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  • 标题:Algorithm of axial compressor stall warning based on BP neural network and fuzzy logic
  • 本地全文:下载
  • 作者:Xiaohong Qiu ; Jiali Chen
  • 期刊名称:MATEC Web of Conferences
  • 电子版ISSN:2261-236X
  • 出版年度:2022
  • 卷号:355
  • 页码:1-11
  • DOI:10.1051/matecconf/202235503007
  • 语种:English
  • 出版社:EDP Sciences
  • 摘要:Stall warning of axial compressor is very challenging and the existing warning margin is not enough. A algorithm based on BP neural network fusion fuzzy logic is proposed. Firstly, BP neural network is used for training recognition, next the identification results are fused with fuzzy logic reasoning to form the result judgment of time sequence, finally the stall early warning of axial compressor is realized. The simulation results of the experimental data show that the stall data at all speeds are at least 0.1s in advance of the early warning. Compared with other methods, this method has a better surge early warning margin performance and engineering practicability.
  • 关键词:BP neural network;Fuzzy logic;Characteristics learning;Time series
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