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STUDY ON TURBOMACHINERY PERFORMANCE PREDICTION WITH NEURAL NETWORKS

STUDY ON TURBOMACHINERY PERFORMANCE PREDICTION WITH NEURAL NETWORKS
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摘要 Traditional methods for performance prediction of a turbomachinery are usually based on certain computations from a set of data obtained in limited experiment measurements of the machine, or the machinemodels. Since the computational (mathematical) models used in such performance prediction are often crude, most of the predicted results are only correct in very small ranges around the known data points. Beyond the limited ranges, the accuracy of the resultant predictions decrease abruptly. Therefore, an alternative approach, neural network technique, is studied for performance prediction of turbomachinery. The new approach has been applied to two typical performance prediction cases to verify its feasibility and reliability. Traditional methods for performance prediction of a turbomachinery are usually based on certain computations from a set of data obtained in limited experiment measurements of the machine, or the machinemodels. Since the computational (mathematical) models used in such performance prediction are often crude, most of the predicted results are only correct in very small ranges around the known data points. Beyond the limited ranges, the accuracy of the resultant predictions decrease abruptly. Therefore, an alternative approach, neural network technique, is studied for performance prediction of turbomachinery. The new approach has been applied to two typical performance prediction cases to verify its feasibility and reliability.
出处 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2000年第1期52-57,共6页 中国机械工程学报(英文版)
关键词 BP neural networks Turbomachine Performance prediction BP neural networks Turbomachine Performance prediction
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参考文献5

  • 1[1]Schreck S,Faller W,Luttges M.Neural network prediction of three-dimensional unsteady separated flowfields. Journal of Aircraft, 1995,32(1): 1 213~1 219
  • 2[2]Prasanth R K, Whitaker K W. Neuromorphic approach to inverse problems in aerodynamics. AIAA Journal, 1995,33 (6):1 150~1 152
  • 3[3]Whitaker K W.Specifying exhaust nozzle contours with a neural network. AIAA Journal,1993,31(2) :273~277
  • 4[4]Рис B X. Centrifugal compressor machine. Beijing: China Mechine Press, 1965 (in Chinese)
  • 5[5]Соломахова T C, et al. The aerodynamical schemes and performance curves of fans. Beijing: China Coal Industry Press,1993(in Chinese)

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