The invention discloses a vehicle
active safety pre-detection method based on travel risk prediction, and relates to the technical field of vehicle
active safety control, and the method comprises the steps: obtaining a historical travel
data set of a vehicle, carrying out the division of road segments based on a road
network topology, carrying out the risk
feature extraction of the divided road segments, and constructing a road segment-risk
feature mapping library; historical risk features of the road section are extracted from the mapping
library, and the static features and the dynamic features of the road section are fused through a double-flow LSTM-attention mechanism model to obtain a road section
risk probability; dividing the risk levels of the road sections according to the
risk probability of the road sections, mapping the risk levels to an HSV
color space, and transmitting the risk levels to a pre-check layer of the vehicle-mounted HUD; and calculating the triggering distance of the vehicle entering the predetermined road section, extracting
risk level information from the pre-detection layer after the vehicle enters the triggering area, and triggering and loading the
active safety pre-detection of the vehicle. According to the invention, the prediction capability and intervention capability of the vehicle on potential risks are improved, and the self-adaptability and intelligent level of a vehicle active safety
system are enhanced.