Automated Irrigation System using IOT & Ensemble Learning by fetching Real-time Data via Cloud
- Tech Stack: Python, IOT (NodeMCU, DTH11, etc.), Machine Learning Algorithms (Decision Tree, Random Forest, Naive Bayes, K-Nearest Neighbours), ThingSpeak Cloud
I have made a Smart irrigation system that will Automate the Irrigation Process based on the Realtime situation.
Various Sensors will be used to check moisture of soil, temperature, Humidity, etc. Data received by sensor will be sent to cloud for Decision Making.
If the moisture level of the soil is less than the threshold, Before turning On the Motor or Water Pump, The Rainfall is Predicted by extracting the Real-time Data that is being stored in Cloud using the technique of Ensemble Learning in order to obtain an Optimal Result.