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基于DENCLUE聚类算法的交通事故多发点鉴别方法
引用本文:王鸿遥,孙璐,游克思.基于DENCLUE聚类算法的交通事故多发点鉴别方法[J].交通运输工程与信息学报,2013(2):5-10.
作者姓名:王鸿遥  孙璐  游克思
作者单位:1. 烟台公路局,山东,烟台 264000
2. 东南大学交通学院,南京 210096
3. 美国华盛顿Catholic大学,土木工程系,美国,华盛顿 20064
摘    要:针对目前交通事故多发点鉴别常用方法存在的问题,引入了DENCLUE聚类算法用于事故多发点鉴别。对DENCLUE聚类算法的基本原理,基本定义及计算步骤进行了阐述,重点分析了该算法用于事故多发点鉴别的可行性。实例计算结果表明:与传统事故多发点鉴别法方法相比,该算法能有效的避免对排查位置进行事先划分,实现任意长度聚类;同时,在事故数据小样本的情况下,能充分凸显道路沿线的危险性,可以有效地应用于事故多发点鉴别的研究。

关 键 词:道路安全  交通事故多发点  聚类分析  DENCLUE算法

Accident-prone Location Identification Method Based on DENCLUE Clustering Algorithm
WANG Hong-yao,SUN LU,YOU Ke-si.Accident-prone Location Identification Method Based on DENCLUE Clustering Algorithm[J].Journal of Transportation Engineering and Information,2013(2):5-10.
Authors:WANG Hong-yao  SUN LU  YOU Ke-si
Institution:1. Yantai Highway Bureau, Yantai 264000, Shangdong, China 2. School of Transportation, Southeast University, Nanjing 210096, China 3. Department of Civil Engineering, Catholic University of America, Washington D.C. 20064, USA
Abstract:Due to the existing problems associated with current accident-prone location identification methods, DENCLUE clustering algorithm was introduced to fulfill a more effective and efficient identification purpose. This paper explicated the DENCLUE algorithm about its basic rationale, primary definition, calculation process, with specially emphasizing the application to field challenges. A demonstration example in the field context was calculated with the proposed algorithm. It suggests that the algorithm can effectively aw)id a pre-division of the identified locations and realize a cluster generation with random shape, comparing with those traditional methods. Furthermore, it possesses a merit to fully reflect the road risk even with small incident sample size, and thus can be applied to the research on accident-prone location identification issue.
Keywords:Road safety  accident-prone locations  clustering analysis  DENCLUE algorithm
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