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Forecasting and predictive maintenance in energy

Time series and machine learning to anticipate demand, production and asset failures.

Client
Energy, mining and industrial companies
Industry
Energy and resources
Lines
Agents and models
Status
In production

Forecasting

The Quai team has developed forecasting models such as:

  • Electricity demand in Spain with a 39-hour horizon.
  • Production from 130 wind farms.
  • Bus demand and occupancy.
  • Wholesale fruit prices.

Predictive maintenance

Early detection of asset failures from sensor and operational data: extraction pumps in mining, wind turbines, synchronous generators (with an IEEE publication) and navigability for offshore maintenance.

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