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Large-scale taxi O/D visual analytics for understanding metropolitan human movement patterns.

Authors :
Jiang, Xiaorui
Zheng, Chunyi
Tian, Ya
Liang, Ronghua
Source :
Journal of Visualization; May2015, Vol. 18 Issue 2, p185-200, 16p
Publication Year :
2015

Abstract

It is very useful to understand metropolitan human movement patterns for better city planning and traffic management. As the most accessible and wide-coverage data source for probing the laws behind city pulse and human movement, taxi O/D data have been receiving more and more attention from road traffic administration offices. In this paper, we design a visual analysis system for big taxis O/D data for assisting understanding the spatio-temporal patterns of human mobility. The system first helps users determine the regions of interest for further investigation by the global heat map view of O/D distributions; visually encodes the spatio-temporal patterns of the O/D data of the to-be-analyzed regions chosen by lasso or rectangle region selection tools; and provides a multi-dimensidoneonal analysis of the latent spatio-temporal patterns of taxis O/D data through interactions between multiple coordinated views of visualizations including circular pixel graph, spatio-temporal stacked graph and nested pixel bar. The proposed system of taxis O/D data visual analysis gets interesting findings about the metropolitan residents' movement behavior when applied to large-scale real taxis GPS data in Hangzhou and receives good user feedbacks. Graphical abstract: [Figure not available: see fulltext.] [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13438875
Volume :
18
Issue :
2
Database :
Complementary Index
Journal :
Journal of Visualization
Publication Type :
Academic Journal
Accession number :
102273918
Full Text :
https://doi.org/10.1007/s12650-015-0278-x