Transformer–BiLSTM Fusion Neural Network for Short-Term PV Output Prediction Based on NRBO Algorithm and VMD

被引:1
|
作者
Fan, Xiaowei [1 ]
Wang, Ruimiao [2 ]
Yang, Yi [3 ]
Wang, Jingang [3 ]
机构
[1] State Grid Chongqing Electric Power Company, Chongqing,400014, China
[2] State Grid Chongqing Electric Power Company Electric Power Science Research Institute, Chongqing,401123, China
[3] State Key Laboratory of Power Transmission Equipment Technology, School of Electrical Engineering, Chongqing University, Chongqing,400044, China
来源
Applied Sciences (Switzerland) | 2024年 / 14卷 / 24期
关键词
Compendex;
D O I
10.3390/app142411991
中图分类号
学科分类号
摘要
Prediction models
引用
收藏
相关论文
共 50 条
  • [21] Short-term traffic flow prediction based on clustering algorithm and graph neural network
    Zhang, Xi-Jun
    Yu, Guang-Jie
    Cui, Yong
    Shang, Ji-Yang
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2024, 54 (06): : 1593 - 1600
  • [22] Short-Term Offshore Wind Power Prediction based on VMD-SE-BP Neural Network Model
    Qin, Hui
    Huang, Lijuan
    Li, Kui
    Cheng, Gaihong
    2024 IEEE 2ND INTERNATIONAL CONFERENCE ON POWER SCIENCE AND TECHNOLOGY, ICPST 2024, 2024, : 1476 - 1481
  • [23] Short-term power generation output prediction based on a PSO-DBN neural network
    Li Z.
    Liang C.
    Wang M.
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2020, 48 (08): : 149 - 154
  • [24] Short-term load forecasting for distribution transformer based on VMD-BA-LSSVM algorithm
    Zhao F.
    Hao S.
    Zhang Y.
    Du S.
    Shan B.
    Su J.
    Jing T.
    Zhao T.
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2019, 35 (14): : 190 - 197
  • [25] Prediction of short-term PV power output and uncertainty analysis
    Liu, Luyao
    Zhao, Yi
    Chang, Dongliang
    Xie, Jiyang
    Ma, Zhanyu
    Sun, Qie
    Yin, Hongyi
    Wennersten, Ronald
    APPLIED ENERGY, 2018, 228 : 700 - 711
  • [26] A smart short-term solar power output prediction by artificial neural network
    Erduman, Ali
    ELECTRICAL ENGINEERING, 2020, 102 (03) : 1441 - 1449
  • [27] A smart short-term solar power output prediction by artificial neural network
    Ali Erduman
    Electrical Engineering, 2020, 102 : 1441 - 1449
  • [28] Short-term PV/T module temperature prediction based on PCA-RBF neural network
    Li, Jiyong
    Zhao, Zhendong
    Li, Yisheng
    Xiao, Jing
    Tang, Yunfeng
    INTERNATIONAL CONFERENCE ON ENERGY ENGINEERING AND ENVIRONMENTAL PROTECTION (EEEP2017), 2018, 121
  • [29] Short-term Prediction of The Output Power of PV System Based on Improved Grey Prediction Model
    Li, Yanbin
    Zhang, Jiuju
    Xiao, Junming
    Tan, Yang
    2014 INTERNATIONAL CONFERENCE ON ADVANCED MECHATRONIC SYSTEMS (ICAMECHS), 2014, : 547 - 551
  • [30] Short-term orbit prediction based on LSTM neural network
    Zhang X.
    Liu Y.
    Song J.
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2022, 44 (03): : 939 - 947