留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

基于小波神经网络的无叶扩压器失速分析

高闯 谷传纲 王彤 舒信伟

高闯, 谷传纲, 王彤, 舒信伟. 基于小波神经网络的无叶扩压器失速分析[J]. 航空动力学报, 2008, 23(4): 693-698.
引用本文: 高闯, 谷传纲, 王彤, 舒信伟. 基于小波神经网络的无叶扩压器失速分析[J]. 航空动力学报, 2008, 23(4): 693-698.
GAO Chuang, GU Chuan-gang, WANG Tong, SHU Xin-wei. Analysis of stall in vaneless diffuser based on wavelet neural network[J]. Journal of Aerospace Power, 2008, 23(4): 693-698.
Citation: GAO Chuang, GU Chuan-gang, WANG Tong, SHU Xin-wei. Analysis of stall in vaneless diffuser based on wavelet neural network[J]. Journal of Aerospace Power, 2008, 23(4): 693-698.

基于小波神经网络的无叶扩压器失速分析

基金项目: 国家高技术研究发展计划863项目(2006AA05Z250);国家自然科学基金项目资助(50776056)

Analysis of stall in vaneless diffuser based on wavelet neural network

  • 摘要: 用来自不同文献的实验数据作为样本,对小波神经网络进行训练,并利用训练好的神经网络研究叶轮和扩压器几何尺寸对无叶扩压器失速的影响.计算分析结果表明:几何尺寸对于宽、窄扩压器失速的影响表现不同,这也证明了不同宽度的扩压器的确存在不同的失速机理.文章的结果,对无叶扩压器的设计具有一定的借鉴意义.

     

  • [1] Otugen M V,So R M C.Diffuser stall and rotating zones of separated boundary layer[J].Experiments in Fluids,1998,6:521-533.
    [2] Shin Y H,Kim K H,Son B J.An experimental study on the development of a reverse flow zone in a vaneless diffuser[J].JSME International Journal,Series B,1998,41(3):546-555.
    [3] Kinoshita Y,Senoo Y.Rotating stall induced in vaneless diffusers of very low specific speed centrifugal blowers[J].ASME Journal of Engineering for Gas Turbines and Power,1985,107(3):514-519.
    [4] Jansen W.Rotating stall in a radial vaneless diffuser[J].ASME Journal of Basic Engineering,1964,86(4):750-758.
    [5] Tsurusaki H,Kensaku I,Ryo M.A study on the rotating stall in vaneless diffusers of centrifugal fans[J].JSME International,Series B,1987,30(260):279-287.
    [6] Frigne P,Van Den Braembussche R.Distinction between different types of impeller and diffuser rotating stall in centrifugal compressor with vaneless diffuser[J].ASME Journal of Engineering for Gas Turbines and Power,1984,106(3):468-474.
    [7] Abidogun K B.An experimental investigation of stall characteristics in vaneless diffusers[D].Dhahran,Saudi Arabia:Mechanical Engineering Department,King Fahd University of Petroleum and Minerals,2000.
    [8] Abdelhamid A N.A new techinique for stabilizing the flow and improving the performance of vaneless radial diffusers[J],ASME Journal of Turbomachinery,1987,109(1):36-40.
    [9] Tsurusaki H,Kinoshita T.Flow control of rotating stall in a vaneless diffuser[J].ASME Journal of Fluids Engineering,2001,123(1):281-286.
    [10] Abdelhamid A N.Effects of vaneless diffuser geometry on flow instability in centrifugal compressor systems[J].Canadian Aeronautics and Space Journal,1983,29(3),259-266.
    [11] DAI Zhengyuan,GU Chuangang,WANG Tong,et al.Decision of sample sizes in experiments of turbulente flow based on wavelet analysis[J].Journal of Hydrodynamics,2006,18(3):324-328.
    [12] Senoo Y,Kinoshita Y.Influence of inlet flow conditions and geometries of centrifugal vaneless diffusers on critical flow angle for reverse flow[J].ASME Journal of Fluids Engineering,1977,99(1):98-103.
    [13] Tsujimoto Y,Yoshida Y,Mori Y.Study of vaneless diffuser rotating stall based on two dimensional inviscid flow analysis[J].ASME Journal of Fluids Engineering,1996,125(2):123-127.
    [14] Ljevar S,Lange H C D,Van Steenhoven A A.Rotating stall characteristics in a wide vaneless diffuser[C]// Proc.of ASME Turbo Expo 2005,Nevada,USA:Reno-Tahoe.
    [15] Karayiannis N B,Venetsanopoulos A N.Fast learning algorithms for neural networks[J].IEEE Transaction on Circuits and Systems Ⅱ:Analng and Digital Signal Processing,1992,39(7):453-474.
    [16] Oh S H.Improving the error back propagation algorithm with a modified error function[J].IEEE Transaction on Neural Networks,1997,8(3):799-803.
    [17] 徐晋.基于熵方误差的NL2SOL前馈神经网络[J].武汉大学学报,2004,37(6):55-58.XU Jin.NL2SOL feed forward neural network based on entropy square error function[J].Engineering Journal of Wuhan University,2004,37(6):55-58 (in Chinese).
    [18] Abdelhamid A N,Bertrand J.Distinction between two types of self-excited gas oscillation in vaneless radial diffusers[J].Canadian Aeronautics and Space Journal,1980,26(2):105-117.
    [19] Van Den Braembussche R,Frigne P,Roustan M.Rotating nonuniform flow in radial compressors[R].AGARD CP-282,1980.
  • 加载中
计量
  • 文章访问数:  1433
  • HTML浏览量:  13
  • PDF量:  430
  • 被引次数: 0
出版历程
  • 收稿日期:  2007-04-02
  • 修回日期:  2007-07-10
  • 刊出日期:  2008-04-28

目录

    /

    返回文章
    返回