The invention discloses a mountainous area icy road
vehicle driving speed early warning method based on
physical information constraint, and relates to the technical field of intelligent traffic and
vehicle safety, and the method comprises the steps: carrying out the multi-
modal data collection and preprocessing, constructing a multi-
modal feature extraction network to extract a high-dimensional vector, constructing a fusion module based on an attention mechanism to output a fusion
feature vector, and carrying out the early warning of the driving speed of a mountainous area icy road. The method has the advantages that data such as environment,
vehicle dynamics and
road surface friction coefficients are collected through the multi-source
sensor fusion technology, a multi-
modal feature extraction and fusion network is constructed, and the real-time classification early warning is realized through the multi-modal
feature extraction and fusion network; the method comprises environment, vehicle dynamic and road friction feature extraction sub-networks, deep extraction of different
modal data features, a fusion network based on an attention mechanism, concerning of association,
coupling and cooperative influence among data, and dynamic weighting of fusion features, so that the purposes of accurately sensing a complex environment, reducing
false alarm and missing alarm and effectively improving early warning accuracy are achieved.