Understanding the dynamics of urban areas of interest through volunteered geographic information

被引:34
|
作者
Chen, Meixu [1 ]
Arribas-Bel, Dani [1 ]
Singleton, Alex [1 ]
机构
[1] Univ Liverpool, Dept Geog & Planning, Geog Data Sci Lab, Roxby Bldg,74 Bedford St S, Liverpool L69 7ZT, Merseyside, England
关键词
Urban dynamics; Urban areas of interest; Quantitative analysis; Volunteered geographic information; Social media data; TWITTER; PATTERNS;
D O I
10.1007/s10109-018-0284-3
中图分类号
P9 [自然地理学]; K9 [地理];
学科分类号
0705 ; 070501 ;
摘要
Obtaining insights about the dynamics of urban structure is crucial to the framing of the context within the smart city. This paper focuses on urban areas of interest (UAOI), a concept that provides functional definitions of a city's spatial structure. Traditional sources of social data can rarely capture these aspects at scale while spatial information on the city alone does not capture how the population values different parts of the city and in different ways. Hence, we leverage volunteered geographic information (VGI) to overcome some of the limits of traditional sources in providing urban structural and functional insights. We use a special type of VGImetadata from geotagged Flickr imagesto identify UAOIs and exploit their temporal and spatial attributes. To do this, we propose a methodological strategy that combines hierarchical density-based spatial clustering for applications with noise and the -shape' algorithm to quantify the dynamics of UAOIs in Inner London for a period 2013-2015 and develop an innovative visualisation of UAOI profiles from which UAOI dynamics can be explored. Our results expand and improve upon the previous literature on this topic and provide a useful reference for urban practitioners who might wish to include more timely information when making decisions.
引用
收藏
页码:89 / 109
页数:21
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