Volume 37 Issue 6
Jun.  2011
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Wu Xin, Qi Bojin, Zhang Jianheet al. Methods of image processing for automatic grading of porosity defects in aeronautical alloy[J]. Journal of Beijing University of Aeronautics and Astronautics, 2011, 37(6): 673-679. (in Chinese)
Citation: Wu Xin, Qi Bojin, Zhang Jianheet al. Methods of image processing for automatic grading of porosity defects in aeronautical alloy[J]. Journal of Beijing University of Aeronautics and Astronautics, 2011, 37(6): 673-679. (in Chinese)

Methods of image processing for automatic grading of porosity defects in aeronautical alloy

  • Received Date: 30 Mar 2010
  • Publish Date: 30 Jun 2011
  • Aiming at the disadvantage of manual grading of porosity in aeronautical alloy cast currently, a method of automatic grading by image processing and pattern recognition of computer to images got by X-ray radiography was put forward, and the methods of image processing and pattern recognition were mainly studied. According to the characteristics of gray distribution in typical porosity image, an algorithm of wavelet was taken to filter the disturbance of low frequency, which can remain the information of high frequency. Then segmentation was taken to pick up the porosity region and dimension characteristics of single porosity further, and macroscopic statistics and analysis was carried out. Neural network training was adopted by standard images from first level to eighth level, and finally the automatic grading of porosity was realized. The experimental results show that the method of image processing has good adaptability.

     

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  • [1] 龚磊清.针孔等级对铝合金铸件力学性能的影响[J].材料工程,1990(4):3-5 Gong Leiqing.Influnce on mechanical property of aluminum alloy cast by gas porosity level[J].Material Engineering,1990(4):3-5(in Chinese) [2] 时胜利,刘垒利,时惠英.铝合金针孔度的预测[J].铸造技术,1996,17(1):28-31 Shi Shengli,Liu Leili,Shi Huiying.Level forecast of gas porosity[J].Casting Technology,1996,17(1):28-31(in Chinese) [3] 李会玲,杨云龙,崔国明,等.铸造铝合金针孔度的图像分析[J].理化检验:物理分册,2005,41(12):613-615 Li Huiling,Yang Yunlong,Cui Guoming,et al.Image analysis of gas porosity level in aluminum alloy cast[J].Theoretic Chemical Examination:Physical Fascicule,2005,41(12):613-615(in Chinese) [4] Daum W,Rose P,Heidt H,et al.Automatic recognition of weld defects in X-ray inspection[J].British Journal of NDT,1987,29(2):140-145 [5] Kehoe A,Parker G A.Image processing for industrial radiograph inspection[J].British Journal of NDT,1990,32(4):183-190 [6] 周正干,杜圆媛.航空发动机叶片X射线数字图像分析的一种新方法[J].中国机械工程,2006,17(21):2270-2273 Zhou Zhenggan,Du Yuanyuan.A new analysis method for digital radiograph of turbine blade[J].Mechanical Engineering of China,2006,17(21):2270-2273(in Chinese) [7] Kaftandjian V,Zhu Y M,Peix G,et al.Automatic recognition of defects inside aluminium ingots by X-ray imaging[J].Insight,1996,38(9):618-625 [8] Strickland R K,Hahn H I.Wavelet transforms methods for objects detection and recovery[J].IEEE Trans Image Process,1997,6(5):724-735 [9] Kehoe A,Parker G A.An intelligent knowledge based approach for the automated radiographic inspection of castings[J].NDT&E Int,1992,25(1):23-36 [10] Ostu N.A threshold selection method from gray level histogram[J].IEEE Transactions on System,Man and Cybernetics,1979,9(1):62-66 [11] 朱虹,许朝辉,周健.基于PCR凝胶成像的信息自动提取[J].中国图象图形学报,2007,7(12A):1285-1290 Zhu Hong,Xu Zhaohui,Zhou Jian.Auto-extraction techniques of information based on PCR gelation image[J].Journal of Image and Graphics,2007,7(12A):1285-1290(in Chinese) [12] 田涌涛,李霞,王有庆,等.基于二维三项多项式拟合的阈值曲面分割法[J].计算机工程,2003,29(4):127-129 Tian Yongtao,Li Xia,Wang Youqing,et al.A segmentation method using threshold surface based on two-dimensional cubic fit[J].Computer Engineering,2003,29(4):127-129(in Chinese) [13] 杨福生.小波变换的工程分析与应用[M].北京:科学出版社,1999 Yang Fusheng.Engineering analysis and application of wavelet transforms[M].Beijing:Science Press,1999(in Chinese) [14] 苏惠敏,高剑宏,陈哲.BP网络实时图像自动选取算法研究[J].北京亚洲成人在线一二三四五六区学报,2002,28(2):194-197 Su Huimin,Gao Jianhong,Chen Zhe.Study on automatic selection of current image by BP network[J].Journal of Beijing University of Aeronautics and Astronautics,2002,28(2):194-197(in Chinese) [15] 王伟.人工神经网络入门与应用[M].北京:北京亚洲成人在线一二三四五六区出版社,1995 Wang Wei.Artifical neural network introduction and application[M].Beijing:Beijing University of Aeronautics and Astronautics Press,1995(in Chinese)
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