This invention relates to the field of intelligent
robot control technology, specifically to an embodied intelligent
robot environmental perception and autonomous decision-making
system for logistics sorting. It includes a multimodal
perception module for establishing a coordinate
system and mapping spatial coordinates from various coordinate systems to a
global coordinate system of the sorting area; a target
processing and feature optimization module for using a joint clustering
algorithm including a similarity threshold to cluster multiple spatial coordinates in the
global coordinate system of the sorting area, obtaining a geometric
feature set; further splitting the geometric
feature set into multiple planar coordinate subsets, and then using a linkage
verification method to analyze the contour shape curves corresponding to the planar coordinate subsets, obtaining a target space set including
virtual coordinates; reusing the joint clustering
algorithm to analyze the virtual feature vectors corresponding to the
virtual coordinates in the target space set; and an autonomous decision-making and
motion control module for analyzing the coordinates of the intelligent
robot's grasping points based on the spatial coordinates in the target space set and generating robot sorting control commands.