A Cell Probe-Based Method for Vehicle Speed Estimation

被引:67
作者
Chen, Chi-Hua [1 ]
机构
[1] Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
intelligent transportation systems; cellular floating vehicle data; cellular networks; vehicle speed estimation; regression;
D O I
10.1587/transfun.2019TSL0001
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Information and communication technologies have improved the quality of intelligent transportation systems (ITS). By estimating from cellular floating vehicle data (CFVD) is more cost-effective, and easier to acquire than traditional ways. This study proposes a cell probe (CP)-based method to analyse the cellular network signals (e.g., call arrival, handoff, and location update), and regression models are trained for vehicle speed estimation. In experiments, this study compares the practical traffic information of vehicle detector (VD) with the estimated traffic information by the proposed methods. The experiment results show that the accuracy of vehicle speed estimation by CP-based method is 97.63%. Therefore, the CP-based method can be used to estimate vehicle speed from CFVD for ITS.
引用
收藏
页码:265 / 267
页数:3
相关论文
共 5 条
[1]   Traffic speed estimation based on normal location updates and call arrivals from cellular networks [J].
Chen, Chi-Hua ;
Chang, Hsu-Chia ;
Su, Chun-Yun ;
Lo, Chi-Chun ;
Lin, Hui-Fei .
SIMULATION MODELLING PRACTICE AND THEORY, 2013, 35 :26-33
[2]   F-18 Labeled Vasoactive Intestinal Peptide Analogue in the PET Imaging of Colon Carcinoma in Nude Mice [J].
Cheng, Dengfeng ;
Liu, Yuxia ;
Shen, Hua ;
Pang, Lifang ;
Yin, Duanzhi ;
Wang, Yongxian ;
Li, Shanqun ;
Shi, Hongcheng .
BIOMED RESEARCH INTERNATIONAL, 2013, 2013
[3]   The Cellular Network as a Sensor: From Mobile Phone Data to Real-Time Road Traffic Monitoring [J].
Janecek, Andreas ;
Valerio, Danilo ;
Hummel, Karin Anna ;
Ricciato, Fabio ;
Hlavacs, Helmut .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2015, 16 (05) :2551-2572
[4]   Deriving the Vehicle Speeds from a Mobile Telecommunications Network [J].
Liou, Ren-Huang ;
Lin, Yi-Bing ;
Chang, Yu-Long ;
Hung, Hui-Nien ;
Peng, Nan-Fu ;
Chang, Ming-Feng .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2013, 14 (03) :1208-1217
[5]  
Seber G. A. F., 2003, Linear Regression Analysis, V2nd, DOI 10:9780471722199