Evaluation of traffic data obtained via GPS-enabled mobile phones: The Mobile Century field experiment

手机 全球定位系统 计算机科学 实时计算 蜂窝网络 移动设备 移动电话 软件部署 电话 电信 计算机网络 语言学 操作系统 哲学
作者
Juan Carlos Herrera,Daniel B. Work,Ryan Herring,Xuegang Ban,Quinn Jacobson,Alexandre M. Bayen
出处
期刊:Transportation Research Part C-emerging Technologies [Elsevier BV]
卷期号:18 (4): 568-583 被引量:854
标识
DOI:10.1016/j.trc.2009.10.006
摘要

The growing need of the driving public for accurate traffic information has spurred the deployment of large scale dedicated monitoring infrastructure systems, which mainly consist in the use of inductive loop detectors and video cameras. On-board electronic devices have been proposed as an alternative traffic sensing infrastructure, as they usually provide a cost-effective way to collect traffic data, leveraging existing communication infrastructure such as the cellular phone network. A traffic monitoring system based on GPS-enabled smartphones exploits the extensive coverage provided by the cellular network, the high accuracy in position and velocity measurements provided by GPS devices, and the existing infrastructure of the communication network. This article presents a field experiment nicknamed Mobile Century, which was conceived as a proof of concept of such a system. Mobile Century included 100 vehicles carrying a GPS-enabled Nokia N95 phone driving loops on a 10-mile stretch of I-880 near Union City, California, for 8 h. Data were collected using virtual trip lines, which are geographical markers stored in the handset that probabilistically trigger position and speed updates when the handset crosses them. The proposed prototype system provided sufficient data for traffic monitoring purposes while managing the privacy of participants. The data obtained in the experiment were processed in real-time and successfully broadcast on the internet, demonstrating the feasibility of the proposed system for real-time traffic monitoring. Results suggest that a 2–3% penetration of cell phones in the driver population is enough to provide accurate measurements of the velocity of the traffic flow. Data presented in this article can be downloaded from http://traffic.berkeley.edu.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
wooooo完成签到,获得积分10
1秒前
1秒前
1秒前
王一完成签到,获得积分20
1秒前
2秒前
4秒前
Rui_Rui应助孔旭采纳,获得10
4秒前
桐桐应助冷酷海安采纳,获得10
4秒前
4秒前
6秒前
草莓夏冰雹完成签到,获得积分10
8秒前
洁净大神完成签到,获得积分10
9秒前
holy发布了新的文献求助10
9秒前
王一发布了新的文献求助50
9秒前
蓝天给verbal2005的求助进行了留言
10秒前
10秒前
我是老大应助小虎采纳,获得15
10秒前
JoeC发布了新的文献求助10
10秒前
明年完成签到,获得积分10
11秒前
11秒前
悦耳的怀寒应助柿子吖采纳,获得10
12秒前
12秒前
自由白梦发布了新的文献求助10
14秒前
bkagyin应助Charlene采纳,获得10
14秒前
canvas发布了新的文献求助10
14秒前
崔广超发布了新的文献求助10
15秒前
15秒前
陈婷婷完成签到,获得积分10
15秒前
16秒前
大个应助科研通管家采纳,获得10
16秒前
NexusExplorer应助科研通管家采纳,获得10
16秒前
16秒前
小蘑菇应助科研通管家采纳,获得10
16秒前
16秒前
李爱国应助科研通管家采纳,获得10
17秒前
17秒前
顾矜应助科研通管家采纳,获得10
17秒前
充电宝应助科研通管家采纳,获得10
17秒前
今后应助科研通管家采纳,获得10
17秒前
17秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Cronologia da história de Macau 5000
Merrill's Atlas of Radiographic Positioning and Procedures - 3-Volume Set, 16th Edition 2000
Petrology and Plate Tectonics 800
Matrix Methods in Data Mining and Pattern Recognition 540
Trees of tropical Asia : an illustrated guide to diversity 500
Materials Informatics Molecules, Crystals and Beyond A volume in Acta Materialia Book Series 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7049426
求助须知:如何正确求助?哪些是违规求助? 8714576
关于积分的说明 18451642
捐赠科研通 6566048
什么是DOI,文献DOI怎么找? 3119575
关于科研通互助平台的介绍 2207064
邀请新用户注册赠送积分活动 2095129