Crops require irrigation in order to grow, and irrigation promotes economic growth gradually. The time required for an effective water flow to the crop fields will be determined by the combinations of these parameters. An essential component of the production of agricultural products is irrigation. Moreover, the current sky circumstances are specified by earlier study, which yields results that are 95 percent accurate. The agronomic design, which determines the quantity of water required for each crop, is an additional task. An irrigation system based on fuzzy rules has been devised for the other research. However, the proposed model has an additional feature: A rain sensor. It makes use of to get around the problem of irregular irrigation activation. The other feature that activates the spray on the region when the farmer flips on the fertilizer button is fertilizer control. © 2024 Elsevier B.V., All rights reserved.