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城市干道系统交通事故预测模型研究
引用本文:孟祥海,陈天恩,盛洪飞,姜美利.城市干道系统交通事故预测模型研究[J].交通与计算机,2007,25(4):13-18.
作者姓名:孟祥海  陈天恩  盛洪飞  姜美利
作者单位:哈尔滨工业大学,哈尔滨,150090
摘    要:以哈尔滨市干道路网为研究对象,收集到了该路网上468个路段和163个平面交叉口的道路交通数据,以及1999年至2004年所发生的8510起交通事故数据.分析了事故数据的统计分布特性,应用聚类分析技术确定了路段和交叉口的类别 ,并在此基础上分别建立了事故总体和分事故形态的预测模型.论文探讨了高峰时段的事故次数、事故率与路段v/c之间的定量关系.标定出了24个模型,并形成干道系统事故预测模型库.最后,运用所建立的事故预测模型选取了2010年哈尔滨规划路网的一部分进行实例分析,结果表明了预测模型是有效的.

关 键 词:城市干道系统  统计分布特性  聚类分析  事故预测模型  路段v/c比  urban  arterial  system  statistical  distribution  cluster  analysis  accident  prediction  model  v/c  of  links  城市  系统  交通事故预测模型  研究  System  Urban  Models  Prediction  fact  target  year  case  study  partial  road  network  calibrated  quantitative  relationship  index  used  predict  kind
修稿时间:2007-04-19

Accident Prediction Models for Urban Arterial System
MENG Xianghai,CHEN Tianen,SHENG Hongfei,JIANG Meili.Accident Prediction Models for Urban Arterial System[J].Computer and Communications,2007,25(4):13-18.
Authors:MENG Xianghai  CHEN Tianen  SHENG Hongfei  JIANG Meili
Institution:Harbin Institute of Technology, Harbin 150090, China
Abstract:It relies greatly on the accident prediction models to make effective traffic safety countermeasures. Therefore, by taking Harbin urban arterial network composed of 468 arterial links and 163 at-grade intersections as a case, the broad geometry and traffic flow data of the network were collected, as well as 8 510 accident data occurred on the network during 1999 to 2004. Firstly, the characterist ics of the traffic accident data were analyzed, and the results show that theaccident data follow the Negative Binomial distribution. Secondly, links and inter sections were classified according to the cluster analysis method, and then the accident prediction models that can be used to predict the accident frequencies occurred on each kind of links and intersections were established. Thirdly, the quantitative relationship between the accident index of the links during rushh ours and the v/c of them was discussed. Totally, 24 prediction models were calibrated. Finally, the prediction models were applied to a case study on partial road network of Harbin, which was planned for the target year of 2010. There sults show the fact that the accident prediction models are effective.
Keywords:urban arterial system  statistical distribution  cluster analysis  accident prediction model  v/c of links
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