Open-Source Ground-based Sky Image Datasets for Very Short-term Solar Forecasting, Cloud Analysis and Modeling: A Comprehensive Survey

27 November 2022

Papers citing "Open-Source Ground-based Sky Image Datasets for Very Short-term Solar Forecasting, Cloud Analysis and Modeling: A Comprehensive Survey"

24 / 24 papers shown

Title
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 56 7 0 03 Nov 2022
ACLNet: An Attention and Clustering-based Cloud Segmentation Network Dhruv Makwana Subhrajit Nag Onkar Susladkar Gayatri Deshmukh Sai Chandra Sparsh Mittal Krishna Mohan 3DPC 34 10 0 13 Jul 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 28 16 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 42 2 0 07 Jun 2022
Using GANs to Augment Data for Cloud Image Segmentation Task Mayank Jain Conor Meegan Soumyabrata Dev 101 19 0 06 Jun 2021
SkyCam: A Dataset of Sky Images and their Irradiance values Evangelos Ntavelis J. Remund Philipp Schmid 20 8 0 06 May 2021
A review on physical and data-driven based nowcasting methods using sky images Ekanki Sharma W. Elmenreich 31 3 0 28 Apr 2021
ECLIPSE : Envisioning CLoud Induced Perturbations in Solar Energy Quentin Paletta Anthony Hu Guillaume Arbod Joan Lasenby 69 34 0 26 Apr 2021
Benchmarking of Deep Learning Irradiance Forecasting Models from Sky Images -- an in-depth Analysis Quentin Paletta Guillaume Arbod Joan Lasenby 66 65 0 01 Feb 2021
Why Unsupervised Deep Networks Generalize Anita de Mello Koch E. Koch R. Koch OOD 42 8 0 07 Dec 2020
A Temporally Consistent Image-based Sun Tracking Algorithm for Solar Energy Forecasting Applications Quentin Paletta Joan Lasenby 30 8 0 02 Dec 2020
Convolutional Neural Networks applied to sky images for short-term solar irradiance forecasting Quentin Paletta Joan Lasenby 25 23 0 22 May 2020
Subjective Quality Assessment of Ground-based Camera Images Lucie Léveque Soumyabrata Dev M. Hossari Y. Lee Stefan Winkler 29 4 0 16 Dec 2019
CloudSegNet: A Deep Network for Nychthemeron Cloud Image Segmentation Soumyabrata Dev A. Nautiyal Y. Lee Stefan Winkler SSeg 3DPC 34 74 0 16 Apr 2019
Multi-label Cloud Segmentation Using a Deep Network Soumyabrata Dev Shilpa Manandhar Y. Lee Stefan Winkler SSeg 39 23 0 15 Mar 2019
Deep Photovoltaic Nowcasting Jinsong Zhang Rodrigo Verschae S. Nobuhara Jean-François Lalonde 46 158 0 15 Oct 2018
Unsupervised Semantic-based Aggregation of Deep Convolutional Features Jian Xu Chunheng Wang Cheng-Zuo Qi Cunzhao Shi Baihua Xiao 28 34 0 03 Apr 2018
High-Dynamic-Range Imaging for Cloud Segmentation Soumyabrata Dev Florian M. Savoy Y. Lee Stefan Winkler 32 20 0 02 Mar 2018
PointFusion: Deep Sensor Fusion for 3D Bounding Box Estimation Danfei Xu Dragomir Anguelov Ashesh Jain 3DPC 88 642 0 29 Nov 2017
Nighttime sky/cloud image segmentation Soumyabrata Dev Florian M. Savoy Y. Lee Stefan Winkler 34 31 0 30 May 2017
Systematic study of color spaces and components for the segmentation of sky/cloud images Soumyabrata Dev Y. Lee Stefan Winkler 48 54 0 17 Jan 2017
Rough Set Based Color Channel Selection Soumyabrata Dev Florian M. Savoy Y. Lee Stefan Winkler 37 22 0 03 Nov 2016
Short-term prediction of localized cloud motion using ground-based sky imagers Soumyabrata Dev Florian M. Savoy Y. Lee Stefan Winkler 31 16 0 21 Oct 2016
Color-based Segmentation of Sky/Cloud Images From Ground-based Cameras Soumyabrata Dev Y. Lee Stefan Winkler 41 126 0 12 Jun 2016