SkyCam: A Dataset of Sky Images and their Irradiance values

05/06/2021
by   Evangelos Ntavelis, et al.
0

Recent advances in Computer Vision and Deep Learning have enabled astonishing results in a variety of fields and applications. Motivated by this success, the SkyCam Dataset aims to enable image-based Deep Learning solutions for short-term, precise prediction of solar radiation on a local level. For the span of a year, three different cameras in three topographically different locations in Switzerland are acquiring images of the sky every 10 seconds. Thirteen high resolution images with different exposure times are captured and used to create an additional HDR image. The images are paired with highly precise irradiance values gathered from a high-accuracy pyranometer.

READ FULL TEXT

page 2

page 3

page 4

research
07/02/2022

SKIPP'D: a SKy Images and Photovoltaic Power Generation Dataset for Short-term Solar Forecasting

Large-scale integration of photovoltaics (PV) into electricity grids is ...
research
10/20/2017

HDR image reconstruction from a single exposure using deep CNNs

Camera sensors can only capture a limited range of luminance simultaneou...
research
10/15/2018

Deep Photovoltaic Nowcasting

Predicting the short-term power output of a photovoltaic panel is an imp...
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
12/16/2021

Monitoring crop phenology with street-level imagery using computer vision

Street-level imagery holds a significant potential to scale-up in-situ d...
research
10/21/2016

Short-term prediction of localized cloud motion using ground-based sky imagers

Fine-scale short-term cloud motion prediction is needed for several appl...
research
05/20/2019

Decoding the Rejuvenating Effects of Mechanical Loading on Skeletal Maturation using in Vivo Imaging and Deep Learning

Throughout the process of aging, deterioration of bone macro- and micro-...

Please sign up or login with your details

Forgot password? Click here to reset