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🎉 Honored to Share a Major Advancement in Our Research Work! 🎉
After presenting my first paper, “Novel Framework for Weather Prediction Using Genetic Algorithm-Based Model Tuning,” at ICICT-2025, I’m excited to share the next step of our research direction.
I recently presented our second paper titled:
📄 “Evolutionary Computing-Driven Evapotranspiration Modeling for Precision Irrigation Scheduling”
at the 5th International Conference on Ubiquitous Computing and Intelligent Information Systems (ICUIS-2025).
🌱💧 While our first work focused on building an optimized ET prediction model using ANN and Genetic Algorithm, this new paper moves beyond prediction and focuses on turning ET insights into real, actionable irrigation decisions.
In this extended phase of our research, we developed a complete precision irrigation scheduling system by integrating:
🔹 A hybrid synthetic + real-world environmental dataset for improved climate adaptability
🔹 A dynamic irrigation scheduling model that adjusts to soil moisture patterns, crop stages, and seasonal variability
🔹 Evolutionary Computing for optimizing irrigation intervals and water use efficiency
🔹 A predictive and threshold-based irrigation decision engine that responds to changing weather
🔹 Real-time monitoring and actuator-based automation for intelligent irrigation control
🔹 Long-term rainfall–irrigation balance analysis over 175+ days
🔹 Cross-crop efficiency evaluation across varieties like maize, rice, wheat, cotton, barley, soybean, and different irrigation systems
🌾 The goal of this paper is to transition from forecasting ET to enabling smart, data-driven irrigation, helping farmers improve yield, save water, and adapt to climate challenges.
This achievement was made possible thanks to the dedication of my teammates:
✨ Akkina Aateesh
✨ Pandiri Bhaskar Praneeth
✨ Dhiyaaram S
And my sincere gratitude to our mentor G.Jeya Kumar for his continuous support, encouragement, and guidance. 🙏
Looking forward to expanding this work into reinforcement learning–based irrigation control, satellite-integrated ET analysis, and edge deployment for practical, real-time smart farming. 🚀🌍
#PrecisionIrrigation #SustainableFarming #EvolutionaryComputing #IrrigationScheduling #WaterManagement #AgriTech #ICUIS2025 #IEEE #SmartAgriculture #Research #Evapotranspiration #MachineLearning
30 November 2025 à 17h15
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