research
∙
06/20/2023
SkyGPT: Probabilistic Short-term Solar Forecasting Using Synthetic Sky Videos from Physics-constrained VideoGPT
In recent years, deep learning-based solar forecasting using all-sky ima...
share
research
∙
11/27/2022
Open-Source Ground-based Sky Image Datasets for Very Short-term Solar Forecasting, Cloud Analysis and Modeling: A Comprehensive Survey
Sky-image-based solar forecasting using deep learning has been recognize...
research
∙
11/03/2022
Sky-image-based solar forecasting using deep learning with multi-location data: training models locally, globally or via transfer learning?
Solar forecasting from ground-based sky images using deep learning model...
research
∙
06/07/2022
Omnivision forecasting: combining satellite observations with sky images for improved intra-hour solar energy predictions
Integration of intermittent renewable energy sources into electric grids...
research
∙
11/29/2021
SPIN: Simplifying Polar Invariance for Neural networks Application to vision-based irradiance forecasting
Translational invariance induced by pooling operations is an inherent pr...
research
∙
04/26/2021
ECLIPSE : Envisioning Cloud Induced Perturbations in Solar Energy
Efficient integration of solar energy into the electricity mix depends o...
research
∙
02/01/2021
Benchmarking of Deep Learning Irradiance Forecasting Models from Sky Images – an in-depth Analysis
A number of industrial applications, such as smart grids, power plant op...
research
∙
12/02/2020
A Temporally Consistent Image-based Sun Tracking Algorithm for Solar Energy Forecasting Applications
Improving irradiance forecasting is critical to further increase the sha...
research
∙
05/22/2020
