Title :
Incident duration model on urban freeways using Ordered Probit Model
Author :
Li, Ruimin ; Zhao, Xiaoqiang ; Yu, Xinxin ; Zhu, Jianan ; Li, Junwei ; Cheng, Nan
Author_Institution :
Inst. of Transp., Tsinghua Univ., Beijing, China
Abstract :
Effective traffic incident management requires a full understanding of the various corresponding properties to accurately estimate incident durations and to benefit decision makings of reducing the impact of non-recurring incident relevant congestions. This paper incorporates discrete choice theory in incident duration prediction. Ordered Probit Model is employed to forecast the incident duration. All 62941 incident records from Beijing Transportation Management Bureau are used for model establishment and other 8000 records for validation. The correct estimation ratio of the model is 69.11%, which shows the reliability of the model is rather satisfactory.
Keywords :
decision making; traffic engineering computing; decision making; discrete choice theory; incident duration model; incident duration prediction; ordered probit model; traffic incident management; urban freeways; Accidents; Computational modeling; Estimation; Predictive models; Roads; Traffic control;
Conference_Titel :
Intelligent Control and Information Processing (ICICIP), 2010 International Conference on
Conference_Location :
Dalian
Print_ISBN :
978-1-4244-7047-1
DOI :
10.1109/ICICIP.2010.5564235