Vehicle regulation and control method based on dangerous traffic flow characteristics under sunny condition
A vehicle control and traffic flow technology, applied in the direction of collision avoidance system, etc., can solve the problem of different characteristics of high-risk traffic flow states, achieve the effect of reducing the risk of traffic accidents, simple detection process, and ensuring traffic safety
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[0053] Utilize the real traffic flow and accident data on the I-880 road in California, U.S.A. to test the performance of the present invention in the real-time prediction of traffic accidents under sunny conditions. Collected data includes upstream traffic occupancy average x 1 , Downstream vehicle speed standard deviation x 2 and the absolute value x of the speed difference between the upstream and downstream vehicles 3 .
[0054] There are 729 traffic data samples of the accident group and 7290 traffic data samples of the normal group (that is, traffic data collected without traffic accidents). Randomly select 510 accident group traffic data samples and 5100 normal group traffic data samples from the whole sample as the training set. The remaining 219 accident group traffic data samples and 2190 normal group traffic data samples are used as a detection set to test the prediction accuracy of the present invention.
[0055] Combined with the training set, the calibrated r...
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