WANG Lei, GUO Shu-xia, ZHANG Feng-ling, FENG Bin, ZHANG Jian-cheng. Uncertainty in vision based diameter measurement of mini milling cutter[J]. Editorial Office of Optics and Precision Engineering, 2012,(4): 880-887
WANG Lei, GUO Shu-xia, ZHANG Feng-ling, FENG Bin, ZHANG Jian-cheng. Uncertainty in vision based diameter measurement of mini milling cutter[J]. Editorial Office of Optics and Precision Engineering, 2012,(4): 880-887 DOI: 10.3788/OPE.20122004.0880.
Uncertainty in vision based diameter measurement of mini milling cutter
A machine vision system is proposed to measure the diameter of a mini milling cutter on line
and the measurement uncertainty is analyzed in this paper. The system consists of a back-light source
a rotate stage
a rotary encoder
a camera and corresponding software. While the milling cutter rotates
the camera is triggered by the rotary encoder and a series of images are captured. The sources of uncertainty and their effects are analyzed
including the parallelism of the light source
lens distortion
CCD noise
focusing situation
the geometric properties of tested objects and the algorithm design. According to results of experiments
the uncertainty mainly depends on the geometric property of the tested object when sampling rate is not enough
otherwise
it is mainly relative to the parallelism of the light source. In the experiment performed
the system uncertainty is 4 m with a sampling rate of 33 frame/circle
both accuracy and efficiency meet the requirement of manufacturing.
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references
CARSTEN S, MARKUS U. 机器视觉算法与应用[M]. 北京:清华大学出版社,2009. CARSTEN S, MARKUS U. Machine Vision Algorithms and Application [M]. Beijing: Hsinghua University Publishing, 2009. (in Chinese)[2] ANDERS R, ANNA-KARIN C, KENNETH E. Accuracy investigation of a vision based system for pose measurements [J]. Control, Automation, Robotics and Vision, 2006,5-8:1-6.[3] LIU M L,LI K J,CAI H M, et al.. Vision measurement method for impact point in large planarregion[J]. Intelligent Control and Information Processing (ICICIP), 2010,13-15:379-83.[4] WANG X J, GAO J, WANG L, et al.. Robust processing method for rotationally symmetric triangulation sensor [J]. Chinese Journal of Scientific Instrument, 2007, 28(2):203-211.[5] 伍济钢,宾鸿赞. 机器视觉的薄片零件尺寸检测系统[J]. 光学 精密工程,2007,15(1):124-130. WU J G, BIN H Z. Dimensional inspecting system of thin sheet parts based on machine vision[J]. Opt. Precision Eng., 2007,15(1):124-130. (in Chinese)[6] AGGARWAL C C, YU P S. A survey of uncertain data algorithms and applications [J]. IEEE Transactions on Knowledge and Data Engineering, 2009,21(5):609-623.[7] 彭宇,罗清华,彭喜元. 网络化测试体系中不确定性数据处理方法浅析[J]. 仪器仪表学报,2010,31(1):229-240. PENG Y, LUO Q H, PENG X Y. Analysis of uncertain data processing methods in networking test framework [J]. Chinese Journal of Scientific Instrument, 2010,31(1):229-240. (in Chinese)[8] 彭宇,罗清华,彭喜元. UIDK-means:多维不确定性测量数据聚类算法[J]. 仪器仪表学报,2011,32(1):1201-1207. PENG Y, LUO Q H, PENG X Y. UIDK-means: A mnlti-dimensional uncertain measurement data clustering algorithm [J]. Chinese Journal of Scientific Instrument, 2011,32(1):1201-1207. (in Chinese)[9] LIU ZH M, LIU F. Evaluation and expression of uncertainty in measurement[J]. China Academic Journal Electronic Publishing House, 1996(2):96-99.[10] RAFAEL C C, RICHARD E W. 数字图像处理[M]. 2版. 北京:电子工业出版社, 2009. RAFAEL C C, RICHARD E W. Digital Image Processing[M]. 2nd ed.Beijing:Publishing House of Electronics Industry, 2009. (in Chinese)[11] ZHAO L P, LI X, FANG ZH P. 塑料眼镜内外缺陷检测的全内反射照明技术[J]. 光学 精密工程, 2011,19(9):2247-2254. ZHAO L P, LI X, FANG ZH P. TIR illumination technology for defect inspection of plastic ophthalmic lens[J]. Opt. Precision Eng., 2011,19(9):2247-2254. (in Chinese)[12] KIM A. Cramér-Rao lower bounds on the performance of charge-coupled-device optical position estimators[J]. Journal of the Optical Society of America, 1986,3(11):1809-1815.[13] BRUCE R H, ROBERT C S, THOMAS J, et al.. CMOS active pixel sensor specific performance effects on star trackernmager position accuracy[J]. SPIE, 2001, 4284:43-53.[14] WANG L, GAO J, WANG X J, et al.. Fundamental uncertainty in rotationally symmetric and anamorphic laser triangulation[J]. Chinese Journal of Electronics, 2008,17(1):8-11.[15] WANG L, GAO J, WANG X J, et al.. Eccentric error and compensation in rotationally symmetric laser triangulation[J]. Chinese Journal of Scientific Instrument, 2007,28(9):1548-1553.[16] HEALEY G E,KONDEPUDY R. Radiometric CCD camera calibration and noise estimation[J]. IEEE Trans. Pattern Anal. Mach. Intell, 1994,16(3):267-276. [17] WU Q,CHI Y B,WANG ZH Y. CCD noise effect on data transmission efficiency of onboard lossless-compressed remote sensing images[J]. Information Engineering and Computer Science, 2009,19-20:1-4.[18] 贺忠海,王宝光,廖怡白. 理想边缘产生方法的研究[J]. 光学 精密工程, 2002, 10(1):89-93. HE ZH H,WANG B G, LIAO Y B. Study of method for generating ideal edges[J]. Opt. Precision Eng., 2002,10(1):89-93.(in Chinese)