Concepedia

Hourly and sub-hourly ahead global horizontal solar irradiation forecasting via a novel deep learning approach: A case study

Zineb Bounoua, Abdellah Mechaqrane

Sustainable materials and technologies · 2023 · 21 citations · 38 references

Concepts

Natural SciencesEarth SciencesMeteorologyForecastingMachine LearningWeather ForecastingHydrometeorological ForecastingReal-time ForecastingRenewable EnergySolar IrradianceSolar PhysicsSolar RadiationDeep Learning For ForecastingDeep Learning For Time Series ForecastingGlobal Horizontal IrradianceIrradiance Time Series AnalysisSolar Irradiance ForecastingSolar Radiation ForecastingSpace Weather Prediction Models

References

38

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

Deep learning with long short-term memory networks for financial market predictions

Thomas Fischer · European Journal of Operational Research · 2017 · 2.6K citations

Business, Economics, Finance +16

Hourly day-ahead solar irradiance prediction using weather forecasts by LSTM

Xiangyun Qing, Yugang Niu · Energy · 2018 · 932 citations

Natural Sciences, Earth Sciences, Meteorology +12

A 24-h forecast of solar irradiance using artificial neural network: Application for performance prediction of a grid-connected PV plant at Trieste, Italy

A. Mellit, Alessandro Pavan · Solar Energy · 2010 · 885 citations

Agriculture, Meteorology, Forecasting +16

Review of solar irradiance forecasting methods and a proposition for small-scale insular grids

Maïmouna Diagne, Mathieu David, Philippe Lauret et al. · Renewable and Sustainable Energy Reviews · 2013 · 779 citations · Full text

Natural Sciences, Earth Sciences, Meteorology +14