of s...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9768779/ https://www.ncbi.nlm.nih.gov/pubmed/36542193 http://dx.doi.org/10.1007/s10661-022-10821-2 |
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author | Gelsey, Katherine Chang, Heejun Ramirez, Daniel |
author_facet | Gelsey, Katherine Chang, Heejun Ramirez, Daniel |
author_sort | Gelsey, Katherine |
collection | PubMed |
description | Urban areas often struggle with deteriorated water quality because of complex interactions between landscape factors and climatic variables. However, few studies have considered the effects of landscape variables on water quality at a sub-500-m scale. We conducted a spatial statistical analysis of six pollutants for 128 water quality stations in four watersheds around Portland, Oregon, using data from 2015 to 2021 for the wet season at two microscales (100 m and 250 m buffers). E. coli was associated with land cover, soil type, topography, and pipe length, while lead variations were best explained by topographic variables. Developed land cover and impervious surface explained variations in nitrate, while orthophosphate was associated with mean elevation. Models for zinc included land cover and topographic variables in addition to pipe length. Spatial regression models better explain variations in water quality than ordinary least squares models, indicating strong spatial autocorrelation for some variables. Our findings provide valuable insights to city planners and researchers seeking to improve water quality in metropolitan areas by manipulating city landscapes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10661-022-10821-2. |
format | Online Article Text |
id | pubmed-9768779 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-97687792022-12-21 Effects of landscape characteristics, anthropogenic factors, and seasonality on water quality in Portland, Oregon Gelsey, Katherine Chang, Heejun Ramirez, Daniel Environ Monit Assess Article Urban areas often struggle with deteriorated water quality because of complex interactions between landscape factors and climatic variables. However, few studies have considered the effects of landscape variables on water quality at a sub-500-m scale. We conducted a spatial statistical analysis of six pollutants for 128 water quality stations in four watersheds around Portland, Oregon, using data from 2015 to 2021 for the wet season at two microscales (100 m and 250 m buffers). E. coli was associated with land cover, soil type, topography, and pipe length, while lead variations were best explained by topographic variables. Developed land cover and impervious surface explained variations in nitrate, while orthophosphate was associated with mean elevation. Models for zinc included land cover and topographic variables in addition to pipe length. Spatial regression models better explain variations in water quality than ordinary least squares models, indicating strong spatial autocorrelation for some variables. Our findings provide valuable insights to city planners and researchers seeking to improve water quality in metropolitan areas by manipulating city landscapes. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10661-022-10821-2. Springer International Publishing 2022-12-21 2023 /pmc/articles/PMC9768779/ /pubmed/36542193 http://dx.doi.org/10.1007/s10661-022-10821-2 Text en © The Author(s), under exclusive licence to Springer Nature Switzerland AG 2022, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Gelsey, Katherine Chang, Heejun Ramirez, Daniel Effects of landscape characteristics, anthropogenic factors, and seasonality on water quality in Portland, Oregon |
title | Effects of landscape characteristics, anthropogenic factors, and seasonality on water quality in Portland, Oregon |
title_full | Effects of landscape characteristics, anthropogenic factors, and seasonality on water quality in Portland, Oregon |
title_fullStr | Effects of landscape characteristics, anthropogenic factors, and seasonality on water quality in Portland, Oregon |
title_full_unstemmed | Effects of landscape characteristics, anthropogenic factors, and seasonality on water quality in Portland, Oregon |
title_short | Effects of landscape characteristics, anthropogenic factors, and seasonality on water quality in Portland, Oregon |
title_sort | effects of landscape characteristics, anthropogenic factors, and seasonality on water quality in portland, oregon |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9768779/ https://www.ncbi.nlm.nih.gov/pubmed/36542193 http://dx.doi.org/10.1007/s10661-022-10821-2 |
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