Cellular neural network to detect spurious vectors in PIV data

被引:47
作者
Liang, DF [1 ]
Jiang, CB [1 ]
Li, YL [1 ]
机构
[1] Tsing Hua Univ, Dept Hydraul & Hydropower Engn, Beijing 100084, Peoples R China
关键词
D O I
10.1007/s00348-002-0530-8
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper proposes an artificial neural network (ANN) method to effectively detect spurious velocity vectors in a velocity field measured by particle image velocimetry (PIV). The neural network is a recurrent network referred to as a cellular neural network (CNN). The method is compared with the local-median method to remove measurement outliers. Both artificially generated velocity fields containing known errors and actual experimental data were used to study the performance of these methods. The influences of the velocity gradient and the error percentage are discussed. The CNN model was shown to be more efficient for removal of erroneous vectors.
引用
收藏
页码:52 / 62
页数:11
相关论文
共 20 条
[1]  
ADRIAN RJ, 1988, LASER ANEMOMETRY FLU, V3, P115
[2]  
CAROSONE F, 1995, EXP FLUIDS, V19, P225, DOI 10.1007/BF00196470
[3]  
CENEDESE A, 1992, INT S LAS AN LADOAN
[4]   PARTICLE IMAGE VELOCIMETRY - ESTIMATION OF MEASUREMENT CONFIDENCE AT LOW SEEDING DENSITIES [J].
COUPLAND, JM ;
PICKERING, CJD .
OPTICS AND LASERS IN ENGINEERING, 1988, 9 (3-4) :201-210
[5]   The use of neural techniques in PIV and PTV [J].
Grant, I ;
Pan, X .
MEASUREMENT SCIENCE AND TECHNOLOGY, 1997, 8 (12) :1399-1405
[6]   PIV error correction [J].
Hart, DP .
EXPERIMENTS IN FLUIDS, 2000, 29 (01) :13-22
[7]  
KEANE R, 1990, MEAS SCI TECHNOL, V2, P1202
[8]   A new neural network for particle-tracking velocimetry [J].
Labonté, G .
EXPERIMENTS IN FLUIDS, 1999, 26 (04) :340-346
[9]   EFFECT OF RESOLUTION ON THE SPEED AND ACCURACY OF PARTICLE IMAGE VELOCIMETRY INTERROGATION [J].
PRASAD, AK ;
ADRIAN, RJ ;
LANDRETH, CC ;
OFFUTT, PW .
EXPERIMENTS IN FLUIDS, 1992, 13 (2-3) :105-116
[10]   Iterative multigrid approach in PIV image processing with discrete window offset [J].
Scarano, F ;
Riethmuller, ML .
EXPERIMENTS IN FLUIDS, 1999, 26 (06) :513-523