首页> 外文期刊>Accident Analysis & Prevention >BEHAVIOURAL FACTORS IN ACCIDENTS AT ROAD JUNCTIONS : THE USE OF A GENETIC ALGORITHM TO EXTRACT DESCRIPTIVE RULES FROM POLICE CASE FILES
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BEHAVIOURAL FACTORS IN ACCIDENTS AT ROAD JUNCTIONS : THE USE OF A GENETIC ALGORITHM TO EXTRACT DESCRIPTIVE RULES FROM POLICE CASE FILES

机译:道路交通事故中的行为因素:使用遗传算法从警察案件档案中提取描述性规则

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摘要

In-depth studies of behavioural factors in road accidents using conventional methods are often inconclusive and costly. To explore an alternative approach, 200 cross-flow junction road accidents were sampled from the files of Nottinghamshire Constabulary, England, coded for computer analysis using a specially devised ‘Traffic Related Action Analysis Language', and then examined using a genetic algorithm (or ‘rule- finder' program). For comparison, the same analyses were carried out on 100 descriptions of safe turns, and l00 of hypothetical accident descriptions provided by experienced drivers. A number of findings emerged, distinguishing between accidents turning onto and off major roads, those of younger and older drivers; those that resulted in injury or in damage only, and so on. The study suggests that multiple case-studies based on police case files could be very promising, provided homogeneous samples of accidents are used. Genetic algorithms could play a useful role in preliminary assessment, but an ‘information bottleneck' remains to be overcome in capturing enough detail from each case for analysis.
机译:使用常规方法对道路事故中的行为因素进行深入研究通常是不确定的,而且成本很高。为了探索另一种方法,我们从英格兰诺丁汉郡警察局的档案中抽取了200次错流路口交通事故,并使用专门设计的“交通相关行动分析语言”进行了计算机分析,然后使用遗传算法(或“规则查找程序)。为了进行比较,对100个安全转弯描述和100个由经验丰富的驾驶员提供的假设事故描述进行了相同的分析。出现了许多发现,区分了在主要道路上和在主要道路上行驶的交通事故,无论是年轻驾驶员还是老年驾驶员,都是如此。那些仅导致人身伤害或损坏的东西,等等。该研究表明,如果使用事故的同类样本,那么基于警察案件档案的多个案例研究将很有前途。遗传算法可以在初步评估中发挥有用的作用,但是在从每个案例中获取足够的细节进行分析时,仍需要克服“信息瓶颈”。

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