Unlocking the smartphone's sensors for smart city parking

被引:20
|
作者
Krieg, Jean-Gabriel [1 ]
Jakllari, Gentian [1 ]
Toma, Hadrien [2 ]
Beylot, Andre-Luc [1 ]
机构
[1] Univ Toulouse, ENSEEIHT, Dept Telecommun & Networks, Toulouse, France
[2] ENSICAEN, Caen, France
关键词
D O I
10.1016/j.pmcj.2017.12.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Studies have shown that drivers often spend over 20 min cruising for parking in city centers, accounting for as much as 30% of the traffic congestion. In response, cities like San Francisco have deployed systems capable of providing drivers real-time parking availability information. However, such systems rely on specialized infrastructure whose installation and maintenance costs in the tens of millions of dollars, unaffordable for many cities. We present SmartPark, a system for real-time parking information that relaxes the requirement for specialized infrastructure, relying instead on the smartphone's sensors and the ubiquitous Wi-Fi and cellular infrastructure. To accomplish this, SmartPark addresses two major challenges, under the constraint of minimum impact on battery life: transportation mode detection and location matching. To minimize initial deployment cost and risk, SmartPark introduces an analytical approach for estimating parking availability even when only a small fraction of users adopt the application. We evaluate SmartPark using simulations and in the wild. Simulation results show that SmartPark, benefiting from as little as 20% adoption rate, can estimate parking availability with accuracy above 90%. Experimental results with the help of 12 volunteers show that SmartPark detects unparking events 97% of the time while triggering zero false positives. (c) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:78 / 95
页数:18
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