This invention discloses a multi-source information-based 3D modeling method,
system, equipment, and medium for power operation, relating to the field of 3D modeling and
information fusion technology. It includes acquiring raw
point cloud and 2D image data of the power operation site using synchronously calibrated
LiDAR and cameras, achieving spatiotemporal alignment through preprocessing, extracting
point cloud and image features respectively, inputting them into a
feature fusion model, performing association and deep fusion operations at the deep semantic level using a cross-
modal alignment mechanism, and performing 3D
geometric reconstruction,
mesh model optimization, and
texture mapping based on the generated fusion features to output a 3D model of the power operation site. This invention utilizes a cross-
modal attention mechanism to achieve semantic-level alignment and fusion of geometric and texture features, generating a 3D power
operation model with high geometric accuracy, rich
semantic information, lightweight structure, and high visual realism, providing efficient and high-fidelity 3D digital assets for digital
power grid operation and maintenance.