The aim is to use a drone equipped with a camera and gas sensor to predict the optimal time for pineapple harvesting. By analyzing fruit characteristics and ethylene concentration, the model will provide timely guidance on when to harvest for optimal quality. Additionally, the project aims to streamline agricultural practices by leveraging drone technology for efficient crop monitoring and management.