Traffic accident reduction vehicle regulation and control method based on traffic data and weather data
A technology for traffic accidents and traffic data, which is used in collision avoidance systems and other directions
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[0057] Utilize the real traffic flow and meteorological data on the I-880 road in California, U.S.A. to test the performance of the present invention in real-time prediction of traffic accidents. Collected data includes upstream traffic occupancy average x 1 , the average speed of the downstream vehicle x 2 , the average value of the absolute value of the speed difference between the upstream and downstream vehicles x 3 , Downstream vehicle speed standard deviation x 4 and weather conditions x 5 .
[0058] There are 877 data examples of traffic accident groups and 3508 data examples under normal conditions (that is, without traffic accidents). From the whole sample, 710 data examples of traffic accident group and 2840 data examples under the condition of no traffic accident were randomly selected as the training set to illustrate the process of calibrating the model. The remaining 167 traffic accident group data examples and 668 normal state data examples are used as a te...
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