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Long-term wind and solar energy generation forecasts, and optimisation of Power Purchase Agreements

José Joaquín Mesa-Jiménez, A.L. Tzianoumis, Lee Stokes, Qian Yang, Valerie Livina

2022Energy Reports52 citationsDOIOpen Access PDF

Abstract

Due to more affordable solar and wind power, and the European Union regulations for decarbonisation of the economy, more than 40% of the Fortune 500 companies have targets related to green energy. This is one of the main reasons why multi-technology Power-Purchase Agreements (PPAs) are becoming increasingly important. However, there are risks associated with the uncertainty and variable generation patterns in wind speed and solar radiation. Moreover, there are challenges to predict intermittent wind and solar generation for the forecasting horizon required by PPAs, which is usually of several years. We propose a long-term wind and solar energy generation forecasts suitable for PPAs with cost optimisation in energy generation scenarios. We use Markov Chain Monte Carlo simulations with suitable models of wind and solar generation and optimise long-term energy contracts with purchase of renewable energy.

Topics & Concepts

Renewable energyWind powerElectricity generationTerm (time)MeteorologyGrid parityEnvironmental scienceSolar energySolar powerEnvironmental economicsDistributed generationComputer sciencePower (physics)EngineeringEconomicsElectrical engineeringPhysicsQuantum mechanicsEnergy Load and Power ForecastingElectric Power System OptimizationWind Energy Research and Development