Examining the effect of adverse weather on road transportation using weather and traffic sensors

被引:11
|
作者
Peng, Yichuan [1 ]
Jiang, Yuming [1 ]
Lu, Jian [1 ]
Zou, Yajie [1 ]
机构
[1] Tongji Univ, Minist Educ, Key Lab Rd & Traff Engn, Shanghai, Peoples R China
来源
PLOS ONE | 2018年 / 13卷 / 10期
基金
美国国家科学基金会;
关键词
VISIBILITY RELATED CRASHES; REDUCED VISIBILITY; IMPACT; PREDICTION; EXPERIENCE; BEHAVIORS; SIMULATOR; NETWORK; SAFETY;
D O I
10.1371/journal.pone.0205409
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Adverse weather related to reduced visibility caused by fog and rain can seriously affect the mobility and safety of drivers. It is meaningful to develop effective intelligent transportation system (ITS) strategies to mitigate the negative effects of these different types of adverse weather related to reduced visibility by investigating the effect of rain and fog on traffic parameters. A number of previous researches focused on analyzing the effect of adverse weather related to reduced visibility by using simulated traffic and weather data. There are few researchers that addressed the impact of adverse weather instances using real-time data. Moreover, this paper conducts comprehensive investigation to clearly compare the changes of driving behavior and traffic parameters in adverse weather including fog and rain using real-time traffic and weather data collected by advanced vehicle-based traffic sensors and weather sensors. After some preliminary analysis, the analysis of variance method (ANOVA) was applied to further compare the significance of effects of these two kinds of adverse weather on traffic parameters. The conditional regression models were employed finally to explore the relationship between these two types of adverse weather and traffic parameters. The results would be beneficial to develop effective intelligent traffic control countermeasures under these different types of adverse weather conditions related to reduced visibility.
引用
收藏
页数:14
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