Severity analysis of powered two wheeler traffic accidents in Uttarakhand, India

European Transport Research Review

Original Paper

Sachin Kumar¹  Durga Toshniwal² 

[1] Centre for Transportation Systems (CTRANS), Indian Institute of Technology Roorkee, 247667, Roorkee, Uttarakhand, India;Computer Science & Engineering Department, Indian Institute of Technology Roorkee, 247667, Roorkee, Uttarakhand, India;

关键词: Powered two wheeler (PTW) vehicle;    Road accident;    Classification;    Data mining;    Decision rules;    Traffic safety;   

DOI  :  10.1007/s12544-017-0242-z

 received in 2016-08-19, accepted in 2017-04-21,  发布年份 2017

来源: Springer

【 摘 要 】

ObjectivePowered Two Wheeler (PTW) vehicles are one of the preferred modes of transport used in India. Also, PTWs accidents are comparatively more frequent than other type of accidents on road. The influencing factors of PTW accidents are also differ from factors that affect other accident types. The objective of this study is to analyze newly available PTWs road accident data from Uttarakhand state in India and revealing the factors that affect the severity of these accidents in various districts of Uttarakhand..MethodologyTo analyze the factors that affect the severity of road accidents in Uttarakhand, initially we have compared three popular classification algorithms i.e. decision tree (CART), Naïve Bayes and Support vector machine on PTW accident data set. The decision tree algorithm’s (CART) classification accuracy was found better than other two techniques. Hence we have preferred CART algorithm to extract the factors that affect the severity of PTWVs accidents in whole Uttarakhand state and its 13 districts separately.Experimental ResultsThe analysis of PTWVs accident data using CART for 13 districts of Uttarakhand and the whole state reveals that every districts have different factors associated with PTW accidents severity. There are some districts in Uttarakhand state which have similar PTW accident patterns, whereas few districts are found to have different PTW accident patterns. These results are very useful to understand the pattern of PTW accidents in Uttarakhand state. These results can certainly be helpful to overcome the PTWs accident rate in Uttarakhand state.

【 授权许可】

CC BY   
© The Author(s) 2017