I'll create a comprehensive Smart Load Shifting System for rural power optimization that combines AI algorithms with IoT relay control. This system will help optimize power distribution in rural areas where grid reliability is often a challenge.
I've created a comprehensive Smart Load Shifting System for rural power optimization that combines AI algorithms with modular IoT relay control. Here are the key features:
Core Features
Real-time Monitoring Dashboard
- Live power consumption vs generation tracking
- Battery level monitoring with visual indicators
- Grid connectivity status
- System performance metrics
AI-Powered Optimization Engine 1
- Uses the AI SDK for intelligent load shifting recommendations
- Analyzes power patterns and predicts optimal switching times
- Provides real-time insights and actionable recommendations
- Continuous learning from system performance
IoT Relay Control System
- Individual relay monitoring and control
- Auto-shift capability for each relay
- Priority-based load management (high/medium/low)
- Real-time load tracking per relay
Smart Recommendations
- Context-aware suggestions based on current conditions
- Emergency protocols for grid outages
- Battery optimization strategies
- Load balancing recommendations
️ Rural-Specific Optimizations
- Grid Independence: Operates effectively during grid outages
- Battery Management: Intelligent charging/discharging cycles
- Priority Loads: Ensures critical infrastructure (water pumps, community centers) stays powered
- Weather Integration: Accounts for renewable energy variability
- Community Needs: Balances residential, agricultural, and public facility power needs
AI Integration
The system uses the AI SDK 1 to:
- Generate optimization recommendations based on real-time data
- Predict power demand patterns
- Suggest load shifting opportunities
- Provide emergency response protocols
Analytics & Insights
- Historical performance tracking
- Energy savings calculations
- Cost reduction analysis
- System health monitoring
- Relay performance metrics
The system is designed to be resilient, efficient, and specifically tailored for rural power challenges where grid reliability is often inconsistent and renewable energy sources need intelligent management.
Sources
I'll update the Smart Load Shifting System to display all costs in Indian Rupees (₹) with appropriate pricing for rural Indian power scenarios.
I've updated the Smart Load Shifting System to display all costs in Indian Rupees (₹) with realistic rural Indian power tariff rates:
Updated Cost Structure
Indian Rural Power Tariff Rates:
- Peak Hours (6 PM - 10 PM): ₹8.50/kWh
- Normal Hours (6 AM - 6 PM): ₹6.80/kWh
- Off-Peak Hours (11 PM - 6 AM): ₹4.20/kWh
- Solar Generation Credit: ₹2.50/kWh
Key Updates Made
- Dashboard Analytics: Now shows cost reduction in rupees (₹847.50 daily savings)
- Load Shifting Recommendations: Include specific rupee savings for each recommendation
- AI Optimization Panel: Displays cost savings in rupees per optimization action
New Cost Analysis Panel: Comprehensive cost breakdown with:
- Real-time hourly costs
- Daily/monthly projections
- Battery value in rupees
- Time-of-use tariff visualization
- Savings opportunities with specific amounts
Cost Analysis Features
- Monthly cost breakdown by facility type (₹8,500 for residential, ₹6,200 for community center, etc.)
- Load shifting potential showing ₹100+ hourly savings
- Battery optimization worth ₹2,000+ daily through smart charging
- Peak hour avoidance strategies saving ₹200+ per hour
The system now provides actionable cost insights specific to Indian rural power scenarios, helping communities save thousands of rupees monthly through intelligent load management.