A turbulent-wake estimation using radial basis function neural networks

被引：17
|
作者：
Hocevar, M [1 ]
Sirok, B [1 ]
Grabec, I [1 ]
机构：
[1] Univ Ljubljana, Fac Mech Engn, SI-1000 Ljubljana, Slovenia
来源：
FLOW TURBULENCE AND COMBUSTION | 2005年 / 74卷 / 03期
关键词：
turbulence; experimental modelling; radial basis function neural network; visualization;
D O I：
10.1007/s10494-005-5728-4
中图分类号：
O414.1 [热力学];
学科分类号：
摘要：
An estimation of the fluctuations in the passive-tracer concentration for the turbulent wake behind an airfoil is presented. The estimation is based on experimental modelling using Radial Basis Function Neural Networks. For the experiment the fluctuations of the concentration in the turbulent wake were recorded with a visualization method. The records of the concentration in the selected regions of the turbulent wake were used as the input and output regions for the training and estimation with neural networks. The uncertainty of the estimation increased with increasing distance between the input and the output regions. The power spectra, the spatial correlation functions and the profiles of the concentration were calculated from the measured and estimated fluctuations of the concentration. The measured and estimated concentration power spectra were in reasonable agreement. The measured and estimated spatial correlation functions and the profiles of the concentration showed a similar agreement.
引用
收藏
页码：291 / 308
页数：18
相关论文
共 50 条
  • [31] Flank Wear Estimation in Face Milling Based on Radial Basis Function Neural Networks
    P. Srinivasa
    T.N. Nagabhushana
    P.K. Ramakrishna Rao
    The International Journal of Advanced Manufacturing Technology, 2002, 20 : 241 - 247
  • [32] Flank wear estimation in face milling based on radial basis function neural networks
    Pai, PS
    Nagabhushana, TN
    Rao, PKR
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2002, 20 (04): : 241 - 247
  • [33] Radial Basis Function Neural Networks for Channel Estimation in MIMO-OFDM Systems
    Seyman, M. Nuri
    Taspinar, Necmi
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2013, 38 (08) : 2173 - 2178
  • [34] Flank wear estimation in face milling based on radial basis function neural networks
    Pai Srinivasa, P.
    Nagabhushana, T.N.
    Ramakrishna Rao, P.K.
    1600, Springer-Verlag London Ltd (20):
  • [35] Direction of Arrival (DOA) Estimation Algorithm Based on the Radial Basis Function Neural Networks
    He, Hong
    Li, Tao
    Yang, Tong
    He, Lin
    ADVANCES IN MULTIMEDIA, SOFTWARE ENGINEERING AND COMPUTING, VOL 1, 2011, 128 : 389 - +
  • [36] A Hybrid Estimation Technique Using Elliptical Radial Basis Neural Networks and Cokriging
    Matthew Samson
    Clayton V. Deutsch
    Mathematical Geosciences, 2022, 54 : 573 - 591
  • [37] A Hybrid Estimation Technique Using Elliptical Radial Basis Neural Networks and Cokriging
    Samson, Matthew
    Deutsch, Clayton, V
    MATHEMATICAL GEOSCIENCES, 2022, 54 (03) : 573 - 591
  • [38] Extreme Reformulated Radial Basis Function Neural Networks
    Bi, Gexin
    Dong, Fang
    SIXTH INTERNATIONAL SYMPOSIUM ON NEURAL NETWORKS (ISNN 2009), 2009, 56 : 101 - 110
  • [39] On simultaneous approximations by radial basis function neural networks
    Li, X
    APPLIED MATHEMATICS AND COMPUTATION, 1998, 95 (01) : 75 - 89
  • [40] Kernel orthonormalization in radial basis function neural networks
    Kaminski, W
    Strumillo, P
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 1997, 8 (05): : 1177 - 1183
12345