SHORT-TERM PHOTOVOLTAIC OUTPUT PREDICTION BASED ON MULTI-LEVEL FEATURE EXTRACTION USING BILSTM

被引:0
|
作者
Lin, Wenting [1 ,2 ]
Li, Peiqiang [3 ]
Jing, Zhiyu [1 ,2 ]
Zhong, Wujun [3 ]
机构
[1] School of Electronic Electrical and Physics, Fujian University of Technology, Fuzhou,350118, China
[2] Fujian Provincial University Engineering Research Center for Simulation Analysis and Integrated Control of Smart Grid, Fujian University of Technology, Fuzhou,350118, China
[3] School of Electrical and Information Engineering, Hunan University, Changsha,410082, China
来源
关键词
Compendex;
D O I
10.19912/j.0254-0096.tynxb.2023-0894
中图分类号
学科分类号
摘要
Long short-term memory
引用
收藏
页码:284 / 297
相关论文
共 50 条
  • [1] Short-term Photovoltaic Power Prediction Based on Multi-feature Analysis and Extraction
    Yan Y.
    Wang L.
    Guo H.
    Wang B.
    Che J.
    Hao Y.
    Gaodianya Jishu/High Voltage Engineering, 2022, 48 (09): : 3734 - 3743
  • [2] Short-term Wind Power Prediction Based on Feature Selection and Multi-level Deep Transfer Learning
    Cheng K.
    Peng X.
    Xu Q.
    Wang B.
    Liu C.
    Che J.
    Gaodianya Jishu/High Voltage Engineering, 2022, 48 (02): : 497 - 503
  • [3] Short-term photovoltaic power prediction with CPO-BILSTM based on quadratic decomposition
    Zhang, Jinjiang
    Sun, Tianle
    Guo, Xiaolong
    Lu, Min
    ELECTRIC POWER SYSTEMS RESEARCH, 2025, 243
  • [4] Short-Term Photovoltaic Power Prediction Based on Multi-Stage Temporal Feature Learning
    Wang, Qiang
    Cheng, Hao
    Zhang, Wenrui
    Li, Guangxi
    Xu, Fan
    Chen, Dianhao
    Zang, Haixiang
    Energy Engineering: Journal of the Association of Energy Engineering, 2025, 122 (02): : 747 - 764
  • [5] SHORT-TERM PV OUTPUT INTERVAL PREDICTION BASED ON MEEMD-QUATRE-BILSTM
    Zhang C.
    Lin G.
    Kuang Y.
    Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2023, 44 (11): : 40 - 54
  • [6] An improved SSA-BiLSTM-based short-term irradiance prediction model via sky images feature extraction
    Xie, Qiyue
    Ma, Lin
    Liu, Yao
    Fu, Qiang
    Shen, Zhongli
    Wang, Xiaoli
    RENEWABLE ENERGY, 2023, 219
  • [7] Short-term power load forecasting based on hybrid feature extraction and parallel BiLSTM network
    Han, Jiacai
    Zeng, Pan
    COMPUTERS & ELECTRICAL ENGINEERING, 2024, 119
  • [8] Short-Term PV Output Prediction Method Based on Feature Analysis and Multi-model Fusion
    Song, Yuansheng
    Zhao, Teng
    Niu, Ziru
    Du, Jin
    Jiang, Fanghui
    Zhai, Fangyue
    2022 3RD INFORMATION COMMUNICATION TECHNOLOGIES CONFERENCE (ICTC 2022), 2022, : 232 - 237
  • [9] Short-term Prediction of Photovoltaic Output Power for Grid Integration
    Munshi, Amr
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2022, 22 (04): : 764 - 768
  • [10] Short-term Photovoltaic Power Prediction Based on Feature Optimization and Hybrid Improved Grey Wolf Algorithm-optimized BiLSTM Network
    Zhao, Ruyi
    Wang, Xiaohui
    Zheng, Bihuang
    Li, Daoxing
    Gao, Yi
    Guo, Pengtian
    Dianwang Jishu/Power System Technology, 2025, 49 (01): : 209 - 222