Uncertainties Associated with Arithmetic Map Operations in GIS

Detalhes bibliográficos
Autor(a) principal: YAMAMOTO,JORGE K.
Data de Publicação: 2018
Outros Autores: KIKUDA,ANTÔNIO T., RAMPAZZO,GUILHERME J., LEITE,CLAUDIO B.B.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Anais da Academia Brasileira de Ciências (Online)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0001-37652018000502025
Resumo: Abstract Arithmetic map operations are very common procedures used in GIS to combine raster maps resulting in a new and improved raster map. It is essential that this new map be accompanied by an assessment of uncertainty. This paper shows how we can calculate the uncertainty of the resulting map after performing some arithmetic operation. Actually, the propagation of uncertainty depends on a reliable measurement of the local accuracy and local covariance, as well. In this sense, the use of the interpolation variance is proposed because it takes into account both data configuration and data values. Taylor series expansion is used to derive the mean and variance of the function defined by an arithmetic operation. We show exact results for means and variances for arithmetic operations involving addition, subtraction and multiplication and that it is possible to get approximate mean and variance for the quotient of raster maps.
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spelling Uncertainties Associated with Arithmetic Map Operations in GISGISInterpolation varianceMap AlgebraPropagation of UncertaintyTaylor seriesAbstract Arithmetic map operations are very common procedures used in GIS to combine raster maps resulting in a new and improved raster map. It is essential that this new map be accompanied by an assessment of uncertainty. This paper shows how we can calculate the uncertainty of the resulting map after performing some arithmetic operation. Actually, the propagation of uncertainty depends on a reliable measurement of the local accuracy and local covariance, as well. In this sense, the use of the interpolation variance is proposed because it takes into account both data configuration and data values. Taylor series expansion is used to derive the mean and variance of the function defined by an arithmetic operation. We show exact results for means and variances for arithmetic operations involving addition, subtraction and multiplication and that it is possible to get approximate mean and variance for the quotient of raster maps.Academia Brasileira de Ciências2018-08-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0001-37652018000502025Anais da Academia Brasileira de Ciências v.90 n.2 suppl.1 2018reponame:Anais da Academia Brasileira de Ciências (Online)instname:Academia Brasileira de Ciências (ABC)instacron:ABC10.1590/0001-3765201820170589info:eu-repo/semantics/openAccessYAMAMOTO,JORGE K.KIKUDA,ANTÔNIO T.RAMPAZZO,GUILHERME J.LEITE,CLAUDIO B.B.eng2019-11-29T00:00:00Zoai:scielo:S0001-37652018000502025Revistahttp://www.scielo.br/aabchttps://old.scielo.br/oai/scielo-oai.php||aabc@abc.org.br1678-26900001-3765opendoar:2019-11-29T00:00Anais da Academia Brasileira de Ciências (Online) - Academia Brasileira de Ciências (ABC)false
dc.title.none.fl_str_mv Uncertainties Associated with Arithmetic Map Operations in GIS
title Uncertainties Associated with Arithmetic Map Operations in GIS
spellingShingle Uncertainties Associated with Arithmetic Map Operations in GIS
YAMAMOTO,JORGE K.
GIS
Interpolation variance
Map Algebra
Propagation of Uncertainty
Taylor series
title_short Uncertainties Associated with Arithmetic Map Operations in GIS
title_full Uncertainties Associated with Arithmetic Map Operations in GIS
title_fullStr Uncertainties Associated with Arithmetic Map Operations in GIS
title_full_unstemmed Uncertainties Associated with Arithmetic Map Operations in GIS
title_sort Uncertainties Associated with Arithmetic Map Operations in GIS
author YAMAMOTO,JORGE K.
author_facet YAMAMOTO,JORGE K.
KIKUDA,ANTÔNIO T.
RAMPAZZO,GUILHERME J.
LEITE,CLAUDIO B.B.
author_role author
author2 KIKUDA,ANTÔNIO T.
RAMPAZZO,GUILHERME J.
LEITE,CLAUDIO B.B.
author2_role author
author
author
dc.contributor.author.fl_str_mv YAMAMOTO,JORGE K.
KIKUDA,ANTÔNIO T.
RAMPAZZO,GUILHERME J.
LEITE,CLAUDIO B.B.
dc.subject.por.fl_str_mv GIS
Interpolation variance
Map Algebra
Propagation of Uncertainty
Taylor series
topic GIS
Interpolation variance
Map Algebra
Propagation of Uncertainty
Taylor series
description Abstract Arithmetic map operations are very common procedures used in GIS to combine raster maps resulting in a new and improved raster map. It is essential that this new map be accompanied by an assessment of uncertainty. This paper shows how we can calculate the uncertainty of the resulting map after performing some arithmetic operation. Actually, the propagation of uncertainty depends on a reliable measurement of the local accuracy and local covariance, as well. In this sense, the use of the interpolation variance is proposed because it takes into account both data configuration and data values. Taylor series expansion is used to derive the mean and variance of the function defined by an arithmetic operation. We show exact results for means and variances for arithmetic operations involving addition, subtraction and multiplication and that it is possible to get approximate mean and variance for the quotient of raster maps.
publishDate 2018
dc.date.none.fl_str_mv 2018-08-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/0001-3765201820170589
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dc.publisher.none.fl_str_mv Academia Brasileira de Ciências
publisher.none.fl_str_mv Academia Brasileira de Ciências
dc.source.none.fl_str_mv Anais da Academia Brasileira de Ciências v.90 n.2 suppl.1 2018
reponame:Anais da Academia Brasileira de Ciências (Online)
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reponame_str Anais da Academia Brasileira de Ciências (Online)
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repository.name.fl_str_mv Anais da Academia Brasileira de Ciências (Online) - Academia Brasileira de Ciências (ABC)
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