Large-Scale Mobile-Based Analysis for National Travel Demand Modeling

被引:0
|
作者
Nahmias-Biran, Bat-hen [1 ,2 ]
Cohen, Shuki [3 ]
Simon, Vladimir [4 ]
Feldman, Israel [5 ]
机构
[1] Ariel Univ, Dept Civil & Environm Engn, IL-40700 Ariel, Israel
[2] MIT, Dept Civil & Environm Engn, Cambridge, MA 02139 USA
[3] MATAT Transportat Planning Ctr Ltd, IL-58190 Azor, Israel
[4] Minist Transport & Rd Safety, Israel Bank 5, IL-9195021 Jerusalem, Israel
[5] Mobil Insight Ltd, Hatahana 1, IL-4418001 Kefar Sava, Israel
关键词
travel demand; cellular data; mobile phone data; travel surveys; national model; LOCATION DATA; CELL PHONES; BIG DATA; PATTERNS; TRAJECTORIES; FRAMEWORK;
D O I
10.3390/ijgi12090369
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile phones have achieved a high rate of penetration and gained great interest in the field of travel behavior studies. However, mobile phone data exploitation for national travel models has only been sporadically studied thus far. This work focuses on one of the most extensive cellular surveys of its kind carried out thus far in the world, which was performed for two years between 2018 and 2019 with the participation of the two largest cellular providers in Israel, as well as leading GPS companies. The large-scale cell phone survey covered half the population using cellphones aged 8+ in Israel and uncovered local and national trip patterns, revealing the structure of nationwide travel demand. The methodology consists of the following steps: (1) plausibility and quality checks for the data of the mobile operators and the GPS data providers; (2) algorithm development for trip detection, home/work location detection, location and time accuracy, and expansion factors; (3) accuracy test of origin-destination matrices at different resolutions, revisions of algorithms, and reproduction of data; and (4) validation of results by comparison to reliable external data sources. The results are characterized by high accuracy and representativeness of demand and indicate a strong correlation between the cellular survey and other reliable sources.
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页数:21
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