TY - JOUR
T1 - Proactive detection of high collision concentration locations on highways
AU - Chung, Koohong
AU - Jang, Kitae
AU - Madanat, Samer
AU - Washington, Simon
PY - 2011
Y1 - 2011
N2 - In previous research (Chung et al, 2009), the potential of the Continuous Risk Profile (CRP) to proactively detect the systematic deterioration of freeway safety levels was presented. In this paper this potential is investigated further, and an algorithm is proposed for proactively detecting sites where the collision rate is not sufficiently high to be classified as a high collision concentration location but where a systematic deterioration of safety level is observed. The approach proposed compares the weighted CRP across different years and uses the cumulative sum (CUSUM) algorithm to detect the sites where changes in collision rate are observed. The CRPs of the detected sites are then compared for reproducibility. When high reproducibility is observed, a growth factor is used for sequential hypothesis testing to determine if the collision profiles are increasing over time. Findings from applying the proposed method using empirical data are documented in the paper together with a detailed description of the method.
AB - In previous research (Chung et al, 2009), the potential of the Continuous Risk Profile (CRP) to proactively detect the systematic deterioration of freeway safety levels was presented. In this paper this potential is investigated further, and an algorithm is proposed for proactively detecting sites where the collision rate is not sufficiently high to be classified as a high collision concentration location but where a systematic deterioration of safety level is observed. The approach proposed compares the weighted CRP across different years and uses the cumulative sum (CUSUM) algorithm to detect the sites where changes in collision rate are observed. The CRPs of the detected sites are then compared for reproducibility. When high reproducibility is observed, a growth factor is used for sequential hypothesis testing to determine if the collision profiles are increasing over time. Findings from applying the proposed method using empirical data are documented in the paper together with a detailed description of the method.
KW - Continuous risk profile
KW - Hot spot identification
KW - Proactive detection
UR - http://www.scopus.com/inward/record.url?scp=79960084144&partnerID=8YFLogxK
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U2 - 10.1016/j.sbspro.2011.04.536
DO - 10.1016/j.sbspro.2011.04.536
M3 - Conference article
AN - SCOPUS:79960084144
SN - 1877-0428
VL - 17
SP - 634
EP - 645
JO - Procedia - Social and Behavioral Sciences
JF - Procedia - Social and Behavioral Sciences
ER -