Smart Farm AI/ML Control Center

Crop Recommender

RF Classifier

Nitrogen (N) - mg/kg

Phosphorus (P) - mg/kg

Potassium (K) - mg/kg

Soil pH

6.5

Temperature (°C)

25°C

Humidity (%)

70%

Annual Rainfall (mm)

150 mm

Top Crop Recommendations

Disease Diagnosis

CNN Classifier

Diagnostic Diagnosis Report

Yield Optimization

Crop Type

Season

Area (Hectares)

Rainfall (mm)

Fertilizer (kg)

Yield Estimates

Predicted Yield

-- tonnes/ha

Gross Est. Production

-- tonnes

Fertilizer Suggestion

RF Classifier

Nitrogen (N) - mg/kg

Phosphorus (P) - mg/kg

Potassium (K) - mg/kg

Target Crop Type

Soil Moisture (%)

50%

Temperature (°C)

25°C

Soil pH

6.5

Recommended Application

Soil treatment recommended by ML model.

SQL Database Predictions Log (SQLite smart_farm.db)

Soil Nutrients by Recommended Crop

Statistical boxplot of N, P, K ranges per crop

Disease Distribution across Plants

Frequencies of disease types by plant species

XGBoost Yield Model Fit

Scatter plot of Predicted vs Actual Yield metrics

IoT Telemetry Anomalies Chart

Time-series plot showcasing outlier points (Isolation Forest)

Real-Time Dynamic Analysis Dashboard (Chart.js)

Real-Time IoT Sensor Telemetry

Scrolling line chart updating dynamically as sensors poll

Average Soil Nutrients from Predictions Logs

Average soil parameters (N, P, K) registered in crop_predictions logs