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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Main Authors: Tinghua Ai, Hongmei Yin, Yilang Shen, Min Yang, Lu Wang
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2019-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0218877
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spelling doaj-e79fc2c50be84351b1ba0d00a21c1c082021-03-03T19:49:18ZengPublic Library of Science (PLoS)PLoS ONE1932-62032019-01-01147e021887710.1371/journal.pone.0218877A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation.Tinghua AiHongmei YinYilang ShenMin YangLu WangNeighborhood 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.https://doi.org/10.1371/journal.pone.0218877
collection DOAJ
language English
format Article
sources DOAJ
author Tinghua Ai
Hongmei Yin
Yilang Shen
Min Yang
Lu Wang
spellingShingle Tinghua Ai
Hongmei Yin
Yilang Shen
Min Yang
Lu Wang
A formal model of neighborhood representation and applications in urban building aggregation supported by Delaunay triangulation.
PLoS ONE
author_facet Tinghua Ai
Hongmei Yin
Yilang Shen
Min Yang
Lu Wang
author_sort Tinghua Ai
title 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_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_sort formal model of neighborhood representation and applications in urban building aggregation supported by delaunay triangulation.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2019-01-01
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.
url https://doi.org/10.1371/journal.pone.0218877
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