The application provides a 3DGS scene modeling and map management method and equipment for autonomous navigation, a unified
voxel corner point space index benchmark is established, discrete
perception anchor points are generated based on multi-
modal sensor data, the generation and update of three-dimensional
Gaussian continuous representation are driven, and the decoupling of rendering attributes and geometric structure is realized; the
perception anchor points are mapped to generate corner point navigation units by using the unified index, and through the whole life cycle management and
access control mechanism, only mature and stable navigation units are retained to participate in the
pose constraint and map output, and
dynamic noise is effectively eliminated; when the map is expanded, the continuity of the navigation constraint is maintained through the structure inheritance and gradual switching strategy across the sub-maps. The application converts the unstructured
Gaussian radiation field into a structured navigation map which can be directly used for path planning, solves the problems that the existing 3DGS map is difficult to directly navigate and unstable in a dynamic environment, and effectively improves the precision and robustness of the autonomous navigation of mobile robots in a large-scale scene.