Improving Solar Radiation Forecasting Utilizing Data Augmentation Model Generative Adversarial Networks with Convolutional Support Vector Machine (GAN-CSVR)

Abbas Mohammed Assaf; Habibollah Haron; Haza Nuzly Abdull Hamed; Fuad A. Ghaleb; Mhassen Elnour Dalam; Taiseer Abdalla Elfadil Eisa

doi:10.3390/app132312768

Improving Solar Radiation Forecasting Utilizing Data Augmentation Model Generative Adversarial Networks with Convolutional Support Vector Machine (GAN-CSVR)

Abbas Mohammed Assaf^*
, Habibollah Haron^*
, Haza Nuzly Abdull Hamed
, Fuad A. Ghaleb
, Mhassen Elnour Dalam
, Taiseer Abdalla Elfadil Eisa

^*Corresponding author for this work

Research output: Contribution to journal › Article › peer-review

10 Citations (SciVal)

Original language	English
Article number	12768
Journal	Applied Sciences
Volume	13
Issue number	23
DOIs	https://doi.org/10.3390/app132312768 https://doi.org/10.3390/app132312768
Publication status	Published (VoR) - 28 Nov 2023

Keywords

convolutional neural network
data augmentation
generative adversarial network
loss function
solar radiation data
support vector regression

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Assaf, A. M., Haron, H., Abdull Hamed, H. N., Ghaleb, F. A., Dalam, M. E., & Elfadil Eisa, T. A. (2023). Improving Solar Radiation Forecasting Utilizing Data Augmentation Model Generative Adversarial Networks with Convolutional Support Vector Machine (GAN-CSVR). Applied Sciences, 13(23), Article 12768. https://doi.org/10.3390/app132312768, https://doi.org/10.3390/app132312768

@article{abaf002615d943359159239460ef67ad,

title = "Improving Solar Radiation Forecasting Utilizing Data Augmentation Model Generative Adversarial Networks with Convolutional Support Vector Machine (GAN-CSVR)",

keywords = "convolutional neural network, data augmentation, generative adversarial network, loss function, solar radiation data, support vector regression",

author = "Assaf, \{Abbas Mohammed\} and Habibollah Haron and \{Abdull Hamed\}, \{Haza Nuzly\} and Ghaleb, \{Fuad A.\} and Dalam, \{Mhassen Elnour\} and \{Elfadil Eisa\}, \{Taiseer Abdalla\}",

note = "Publisher Copyright: {\textcopyright} 2023 by the authors.",

year = "2023",

month = nov,

day = "28",

doi = "10.3390/app132312768",

language = "English",

volume = "13",

journal = "Applied Sciences",

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T1 - Improving Solar Radiation Forecasting Utilizing Data Augmentation Model Generative Adversarial Networks with Convolutional Support Vector Machine (GAN-CSVR)

AU - Assaf, Abbas Mohammed

AU - Haron, Habibollah

AU - Abdull Hamed, Haza Nuzly

AU - Ghaleb, Fuad A.

AU - Dalam, Mhassen Elnour

AU - Elfadil Eisa, Taiseer Abdalla

PY - 2023/11/28

Y1 - 2023/11/28

KW - convolutional neural network

KW - data augmentation

KW - generative adversarial network

KW - loss function

KW - solar radiation data

KW - support vector regression

UR - https://doi.org/10.3390/app132312768

U2 - 10.3390/app132312768

DO - 10.3390/app132312768

M3 - Article

SN - 1454-5101

VL - 13

JO - Applied Sciences

JF - Applied Sciences

IS - 23

M1 - 12768

ER -

Improving Solar Radiation Forecasting Utilizing Data Augmentation Model Generative Adversarial Networks with Convolutional Support Vector Machine (GAN-CSVR)

Keywords

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