The invention discloses a
community resident service scheduling method based on grid units, and relates to the technical field of
community services. Comprising the following steps: step 1, acquiring a multi-dimensional associated
data set, preprocessing the multi-dimensional associated
data set, updating the
data set in real time, and outputting an associated grid
database; the multi-dimensional associated data set comprises a resident characteristic data set, a demand data set and an environment data set; and step 2, based on the data in the associated grid
database, realizing accurate pre-judgment of material demands through fusion of an attention mechanism and a LightGBM
algorithm. According to the method, by setting acquisition and preprocessing of the multi-dimensional association data set and an association grid
database construction mechanism, the problems that resident characteristics, requirements and environment data are dispersed and isolated and are difficult to cooperatively call in an existing method are solved, real-
time data updating and multi-dimensional
association mapping are realized, efficient and accurate data calling is ensured, and the method is suitable for large-scale popularization and application. And the problems of demand pre-judgment deviation, service response
lag and the like caused by
data splitting are avoided.