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A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation

Neighborhood relationship plays an important role in spatial analysis, map generalization, co-location data mining and other applications. From the perspective of computation, the formal model of neighborhood representation is a challenging question. This study presents a formal spatial data model f...

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Detalles Bibliográficos
Autores principales: Ai, Tinghua, Yin, Hongmei, Shen, Yilang, Yang, Min, Wang, Lu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6629061/
https://www.ncbi.nlm.nih.gov/pubmed/31306440
http://dx.doi.org/10.1371/journal.pone.0218877
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author Ai, Tinghua
Yin, Hongmei
Shen, Yilang
Yang, Min
Wang, Lu
author_facet Ai, Tinghua
Yin, Hongmei
Shen, Yilang
Yang, Min
Wang, Lu
author_sort Ai, Tinghua
collection PubMed
description Neighborhood relationship plays an important role in spatial analysis, map generalization, co-location data mining and other applications. From the perspective of computation, the formal model of neighborhood representation is a challenging question. This study presents a formal spatial data model for representing the planar spatial field with the support of Delaunay triangulation. Based on the three geometric elements in a triangle of the vertex, edge, and triangle area, the constructed data model describes the spatial objects of a point, line, and region respectively, as well as the neighborhood relationships among them. Three types of operators based on the model are formally defined, expanding, compressing and skeletonizing. For practical applications, three complex operators are extended by continuous and conditional operation. Through the application example of urban building generalization, this study illustrates the analysis of a neighborhood relationship and the detection of spatial conflicts, which is a crucial pre-process during map generalization. With the support of the proposed formal model of neighborhood representation, the generalization method uses the three basic operations of grouping, displacement and aggregation to perform decision making and detailed operation. The generalized result can retain the balance of built-up area better than that of other similar building generalization methods.
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spelling pubmed-66290612019-07-25 A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation Ai, Tinghua Yin, Hongmei Shen, Yilang Yang, Min Wang, Lu PLoS One Research Article Neighborhood relationship plays an important role in spatial analysis, map generalization, co-location data mining and other applications. From the perspective of computation, the formal model of neighborhood representation is a challenging question. This study presents a formal spatial data model for representing the planar spatial field with the support of Delaunay triangulation. Based on the three geometric elements in a triangle of the vertex, edge, and triangle area, the constructed data model describes the spatial objects of a point, line, and region respectively, as well as the neighborhood relationships among them. Three types of operators based on the model are formally defined, expanding, compressing and skeletonizing. For practical applications, three complex operators are extended by continuous and conditional operation. Through the application example of urban building generalization, this study illustrates the analysis of a neighborhood relationship and the detection of spatial conflicts, which is a crucial pre-process during map generalization. With the support of the proposed formal model of neighborhood representation, the generalization method uses the three basic operations of grouping, displacement and aggregation to perform decision making and detailed operation. The generalized result can retain the balance of built-up area better than that of other similar building generalization methods. Public Library of Science 2019-07-15 /pmc/articles/PMC6629061/ /pubmed/31306440 http://dx.doi.org/10.1371/journal.pone.0218877 Text en © 2019 Ai et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ai, Tinghua
Yin, Hongmei
Shen, Yilang
Yang, Min
Wang, Lu
A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation
title A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation
title_full A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation
title_fullStr A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation
title_full_unstemmed A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation
title_short A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation
title_sort formal model of neighborhood representation and applications in urban building aggregation supported by delaunay triangulation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6629061/
https://www.ncbi.nlm.nih.gov/pubmed/31306440
http://dx.doi.org/10.1371/journal.pone.0218877
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