Solar energy production: Short-term forecasting and risk management
Electricity production via solar energy is tackled via short-term forecasts and risk management. Our main tool is a new setting on time series. It allows the definition of "confidence bands" where the Gaussian assumption, which is not satisfied by our concrete data, may be abandoned. Those bands are quite convenient and easily implementable. Numerous computer simulations are presented.
Code (0)
등록된 구현이 없습니다.
Tasks
ManagementTime SeriesTime Series AnalysisSimilar Papers 제목 키워드 기반
Ultra-short-term solar power forecasting by deep learning and data reconstruction
The integration of solar power has been increasing as the green energy transition rolls out. The penetration of solar power challenges the grid stability and energy scheduling, due to its intermittent energy generation. …
Short-term Prediction and Filtering of Solar Power Using State-Space Gaussian Processes
Short-term forecasting of solar photovoltaic energy (PV) production is important for powerplant management. Ideally these forecasts are equipped with error bars, so that downstream decisions can account for uncertainty. …
Gaussian ProcessesManagementVariational InferenceQuantum Long Short-Term Memory (QLSTM) vs Classical LSTM in Time Series Forecasting: A Comparative Study in Solar Power Forecasting
Accurate solar power forecasting is pivotal for the global transition towards sustainable energy systems. This study conducts a meticulous comparison between Quantum Long Short-Term Memory (QLSTM) and classical Long Shor…
BenchmarkingHyperparameter OptimizationProduction ForecastingQuantum Machine Learning+3Convolutional Neural Networks applied to sky images for short-term solar irradiance forecasting
Despite the advances in the field of solar energy, improvements of solar forecasting techniques, addressing the intermittent electricity production, remain essential for securing its future integration into a wider energ…
Solar Irradiance ForecastingEfficient Deterministic Renewable Energy Forecasting Guided by Multiple-Location Weather Data
Electricity generated from renewable energy sources has been established as an efficient remedy for both energy shortages and the environmental pollution stemming from conventional energy production methods. Solar and wi…
Time SeriesTime Series Forecasting