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The role of spatial representation in the development of a LUR model for Ottawa, Canada

A land use regression (LUR) model for the mapping of NO(2) concentrations in Ottawa, Canada was created based on data from 29 passive air quality samplers from the City of Ottawa’s National Capital Air Quality Mapping Project and two permanent stations. Model sensitivity was assessed against three s...

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Detalles Bibliográficos
Autores principales: Parenteau, Marie-Pierre, Sawada, Michael Charles
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3427478/
https://www.ncbi.nlm.nih.gov/pubmed/22942921
http://dx.doi.org/10.1007/s11869-010-0094-3
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author Parenteau, Marie-Pierre
Sawada, Michael Charles
author_facet Parenteau, Marie-Pierre
Sawada, Michael Charles
author_sort Parenteau, Marie-Pierre
collection PubMed
description A land use regression (LUR) model for the mapping of NO(2) concentrations in Ottawa, Canada was created based on data from 29 passive air quality samplers from the City of Ottawa’s National Capital Air Quality Mapping Project and two permanent stations. Model sensitivity was assessed against three spatial representations of population: population at the dissemination area level, population at the dissemination block level and a dasymetrically derived population representation. A spatial database with land use, roads, population, zoning, greenspaces and elevation was created. Polycategorical zoning data were used in dasymetric mapping to spatially focus population data derived from the dissemination blocks to a sub-block level for comparison purposes. Dasymetric population mapping provided no significant LUR model improvement in explained variance when compared to block level population; however, both the former were significantly better than the dissemination area level population representations. However, where block level population is not available or too costly to acquire, our method using polycategorical zoning data provides a viable alternative in LUR modelling endeavours.
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spelling pubmed-34274782012-08-30 The role of spatial representation in the development of a LUR model for Ottawa, Canada Parenteau, Marie-Pierre Sawada, Michael Charles Air Qual Atmos Health Article A land use regression (LUR) model for the mapping of NO(2) concentrations in Ottawa, Canada was created based on data from 29 passive air quality samplers from the City of Ottawa’s National Capital Air Quality Mapping Project and two permanent stations. Model sensitivity was assessed against three spatial representations of population: population at the dissemination area level, population at the dissemination block level and a dasymetrically derived population representation. A spatial database with land use, roads, population, zoning, greenspaces and elevation was created. Polycategorical zoning data were used in dasymetric mapping to spatially focus population data derived from the dissemination blocks to a sub-block level for comparison purposes. Dasymetric population mapping provided no significant LUR model improvement in explained variance when compared to block level population; however, both the former were significantly better than the dissemination area level population representations. However, where block level population is not available or too costly to acquire, our method using polycategorical zoning data provides a viable alternative in LUR modelling endeavours. Springer Netherlands 2010-10-08 2012 /pmc/articles/PMC3427478/ /pubmed/22942921 http://dx.doi.org/10.1007/s11869-010-0094-3 Text en © The Author(s) 2010 https://creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and source are credited.
spellingShingle Article
Parenteau, Marie-Pierre
Sawada, Michael Charles
The role of spatial representation in the development of a LUR model for Ottawa, Canada
title The role of spatial representation in the development of a LUR model for Ottawa, Canada
title_full The role of spatial representation in the development of a LUR model for Ottawa, Canada
title_fullStr The role of spatial representation in the development of a LUR model for Ottawa, Canada
title_full_unstemmed The role of spatial representation in the development of a LUR model for Ottawa, Canada
title_short The role of spatial representation in the development of a LUR model for Ottawa, Canada
title_sort role of spatial representation in the development of a lur model for ottawa, canada
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3427478/
https://www.ncbi.nlm.nih.gov/pubmed/22942921
http://dx.doi.org/10.1007/s11869-010-0094-3
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