交通运输工程与信息学报
交通運輸工程與信息學報
교통운수공정여신식학보
JOURNAL OF TRANSPORTATION ENGINEERING AND INFORMATION
2013年
2期
5-10
,共6页
道路安全%交通事故多发点%聚类分析%DENCLUE算法
道路安全%交通事故多髮點%聚類分析%DENCLUE算法
도로안전%교통사고다발점%취류분석%DENCLUE산법
Road safety%accident-prone locations%clustering analysis%DENCLUE algorithm
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.
針對目前交通事故多髮點鑒彆常用方法存在的問題,引入瞭DENCLUE聚類算法用于事故多髮點鑒彆.對DENCLUE聚類算法的基本原理,基本定義及計算步驟進行瞭闡述,重點分析瞭該算法用于事故多髮點鑒彆的可行性.實例計算結果錶明:與傳統事故多髮點鑒彆法方法相比,該算法能有效的避免對排查位置進行事先劃分,實現任意長度聚類;同時,在事故數據小樣本的情況下,能充分凸顯道路沿線的危險性,可以有效地應用于事故多髮點鑒彆的研究.
침대목전교통사고다발점감별상용방법존재적문제,인입료DENCLUE취류산법용우사고다발점감별.대DENCLUE취류산법적기본원리,기본정의급계산보취진행료천술,중점분석료해산법용우사고다발점감별적가행성.실례계산결과표명:여전통사고다발점감별법방법상비,해산법능유효적피면대배사위치진행사선화분,실현임의장도취류;동시,재사고수거소양본적정황하,능충분철현도로연선적위험성,가이유효지응용우사고다발점감별적연구.
@@@@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 avoid 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.