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Agriculture is a separate industry in the country's economy. In terms of agriculture, India ranks second. Irrigation, fertilization, and crop rotation are the primary concerns in agriculture. Due to technological advancements, farmers are powerless to maximize agricultural yields in today's world. The term "system" is proposed to provide favorable recommendations for farmers who use IoT in Precision Agriculture to increase crop yield. The proposed ACRIS system consists of three modules. The "ARV Recommendation System: Agriculture Factor-based Relevance Vector Analysis Model for Identifying Accurate Farming Recommendations" module is the first module of ACRIS. This model detects agricultural factors and recommends favorable conditions based on the relevant vector analysis. The second module, "AISM System: Advanced Irrigation Planner Based on Soil Moisture Prediction for Farmers in Precision …