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Civil and Environmental Engineering

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2004

Bayesian-Parzen Classifier Topic Area: C2 Safety Analysis and Policy

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Full-Text Articles in Engineering

Predicting Traffic Crashes Using Real-Time Traffic Speed Patterns, Mohamed Abdel-Aty, Anurag Pande Jul 2004

Predicting Traffic Crashes Using Real-Time Traffic Speed Patterns, Mohamed Abdel-Aty, Anurag Pande

Civil and Environmental Engineering

Despite of the recent advances in traffic surveillance technology and ever-growing concern over traffic safety, there have been very few research efforts establishing Jinks between the real-time traffic flow parameters and crash occurrence. This study aims at the identification of the patterns in the freeway loop detector data, which potentially precede traffic crashes. This would have impOltant implications for Advanced Traffic Management Centers (ATMC). ATMCs could then be able to predict the potential for crashes on freeways and take action to reduce this hazard by warning drivers or introducing variable speed limits. Solution approach to this research problem essentially involves …