Geographical Area Mapping and Classification Utilizing Multispectral Satellite Imagery Processing Based on Machine Learning Algorithms Classifying Land based on its use for different purposes

Geographically, a city is characterized as a patchwork of intensive land-uses. Land-use is the rational and judicious approach of allocating available land resources for different activities (such as settlements, arable fields, pastures, and managed woods) within a city. It is a way of utilizing the land, including the allocation, planning, and management of its resources. The use of a particular patch of land and its physical character are linked. However, research that establishes this link is lacking despite the proliferation of geospatial data. Linking a city's physical form with its function is the goal of this paper.