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Density-based multi-scale flow mapping and generalization

delete2019-09-01
delete16
PRE
AI
X
Xi Zhu *
D
Diansheng Guo
C
Caglar Koylu
C
Chongcheng Chen
DOI:10.1016/j.compenvurbsys.2019.101359delete
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摘要

摘要

En 中文
Mapping large volume of origin-destination flow data (or spatial interactions) has long been a challenging problem because of the conflict between massive location-to-location connections and the limited map space. Current approaches for flow mapping only work with a small dataset or have to use data aggregation, which not only cause a significant loss of information but may also produce misleading maps. In this paper, we present a density-based flow map generalization approach that can extract flow patterns and facilitate the analysis and visualization of big origin-destination flow data at multiple scales. Unlike existing methods that generalize flow data by spatial unit-based aggregation, our new flow map generalization algorithm is based on flow density distribution. To demonstrate the approach and assess its effectiveness, a case study is carried out to map 829,039 taxi trips within the New York City. With parameter settings, the proposed method can discover inherent and abstract flow patterns at different map scales and generalization levels, which naturally supports interactive and multi-scale flow mapping.
Keyword:
OD flow
Spatial interaction
Flow map
Multi-scale
Cartographic generalization
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期刊

Computers Environment and Urban Systems 封面图
Computers Environment and Urban Systems
IF:
8.3
论文数:
1.6K
被引数:
8.3K

机构

U
university of south carolina columbia
学者数:
9.6K
论文数: 8.5K
被引数: 7
F
fuzhou university
学者数:
3.3W
论文数: 2.1W
被引数: 31
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