Sky images based photovoltaic power forecasting: A novel approach with optimized VMD and Vision Mamba

被引：0
|
作者：
Cai, Chenhao [1 ]
Zhang, Leyao [2 ]
Zhou, Jianguo [1 ]
Zhou, Luming [1 ]
机构：
[1] Department of Economics and Management, North China Electric Power University, 689 Huadian Road, Baoding,071000, China
[2] National Engineering Research Center for E-Learning, Central China Normal University, Luoyu Road, Hubei, Wuhan,430079, China
来源：
Results in Engineering | 2024年 / 24卷
关键词：
1202.2 - 716.1 Information Theory and Signal Processing;
D O I：
10.1016/j.rineng.2024.103022
中图分类号：
学科分类号：
摘要：
38
引用
收藏
相关论文
共 50 条
  • [1] Photovoltaic power prediction based on sky images and tokens-to- token vision transformer
    Dai, Qiangsheng
    Hou, Xuesong
    Su, Dawei
    Cui, Zhiwei
    [J]. INTERNATIONAL JOURNAL OF RENEWABLE ENERGY DEVELOPMENT-IJRED, 2023, 12 (06): : 1104 - 1112
  • [2] On vision transformer for ultra-short-term forecasting of photovoltaic generation using sky images
    Xu, Shijie
    Zhang, Ruiyuan
    Ma, Hui
    Ekanayake, Chandima
    Cui, Yi
    [J]. SOLAR ENERGY, 2024, 267
  • [3] PHOTOVOLTAIC POWER FORECASTING METHOD BASED ON VMD-FE-CNN-BiLSTM
    Jiang, Jianguo
    Yang, Xiaoyan
    Bi, Hongbo
    [J]. Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2024, 45 (07): : 462 - 473
  • [4] VAPOR: A Novel Approach to Power Forecasting in a Photovoltaic Microgrid
    Xu, Andy
    [J]. 2023 IEEE POWER & ENERGY SOCIETY INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE, ISGT, 2023,
  • [5] Photovoltaic Power Forecasting Approach Based on Ground-Based Cloud Images in Hazy Weather
    Lu, Zhiying
    Chen, Wenpeng
    Yan, Qin
    Li, Xin
    Nie, Bing
    [J]. SUSTAINABILITY, 2023, 15 (23)
  • [6] Short-Term Photovoltaic Power Forecasting Based on VMD and ISSA-GRU
    Jia, Pengyun
    Zhang, Haibo
    Liu, Xinmiao
    Gong, Xianfu
    [J]. IEEE ACCESS, 2021, 9 : 105939 - 105950
  • [7] Short term forecasting method of photovoltaic power based on DTW-VMD-PSO-BP
    Yuan J.
    Xie B.
    He B.
    Zhao Z.
    Liu Y.
    Liu B.
    [J]. Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2022, 43 (08): : 58 - 66
  • [8] Short-Term Photovoltaic Power Plant Output Forecasting Using Sky Images and Deep Learning
    Jakoplic, Alen
    Frankovic, Dubravko
    Havelka, Juraj
    Bulat, Hrvoje
    [J]. ENERGIES, 2023, 16 (14)
  • [9] SKIPP'D: A SKy Images and Photovoltaic Power Generation Dataset for short-term solar forecasting
    Nie, Yuhao
    Li, Xiatong
    Scott, Andea
    Sun, Yuchi
    Venugopal, Vignesh
    Brandt, Adam
    [J]. SOLAR ENERGY, 2023, 255 : 171 - 179
  • [10] Forecasting of global horizontal irradiance in photovoltaic power stations based on the total sky imager
    [J]. Ding, Y. (dingyuyu@epri.sgcc.com.cn), 1600, Chinese Society for Electrical Engineering (34):
12345