Leveraging advanced AI algorithms with transformer-infused recurrent neural networks to optimize solar irradiance forecasting

被引:0
|
作者
Naveed, M.S. [1 ]
Hanif, M.F. [1 ,2 ]
Metwaly, M. [3 ]
Iqbal, I. [4 ]
Lodhi, E. [5 ]
Liu, X. [1 ]
Mi, J. [1 ]
机构
[1] Department of Energy and Resource Engineering, College of Engineering, Peking University, Beijing, China
[2] Department of Mechanical Engineering, Faculty of Engineering and Technology, Bahauddin Zakariya University, Multan, Pakistan
[3] Archaeology Department, College of Tourism and Archaeology, King Saud University, Riyadh, Saudi Arabia
[4] Department of PLR, Institute of Active Polymers, Helmholtz-Zentrum Hereon, Teltow, Germany
[5] Zhejiang University-University of Illinois Urbana-Champaign Institute, Zhejiang, Haining, China
关键词
All Open Access; Gold;
D O I
10.3389/fenrg.2024.1485690
中图分类号
学科分类号
摘要
77
引用
收藏
相关论文
共 45 条
  • [1] Solar Irradiance Forecasting Using Deep Recurrent Neural Networks
    Alzahrani, Ahmad
    Shamsi, Pourya
    Ferdowsi, Mehdi
    Dagli, Cihan
    2017 IEEE 6TH INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY RESEARCH AND APPLICATIONS (ICRERA), 2017, : 988 - 994
  • [2] Total Solar Irradiance Forecasting with Keras Recurrent Neural Networks
    Muralikrishna, Amita
    Vieira, Luis E. A.
    dos Santos, Rafael D. C.
    Almeida, Adriano P.
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2020, PT V, 2020, 12253 : 255 - 269
  • [3] An Explainable Recurrent Neural Network for Solar Irradiance Forecasting
    Zhou, Bin
    Du, Shengnan
    Li, Lijuan
    Wang, Huaizhi
    He, Yang
    Zhou, Diehui
    PROCEEDINGS OF THE 2021 IEEE 16TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA 2021), 2021, : 1299 - 1304
  • [4] Transformer Neural Network Architecture for Forecasting of Colombian Solar Irradiance
    Orjuela-Canon, Alvaro D.
    Blanco-Canon, Angie L.
    Jimenez, Mario F.
    2024 IEEE COLOMBIAN CONFERENCE ON APPLICATIONS OF COMPUTATIONAL INTELLIGENCE, COLCAC 2024, 2024,
  • [5] Solar Irradiance Forecasting Using Deep Neural Networks
    Alzahrani, Ahmad
    Shamsi, Pourya
    Dagli, Cihan
    Ferdowsi, Mehdi
    COMPLEX ADAPTIVE SYSTEMS CONFERENCE WITH THEME: ENGINEERING CYBER PHYSICAL SYSTEMS, CAS, 2017, 114 : 304 - 313
  • [6] Solar Production Forecasting Based on Irradiance Forecasting Using Artificial Neural Networks
    Ioakimidis, Christos S.
    Lopez, Sergio
    Genikomsakis, Konstantinos N.
    Rycerski, Pawel
    Simic, Dragan
    39TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY (IECON 2013), 2013, : 8121 - 8126
  • [7] Multiple Site Intraday Solar Irradiance Forecasting by Machine Learning Algorithms: MGGP and MLP Neural Networks
    de Paiva, Gabriel Mendonca
    Pimentel, Sergio Pires
    Alvarenga, Bernardo Pinheiro
    Marra, Enes Goncalves
    Mussetta, Marco
    Leva, Sonia
    ENERGIES, 2020, 13 (11)
  • [8] Solar Irradiance Forecasting Based on Electromagnetism-like Neural Networks
    Lee, Ke-Hung
    Hsu, Ming-Wei
    Leu, Yih-Guang
    PROCEEDINGS OF THE 2018 1ST IEEE INTERNATIONAL CONFERENCE ON KNOWLEDGE INNOVATION AND INVENTION (ICKII 2018), 2018, : 365 - 368
  • [9] A novel recurrent neural network approach in forecasting short term solar irradiance
    Jaihuni, Mustafa
    Basak, Jayanta Kumar
    Khan, Fawad
    Okyere, Frank Gyan
    Sihalath, Thavisak
    Bhujel, Anil
    Park, Jihoon
    Lee, Deog Hyun
    Kim, Hyeon Tae
    ISA TRANSACTIONS, 2022, 121 : 63 - 74
  • [10] Analysis of Artificial Neural Networks for Forecasting Photovoltaic Energy Generation with Solar Irradiance
    Maciel, Joylan Nunes
    Wentz, Victor Hugo
    Gimenez Ledesma, Jorge Javier
    Ando Junior, Oswaldo Hideo
    BRAZILIAN ARCHIVES OF BIOLOGY AND TECHNOLOGY, 2021, 64