[1]陈娇娜,张生瑞,靳引利.高速公路行程时间可靠性的小波密度估计[J].深圳大学学报理工版,2016,33(4):432-440.[doi:10.3724/SP.J.1249.2016.04432]
　Chen Jiaona,Zhang Shengrui,and Jin Yinli.Highway travel time reliability modeling based on wavelet density estimation[J].Journal of Shenzhen University Science and Engineering,2016,33(4):432-440.[doi:10.3724/SP.J.1249.2016.04432]
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《深圳大学学报理工版》[ISSN:1000-2618/CN:44-1401/N]

卷:
第33卷
期数:
2016年第4期
页码:
432-440
栏目:
交通物流
出版日期:
2016-07-12

文章信息/Info

Title:
Highway travel time reliability modeling based on wavelet density estimation
文章编号:
201604013
作者:
陈娇娜1; 张生瑞1; 靳引利2
1） 长安大学公路学院，陕西西安 710064
2) 长安大学电子与控制工程学院，陕西西安 710064
Author(s):
Chen Jiaona1;  Zhang Shengrui1;  and Jin Yinli2
1) School of Highway, Chang’an University, Xi’an 710064, Shaanxi Province, P.R.China
2) School of Electronic and Control Engineering, Chang’an University，Xi’an 710064, Shaanxi Province, P.R.China
关键词:
交通工程; 高速公路; 行程时间可靠性; 概率密度估计; 参数估计; 对数正态分布; 非参数估计; 小波密度估计
Keywords:
traffic engineering;  highway;  travel time reliability;  probability density estimation;  parameter estimation;  log-normal distribution;  non-parametric estimation;  wavelet density estimation
分类号:
U 491.2; TP 391
DOI:
10.3724/SP.J.1249.2016.04432
文献标志码:
A
摘要:
针对传统参数估计方法依赖于事先对总体分布假设的情况，在概率分布簇不确定的前提下，提出一种基于小波密度估计的高速公路行程时间可靠性建模方法.以西安市绕城高速为例，构建了小波密度估计的高速公路行程时间可靠性．实证结果表明，基于小波密度估计的高速公路行程时间分布函数明显优于其他方法.同时探讨了电子不停车收费系统对高速公路行程时间可靠性的影响.
Abstract:
In the situation of an uncertain probability of distribution clusters, the model of highway travel time reliability based on wavelet density estimation is proposed to overcome the shortcomings of traditional parameter methods where accuracy depends on the distribution hypotheses. The results show that wavelet density estimation (WDE) is superior to other methods in highway travel time distribution estimation. Finally, the example verification is carried out on the highway sections in Xi’an of Shaanxi province. The test result shows that the proposed method is effective. In addition, the influence of electronic toll collection (ETC) on highway travel time reliability is discussed.

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备注/Memo

备注/Memo:
Received：2015-12-14；Revised：2016-04-09；Accepted：2016-06-04
Foundation：Science and Technology Project of Shaanxi Province (2012k06137)
Corresponding author：Professor Zhang Shengrui．E-mail: zhangsr@chd.edu.cn
Citation：Chen Jiaona, Zhang Shengrui, Jin Yinli. Highway travel time reliability modeling based on wavelet density estimation［J］. Journal of Shenzhen University Science and Engineering, 2016, 33(4): 432-440.（in Chinese）
基金项目：陕西省科技攻关资助项目（2012k06137）
作者简介：陈娇娜(1989—)，女，长安大学博士研究生．研究方向：数据挖掘 . E-mail：chenjn@chd.edu.cn
引文：陈娇娜，张生瑞，靳引利．基于小波密度估计的高速公路行程时间可靠性建模方法［J］. 深圳大学学报理工版，2016，33(4)：432-440.
更新日期/Last Update: 2016-06-20