"Intelligent Firmament - An Overview on Crop Classification and Recommendation System Using Machine"

Abstract

Abstract: The agriculture industry is essential to maintaining human existence and guaranteeing the availability of food worldwide. As the global population continues to rise, there is an urgent need for novel technology that will improve agricultural efficiency and output. The "Intelligent Firmament" is a cutting-edge system that combines machine learning methods for crop classification with individualized recommendations to transform agriculture. Utilizing proficient machine learning algorithms, the system categorizes crops according to meteorological conditions, soil properties, and satellite photos. The Crop Classification Module is the first part of the Intelligent Firmament. This module extracts useful data about crop varieties, development stages, and general health by analyzing high-resolution satellite photos using deep learning models. To deliver dynamic recommendations, the Intelligent Firmament also makes use of climate models and real-time weather forecasts. The system can adjust and recommend appropriate crops that are in line with expected environmental conditions favorably to machine learning models that have been trained on past weather data to predict future climate trends. By taking a proactive stance, farmers may reduce the hazards brought on by erratic weather patterns and adjust their farming methods as necessary. The Intelligent Firmament, which uses machine learning to classify crops and provide customized recommendations, is a paradigm change in agriculture