The invention belongs to the technical field of holographic
respiration analysis, and discloses a non-contact respiratory
mechanics reverse reconstruction
system based on 4D holographic field
perception. Comprising the following steps: receiving an echo sequence of a
millimeter wave sparse
aperture array to a thoracico-abdominal region, generating a 4D
point cloud sequence of a time-varying form of the thoracico-
abdominal surface according to frames, and constructing a
respiration observation sequence of the thoracico-
abdominal surface; by analyzing the relevance between the geodesic
length change attribute and the curvature
tensor evolution sequence energy change attribute,
respiration driving characteristics are generated; obtaining an observation confidence coefficient according to the time change of the thoracic and abdominal region in the respiration driving characteristics; and inputting the respiration driving characteristics into a reverse reconstruction network containing nonlinear viscoelastic respiration dynamic constraints, and outputting a mechanical parameter set of
airway resistance and
pleural cavity pressure change. According to the method, 4D morphological observation is converted into structured boundary excitation, and the inversion process is weighted and constrained by observation confidence, so that the inspiration driving expression integrity is enhanced, and the stability and credibility of mechanical parameter output are improved.