A Study on the Difference and Feature of Probe VehiclesData and Fixed Point Data
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A Study on the Difference and Feature of Probe VehiclesData and Fixed Point Data
Vol. 18, Issue 5, Pages: 91-97(2013)
作者机构:
1. 1. 新疆大学 建筑工程学院,新疆,乌鲁木齐,830049
2. 2. 大连理工大学 交通运输学院,辽宁,大连,116024
3. 3. 日本名古屋大学 环境学研究科,名古屋 464 -,8603
作者简介:
基金信息:
DOI:
CLC:U495
Published:2013
稿件说明:
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WANG Li- xiao, LIU Kai, MORIKAWA Takayuki. A Study on the Difference and Feature of Probe VehiclesData and Fixed Point Data[J]. 2013, 18(5): 91-97.
DOI:
WANG Li- xiao, LIU Kai, MORIKAWA Takayuki. A Study on the Difference and Feature of Probe VehiclesData and Fixed Point Data[J]. 2013, 18(5): 91-97.DOI:
A Study on the Difference and Feature of Probe VehiclesData and Fixed Point Data
摘要
摘 要:为了深入探索浮动车和固定检测数据融合无法避免的精确度稳定性问题, 详细地讨论了使用两种数据进行路段行程速度估计的差异特征及其产生机理. 以日本名古屋市浮动车系统和固定检测器( vehicle information communication system, VICS) 估计得到的行程速度数据为研究对象,应用回归模型分析了两种数据源交通信息的一致性及差异性, 进一步分析了两种数据源产生差异的影响因素. 结果表明, 浮动车抽样样本差异 VICS 传输时间滞后 VICS 设置上限值等是导致两数据源的观测结果存在差异的主要原因, 对于不同路段其差异产生的机理也不尽相同; 忽视数据源采集和处理过程中的误差遗传, 而采取单一的数据融合算法将难以提高信息融合的精确度.
Abstract
In order to explore the issue of accuracy variability of fusing probe vehicle data and fixed detectordata,the difference and feature,as well as the mechanisms,of link travel speeds which estimated from both dataare discussed,two kinds of dynamic travel speed data in Nagoya,Japan,that observed from probe vehicles andfixed point observed VICS ( Vehicle Information Communication System) data,are compared and explored. Theconsistency and differences of link travel speed estimated from two data resources are analyzed using regressionmodel. The influence factors are further explored. Results reveal that great differences in traffic information do existbetween two data sources,due to the main reasons such like the sample size of probe vehicle and the uncertainty insampled probe vehicles,the delay transmission of VICS,and the manual setting upper bound travel speeds of VICSsystem. Noted that the error mechanisms for different sections are distinguished with each other,it is easy to under-stand that using a general fusion algorithm cannot always improve fusing accuracy for all road links if ignoring errorspropagation during data collection and processing.