This invention relates to the field of
urban planning technology, specifically providing a method,
system, equipment, and storage medium for planning the revitalization of existing urban spaces. The method includes: collecting data related to
land use, human activities, and spatial facilities in existing urban spaces, and integrating them to form a spatial
vitality dataset; extracting and fusing
spatial correlation, temporal evolution, and spatial topological correlation strength features through a spatiotemporal collaborative multi-
branch model to obtain a
vitality correlation
feature set and constructing spatial
vitality quantification rules; constructing a vitality
diagnostic model based on the topological correlation logic of existing spaces, and then constructing a vitality correlation rule
library by combining vitality level judgment logic,
data mapping relationships, and strategy matching relationships; inputting various types of data and rules into the vitality
diagnostic model, outputting spatial vitality level, defect type, and cause results, and finally generating an appropriate vitality enhancement planning scheme based on the rule
library; this invention can accurately assess the current vitality status of existing spaces and improve the scientificity and adaptability of existing space vitality planning.