Analysis of Spatial-Temporal Characteristics Based on Mobile Phone Data

被引:0
作者
Yin, Hong-liang [1 ]
Zheng, Chang-jiang [2 ]
机构
[1] Jiangsu Prov Dept Commun, Nanjing 210098, Jiangsu, Peoples R China
[2] Hohai Univ, Sch Civil Engn & Transportat, Nanjing 210001, Jiangsu, Peoples R China
来源
GREEN INTELLIGENT TRANSPORTATION SYSTEMS | 2018年 / 419卷
关键词
Spatial-temporal characteristics; Mobile phone data; Urban transportation planning;
D O I
10.1007/978-981-10-3551-7_79
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The most traditional method to collect traffic data is household survey, which is a waste of manpower and material resources. OD matrices estimation using link volumes has been widely studied. But the significant shortcoming is the high cost of detectors. Besides, once installed in the network, the traffic detectors are not easy to be moved. Mobile phones' location data, however, can be acquired over a wider coverage without additional costs. The use of such data provides new spatiotemporal tools for improving urban transportation planning. This paper analyzes the nature and the pre-treatment of data from mobile phone operators in China and highlights the applicability of the data in domain of transportation. It also presents a typology of applications to analyze spatial-temporal characteristics based on mobile phone data.
引用
收藏
页码:989 / 998
页数:10
相关论文
共 11 条
[1]   Tracking survey for individual travel behaviour using mobile communication instruments [J].
Asakura, Y ;
Hato, E .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2004, 12 (3-4) :273-291
[2]   Deriving and validating trip purposes and travel modes for multi-day GPS-based travel surveys: A large-scale application in the Netherlands [J].
Bohte, Wendy ;
Maat, Kees .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2009, 17 (03) :285-297
[3]   Inferring origin-destination trip matrices from aggregate volumes on groups of links: a case study using volumes inferred from mobile phone data [J].
Caceres, Noelia ;
Romero, Luis M. ;
Benitez, Francisco G. .
JOURNAL OF ADVANCED TRANSPORTATION, 2013, 47 (07) :650-666
[4]   Intelligent road traffic status detection system through cellular networks handover information: An exploratory study [J].
Demissie, Merkebe Getachew ;
de Almeida Correia, Goncalo Homem ;
Bento, Carlos .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2013, 32 :76-88
[5]  
Guan Z., 2011, 6 ANN C CHIN INT TRA
[6]  
Huang M., 2010, J CHONGQING JIAOTONG, V29, P162
[7]   Development of origin-destination matrices using mobile phone call data [J].
Iqbal, Md. Shahadat ;
Choudhury, Charisma F. ;
Wang, Pu ;
Gonzalez, Marta C. .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2014, 40 :63-74
[8]  
Ran B., 2013, Urban transport of China, V1, P72, DOI DOI 10.3969/j.issn.1001-4098.2007.01.008
[9]   Data from mobile phone operators: A tool for smarter cities? [J].
Steenbruggen, John ;
Tranos, Emmanouil ;
Nijkamp, Peter .
TELECOMMUNICATIONS POLICY, 2015, 39 (3-4) :335-346
[10]   Discovering urban and country dynamics from mobile phone data with spatial correlation patterns [J].
Trasarti, Roberto ;
Olteanu-Raimond, Ana-Maria ;
Nanni, Mirco ;
Couronne, Thomas ;
Furletti, Barbara ;
Giannotti, Fosca ;
Smoreda, Zbigniew ;
Ziemlicki, Cezary .
TELECOMMUNICATIONS POLICY, 2015, 39 (3-4) :347-362