Our machine learning models form the core of our product. They constantly ingest, manage, and analyze time-series data from various sources, including weather, grids, ISO, and meters.
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Employing cutting-edge ML methodologies, advanced statistical techniques, and sophisticated mathematical models, we analyze the data for complex relationships between historical and real-time information. Our AI algorithms continuously learn and update with new data, allowing the models to evolve dynamically. As a result, our models adapt to ever-changing market dynamics and can identify patterns in large datasets that previously went unnoticed.
Amperon's "short-term" forecasts consist of 15-day forward-looking predictions for demand, price, and renewable asset generation. Our models run every hour as new data becomes available. See our product pages to learn more about our modeling capabilities and use cases.
Amperon's "long-term" forecasts consist of demand predictions up to 5 years out. Our models run every week as new data becomes available. Amperon uses a combination of our short-term forecast methodologies and simulation techniques to generate hundreds of scenarios for demand.
Amperon integrates market and proprietary inputs based on the scope and nature of customer needs. Typical inputs include:
The Amperon system is fully API enabled, allowing programmatic access to forecasts and automated loading of data. System outputs, usually in CSV files, are designed to be highly flexible for end users to work with. Specific standard output requirements can be accommodated.
Contact us to understand our forecasting solutions or learn more about our forecasting methodology.