Application of Digital Image Correlation Method Based on Genetic Algorithm in Micro-Displacement Measurement

被引:8
|
作者
Ge Pengxiang [1 ]
Ye Pei [1 ]
Li Guihua [1 ]
机构
[1] Anhui Univ, Coll Elect Engn & Automat, Hefei 230601, Anhui, Peoples R China
关键词
measurement; digital image correlation method; micro-displacement; matching precision; searching speed; genetic algorithm;
D O I
10.3788/AOS201838.0612006
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Three integer pixel search algorithms of genetic algorithm, particle swarm optimization, and artificial fish swarm algorithm applied in the micro-displacement measurement arc studied and compared. The matching precision of the images is evaluated by the size of the correlation coefficient and the normalized cross-correlation function is selected as the correlation coefficient and the objective function of algorithms. The objective function is iteratively solved to obtain the micro-displacement result of the integer pixels. The simulated speckle pattern is taken as the research object, and the matching precision, searching speed, and micro-displacement measurement results for these three algorithms arc compared and analyzed. The results show that the genetic algorithm has obvious advantages in the matching precision, searching speed and micro-displacement measurement precision, which can meet the application requirements of the digital image correlation method in the micro -displacement measurement.
引用
收藏
页数:6
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