The invention discloses an
aromatherapy intelligent margin calculation method based on vehicle body data dynamic
perception. The method comprises the following steps: S1, generating an initial
data set; s2, inputting the initial
data set into a multi-channel variational
encoder, and outputting hierarchical feature representation; s3, inputting the hierarchical feature representation into a spatio-
temporal context sensing module to generate spatio-temporal feature representation; s4, inputting the spatial-temporal feature representation into a heterogeneous
feature mapping layer to generate a unified data representation; s5, inputting the unified data representation into a
dynamic prediction regulation and control module, and generating an optimized feature representation; s6, inputting the optimized feature representation into an
aromatherapy residual amount prediction model, and performing residual amount prediction by using a
Gaussian mixture process; s7, inputting an
aromatherapy residue prediction result into a feedback
integrator, and carrying out self-
supervised learning; and S8, integrating to a vehicle-mounted
system, displaying an aromatherapy allowance state and sending a personalized notice. According to the method, accurate prediction and calculation of the vehicle-mounted aromatherapy allowance are realized by utilizing multi-channel variational coding, spatio-
temporal context perception, a
Gaussian process and the like.