Empowering AI Solutions. Driving ROI. Elevating Success.
EXAMPLE AI USE CASES FOR ENERGY & UTILITIES LEADERS
Predictive Maintenance
Energy Load Forecasting
Energy Load Forecasting
Description: Predict equipment failures and optimize maintenance schedules.
Typical ROI: 30% reduction in maintenance costs .
Best AI Model: Recurrent Neural Networks (RNN)
Data Types: Sensor data, maintenance logs, operational data, weather data.
Energy Load Forecasting
Energy Load Forecasting
Energy Load Forecasting
Description: Predict energy demand for better grid management.
Typical ROI: 20% reduction in energy wastage .
Best AI Model: Time Series Analysis
Data Types: Historical load data, weather forecasts, market prices, consumer usage patterns.
Smart Grid Management
Energy Load Forecasting
Renewable Energy Integration
Description: Optimise energy distribution and minimize outages.
Typical ROI: 15% improvement in grid efficiency .
Best AI Model: Reinforcement Learning
Data Types: Grid data, consumption data, sensor data, weather data.
Renewable Energy Integration
Renewable Energy Integration
Renewable Energy Integration
Description: Manage and optimise the integration of renewable energy sources.
Typical ROI: 25% increase in renewable energy utilisation .
Best AI Model: Deep Learning
Data Types: Solar/wind data, grid data, weather data, energy prices.
Demand Response Optimisation
Renewable Energy Integration
Demand Response Optimisation
Description: Adjust consumer energy usage during peak demand times.
Typical ROI: 10% savings on energy costs .
Best AI Model: Bayesian Networks
Data Types: Consumer usage data, price signals, weather data, grid data.
Energy Trading Optimisation
Renewable Energy Integration
Demand Response Optimisation
Description: Optimise energy trading decisions with AI.
Typical ROI: 30% increase in trading margins .
Best AI Model: Support Vector Machines
Data Types: Market data, historical prices, weather data, demand forecasts.