Benchmarking of Deep Learning Irradiance Forecasting Models from Sky
Images -- an in-depth Analysis

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Benchmarking of Deep Learning Irradiance Forecasting Models from Sky Images -- an in-depth Analysis

Solar Energy (Sol. Energy), 2021

1 February 2021

Quentin Paletta

Guillaume Arbod

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Papers citing "Benchmarking of Deep Learning Irradiance Forecasting Models from Sky Images -- an in-depth Analysis"

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Title
SolarCrossFormer: Improving day-ahead Solar Irradiance Forecasting by Integrating Satellite Imagery and Ground SensorsBrazilian Symposium on Games and Digital Entertainment (SBGames), 2025 B. Schubnel J. Simeunović Corentin Tissier P. Alet R. Carrillo BDL 350 0 0 19 Sep 2025
LightLLM: A Versatile Large Language Model for Predictive Light SensingACM International Conference on Embedded Networked Sensor Systems (SenSys), 2024 J. Hu Hong Jia Mahbub Hassan Lina Yao Brano Kusy Wen Hu 223 6 0 20 Nov 2024
Distributed solar generation forecasting using attention-based deep neural networks for cloud movement prediction M. Perera J. Hoog Kasun Bandara Saman K. Halgamuge 140 1 0 17 Nov 2024
Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning Nils Lehmann Jakob Gawlikowski Adam J. Stewart Vytautas Jancauskas Stefan Depeweg Eric T. Nalisnick N. Gottschling 213 1 0 04 Oct 2024
Developing a Thailand solar irradiance map using Himawari-8 satellite imageries and deep learning models Suwichaya Suwanwimolkul Natanon Tongamrak Nuttamon Thungka Naebboon Hoonchareon Jitkomut Songsiri 75 0 0 21 Sep 2024
Short-Term Solar Irradiance Forecasting Under Data Transmission Constraints Joshua Edward Hammond Ricardo A. Lara Orozco Michael Baldea Sciences The University of Texas at Austin 125 6 0 19 Mar 2024
SkyGPT: Probabilistic Short-term Solar Forecasting Using Synthetic Sky Videos from Physics-constrained VideoGPT Yuhao Nie E. Zelikman Andea Scott Quentin Paletta A. Brandt 293 4 0 20 Jun 2023
Solar Irradiance Anticipative Transformer T. Mercier Tasmiat Rahman Amin Sabet ViT 62 9 0 29 May 2023
Open-Source Ground-based Sky Image Datasets for Very Short-term Solar Forecasting, Cloud Analysis and Modeling: A Comprehensive Survey Yuhao Nie Xiatong Li Quentin Paletta Max Aragon Andea Scott A. Brandt 141 12 0 27 Nov 2022
Sky-image-based solar forecasting using deep learning with multi-location data: training models locally, globally or via transfer learning? Yuhao Nie Quentin Paletta Andea Scotta L. Pomares Guillaume Arbod S. Sgouridis Joan Lasenby A. Brandt 168 9 0 03 Nov 2022
A Meta-Analysis of Solar Forecasting Based on Skill Score T. Nguyen Felix Müsgens 97 3 0 22 Aug 2022
SKIPP'D: a SKy Images and Photovoltaic Power Generation Dataset for Short-term Solar Forecasting Yuhao Nie Xiatong Li Andea Scott Yuchi Sun V. Venugopal A. Brandt 92 24 0 02 Jul 2022
Omnivision forecasting: combining satellite observations with sky images for improved intra-hour solar energy predictions Quentin Paletta Guillaume Arbod Joan Lasenby 80 2 0 07 Jun 2022
SolarGAN: Synthetic Annual Solar Irradiance Time Series on Urban Building Facades via Deep Generative NetworksEnergy and AI (EA), 2022 Yufei Zhang A. Schlüter C. Waibel AI4CE 126 33 0 01 Jun 2022
ECLIPSE : Envisioning CLoud Induced Perturbations in Solar EnergyApplied Energy (Appl. Energy), 2021 Quentin Paletta Anthony Hu Guillaume Arbod Joan Lasenby 262 42 0 26 Apr 2021