Population increase brings a lot of opportunities, however these opportunities also comes with challenges; among others increase in informal settlements and crime. This research is conducted as a result from the high increase of the population in the city of Windhoek. It will illustrate, model and map the patterns of population increase in the Otjomuise Township, based on population data obtained from remote sensing data taken from satellite and airplane platforms of different time intervals.