The invention discloses a
geographic information system and a
data processing method, and the
system comprises a geographic
information fusion layer which carries out the plane geographic information collection, and carries out the three-dimensional space correlation based on an
octree index; the
electromagnetic environment modeling layer is used for simulating a
signal propagation path by relying on an SBR / SPM
ray tracing
algorithm accelerated by
CUDA, dynamically loading
building material electromagnetic parameters by integrating a COST231 material
library, correcting
signal attenuation by accessing meteorological AP I and
traffic flow data in real time, generating a dynamic
signal intensity thermodynamic diagram and a probability
confidence interval contour surface based on Monte Carlo
simulation, and modeling the
building material electromagnetic parameters according to the dynamic
signal intensity thermodynamic diagram and the probability
confidence interval contour surface. Carrying out coverage characterization; the
relay network layer is used for constructing a virtual
relay resource pool based on Kubernetes, training multi-agent
relay control, predicting future traffic through an LSTM (
Long Short Term Memory) model to trigger virtual relay activation, predictive load balancing and
delay optimization; and the optimization engine layer performs concave polygon
decomposition and 3D Boolean operation by using a CGAL
library, constructs a building-relay
hypergraph through a graph neural network, and outputs an optimal relay
point set with stable time and space through the graph neural network.