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Call for Papers:Vol.12 Issue.2

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Title: :  Precision Agriculture Using Machine Learning and IOT
PaperId: :  27799
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 6 2025
DUI:    16.0415/IJARIIE-27799
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Ramesh B ESJM Institute of Technology
Shruthi M KSJM Institute of Technology
Shriya ShettySJM Institute of Technology
Varsha Patil G DSJM Institute of Technology
Yashaswini T SSJM Institute of Technology

Abstract

Computer Science and Engineering
NPK Sensor, Precision Agriculture, Crop Prediction, Soil Moisture Sensor, Arduino Mega, DHT11, Flame Sensor, MQ2 Smoke Sensor, pH, Electrical Conductivity, Organic Carbon, Calcium Carbonate, Automatic Irrigation, Streamlit.
Precision Agriculture Based Crop Predicting System is designed to assist farmers in identifying the most suitable crop for cultivation based on real-time soil and environmental conditions. The system integrates multiple sensors including an NPK sensor, soil moisture sensor, DHT11 (for temperature and humidity), flame sensor, and MQ2 smoke sensor all connected to an Arduino Mega microcontroller. The sensor data is displayed on an I2C LCD and transmitted through the serial monitor for further analysis. Additional soil parameters such as pH, Calcium Carbonate (CaCO₃), Electrical Conductivity (EC), and Organic Carbon (OC) are also fed into a machine learning model that predicts the ideal crop for the given soil condition. The system also features an automatic irrigation setup using a relay-controlled motor pump and a Streamlit-based frontend that visualizes live sensor readings and system status. This integrated IoT and AI approach promotes precision agriculture by improving crop selection accuracy, resource efficiency, and farm safety.

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IJARIIE Ramesh B E, Shruthi M K, Shriya Shetty, Varsha Patil G D, and Yashaswini T S. "Precision Agriculture Using Machine Learning and IOT" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 6 2025 Page 1195-1200
MLA Ramesh B E, Shruthi M K, Shriya Shetty, Varsha Patil G D, and Yashaswini T S. "Precision Agriculture Using Machine Learning and IOT." International Journal Of Advance Research And Innovative Ideas In Education 11.6(2025) : 1195-1200.
APA Ramesh B E, Shruthi M K, Shriya Shetty, Varsha Patil G D, & Yashaswini T S. (2025). Precision Agriculture Using Machine Learning and IOT. International Journal Of Advance Research And Innovative Ideas In Education, 11(6), 1195-1200.
Chicago Ramesh B E, Shruthi M K, Shriya Shetty, Varsha Patil G D, and Yashaswini T S. "Precision Agriculture Using Machine Learning and IOT." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 6 (2025) : 1195-1200.
Oxford Ramesh B E, Shruthi M K, Shriya Shetty, Varsha Patil G D, and Yashaswini T S. 'Precision Agriculture Using Machine Learning and IOT', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, 2025, p. 1195-1200. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Precision_Agriculture_Using_Machine_Learning_and_IOT_ijariie27799.pdf (Accessed : ).
Harvard Ramesh B E, Shruthi M K, Shriya Shetty, Varsha Patil G D, and Yashaswini T S. (2025) 'Precision Agriculture Using Machine Learning and IOT', International Journal Of Advance Research And Innovative Ideas In Education, 11(6), pp. 1195-1200IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Precision_Agriculture_Using_Machine_Learning_and_IOT_ijariie27799.pdf (Accessed : )
IEEE Ramesh B E, Shruthi M K, Shriya Shetty, Varsha Patil G D, and Yashaswini T S, "Precision Agriculture Using Machine Learning and IOT," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, pp. 1195-1200, Nov-Dec 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Precision_Agriculture_Using_Machine_Learning_and_IOT_ijariie27799.pdf [Accessed : ].
Turabian Ramesh B E, Shruthi M K, Shriya Shetty, Varsha Patil G D, and Yashaswini T S. "Precision Agriculture Using Machine Learning and IOT." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 6 ().
Vancouver Ramesh B E, Shruthi M K, Shriya Shetty, Varsha Patil G D, and Yashaswini T S. Precision Agriculture Using Machine Learning and IOT. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(6) : 1195-1200. Available from: https://ijariie.com/AdminUploadPdf/Precision_Agriculture_Using_Machine_Learning_and_IOT_ijariie27799.pdf
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