Solar Irradiance Capturing in Cloudy Sky Days–A Convolutional Neural Network Based Image Regression Approach

Solar Irradiance Capturing in Cloudy Sky Days–A Convolutional Neural Network Based Image Regression Approach

Global horizontal irradiance (GHI) is a critical index to indicate the output power of the photovaltaic (PV). In traditional approaches, the local GHI can be measured with very expensive instruments, and the large-area GHI collection depends on complex satellite-based models, solargis algorithms, an...

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Bibliographic Details
Main Authors: Huaiguang Jiang, Yi Gu, Yu Xie, Rui Yang, Yingchen Zhang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Convolutional neural network
solar irradiation
global horizontal irradiance
image regression
variational inference
Bayesian theory
Online Access:https://ieeexplore.ieee.org/document/8970273/

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