Irrigation Advisor
Get smart irrigation recommendations using Decision Tree analysis
Model: Decision Tree | Accuracy: 96.25%Field Conditions
Enter current field and weather conditions
📖 How It Works
Our irrigation advisor uses a Decision Tree with max_depth=5—a transparent AI algorithm that makes irrigation decisions like an experienced farmer by following interpretable logical rules based on soil moisture, weather patterns, and crop growth stage.
💧 Irrigation Decision Factors:
- 💧Soil Moisture: Real-time measurement preventing over/under watering
- 🌧️Rain Forecast: Adjusts schedule based on upcoming precipitation
- 🌡️Temperature: Higher temps increase water demand
- 🌾Crop Stage: Seedling, vegetative, flowering, and maturity have different water needs
✅ Key Benefits:
💰30-40% water savings
🌱Optimal crop growth
⚡Lower energy costs
🛡️Prevents water stress
📊 Model Performance:
Accuracy
96.25%
Excellent
F1 Score
0.96
Reliable
Tree Depth
5
Balanced
✓ Trained on 640 irrigation cycles from Philippine farms
✓ Decision tree depth=5 for interpretable rules
✓ Considers 4 critical factors: moisture, rain, temp, crop stage