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Modeling Traffic Accidents Occurrences Based on Land Use and Road Factors Using Geographically Weighted Regression Models

机译:使用地理加权回归模型建模交通事故发生和道路因素

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摘要

Many researches regarding road traffic safety have been trying to identify the factors, which have significant effects on the probability of traffic accidents occurrences, and factors such as climate and road related factors have been proven to have substantial effects on the issue. On the contrary, in Japan, land use factors have not been mentioned by many of the researches because the positional information of traffic accidents was unavailable until recently; and, therefore, their momentous effect on traffic accidents occurrences unrevealed. In this paper, road related factors, such as traffic volume, lengths of various road types and number of intersections have been ana- lysed along with land use factors aggregated based on 1 x 1 km grid mesh of Tokyo to investigate the influence of these factors on traffic accidents occurrences. This stady could shed the light for the future policies for traffic safety aiming at reducing collisions and improving traffic safety.
机译:许多关于道路交通安全的研究一直在努力确定对交通事故发生概率产生重大影响的因素,以及气候和道路相关因素等因素已被证明对该问题具有实质性影响。相反,在日本,许多研究尚未提及土地利用因素,因为交通事故的位置信息才不可用直到最近;因此,他们对交通事故发生的巨大影响令人未有的效果。在本文中,道路相关因素,如交通量,各种道路类型的长度和交叉口的数量都是ANA-裂解的与土地利用因子基于1 x 1 km网格网,以研究这些因素的影响论交通事故发生。这个Stady可以为未来的交通安全政策阐明,旨在减少碰撞和提高交通安全。

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