🌍 DEMO EARTH PREDICTION INTELLIGENCE

🤖 Advanced AI Platform for Climate, Agriculture & Drought Forecasting

Powered by Machine Learning & Genetic Algorithms

🔮 Start Prediction 📊 View Analysis

🚀 AI-Powered Features

🌱

Crop Cultivation Prediction

Leverage advanced machine learning algorithms to predict optimal growing conditions for various crops. Optimize your agricultural output with AI-powered insights based on climate data, soil analysis, and water resources.

  • 🌡️ Precise weather condition analysis
  • 🌱 Soil type and water resource evaluation
  • 📈 Crop yield prediction modeling
  • 🎯 Success probability calculations
  • 📊 Real-time environmental monitoring
🌾 Predict Crops
💧

Smart Water Allocation

Revolutionary water distribution system powered by genetic algorithms for optimal resource allocation across urban, agricultural, and industrial sectors with maximum efficiency and minimal waste.

  • 🧬 Advanced genetic algorithm optimization
  • 🏙️ Multi-sector intelligent distribution
  • 🌤️ Climate-aware resource planning
  • ⚡ Water consumption optimization
  • 🔄 Real-time allocation adjustments
💧 Allocate Water
🏜️

Drought Detection System

Early warning drought detection system with 93% accuracy using Random Forest and XGBoost models. Protect agricultural resources with predictive analytics and comprehensive risk assessment.

  • 🎯 93% prediction accuracy
  • ⚠️ Early warning alert system
  • 🌡️ Multi-parameter climate analysis
  • 🗺️ Regional risk assessment
  • 📈 Historical data pattern recognition
🏜️ Detect Drought

🤖 AI MODELS PERFORMANCE

🥇 Random Forest

93%

Climate Drought Detection MVP

Accuracy: 93%
Precision: 92%
Recall: 90%
F1 Score: 91%
93%

🥈 XGBoost

92%

Crop-based Drought Detection

Accuracy: 92%
Precision: 90%
Recall: 89%
F1 Score: 90%
92%

🥉 LightGBM

90%

High-Speed Processing

Accuracy: 90%
Speed: Fast
Memory: Low
Scalability: High
90%

🔹 CatBoost

89%

Robust Performance

Accuracy: 89%
Robustness: Excellent
Overfitting: Resistant
Categorical: Native
89%

📊 SYSTEM PERFORMANCE

93%

Drought Detection Accuracy

Industry-leading accuracy in drought prediction using ensemble machine learning models

8

Machine Learning Models

Multiple AI models including Random Forest, XGBoost, LightGBM, and Neural Networks

15+

Analysis Parameters

Comprehensive analysis using temperature, rainfall, humidity, soil moisture, and more

100%

Resource Optimization

Genetic algorithm ensures maximum efficiency in water resource allocation

24/7

Real-time Monitoring

Continuous monitoring and analysis of environmental conditions

∞

Scalability Potential

Cloud-ready architecture supporting unlimited data processing capacity