Today, the atmosphere of the globe and its pollution have attracted the attention of many industrial directors and officials from the governments of the world. In general, contaminated air is a phenomenon that results in the mixing or mixing of air and particulates or particles over a given period of time and in the event of continuity, a disease or disorder for humans, animals and plants, and significantly impairs human life. In order to assess the potential impacts of air pollution in oilfields, it is essential to know the sources of pollution production, the types of pollutants and how they are released in the air. In this regard, one of the tools that can be very helpful today is the use of high resolution satellite imagery. Remote sensing analysis is one of the most important ways to manage environmental issues, providing users with unparalleled, cost-effective information. Undoubtedly, the supervised classification also plays a key role in this regard. Remote sensing image classification is a process in which different values of satellite imagery are assigned to homogeneous classes and are converted into usable maps. The purpose of this project is to monitor the air pollution of the Masjed Soleyman city during the summer and winter seasons. In this project, concentrations of pollutants such as suspended solids, carbon monoxide, sulfur dioxide, nitrogen dioxide, ozone, hydrogen sulfide and hydrocarbons in designated areas and stations using appropriate sampling method Was measured. Sampling in summer and winter was carried out in 33 and 31 districts of Masjed Soleyman city (190 and 203 points), respectively. In the following, 5 new approaches to remote sensing were used to categorize the worldview3 satellite image. The best method was to use land use in Masjed Soleyman city. Finally, concentrations of pollutants were obtained in each user, as well as in city segments. In general, the highest concentrations of carbon monoxide in the summer and winter season are respectively in the four-area region and in the districts of Kherson and central clubs, respectively, and the lowest is in the area of the Saturdays and the areas of score 40 and 8 respectively. In relation to sulfur dioxide, the highest concentration in the summer season is related to the Saturdays and Azad universities, and in the winter season, it is related to the districts of Kherson and the central club. The highest concentrations of nitrogen dioxide in the summer and winter season are respectively in the central and valley districts of Kherson. In relation to ozone, its highest concentration in the summer and winter season was related to Rayleigh and Kherson valleys, respectively. The other contaminated pollutant was hydrogen sulfide, the highest concentration of pollutants observed in the summer in the back of the tower, Maljouni and Sheikh Mandni and the Tembi market, and in winter in the national gardens and the back of the tower. The results showed that the highest concentration of PM10, PM7, PM4, PM2.5, TSP and PM1 in the summer and winter season respectively were related to the terminal area and the areas of Kherson valley and central club.