Volume 43 Issue 12
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Zhang Wenwen, Liu Jingjing, Chen Qian, Gu Guohua. Estimation method for noise parameter of electron multiplying CCD[J]. Infrared and Laser Engineering, 2014, 43(12): 4146-4152.
Citation: Zhang Wenwen, Liu Jingjing, Chen Qian, Gu Guohua. Estimation method for noise parameter of electron multiplying CCD[J]. Infrared and Laser Engineering, 2014, 43(12): 4146-4152.

Estimation method for noise parameter of electron multiplying CCD

  • Received Date: 2014-04-09
  • Rev Recd Date: 2014-05-20
  • Publish Date: 2014-12-25
  • In order to evaluate the size of image noise of electron multiplying CCD (EMCCD) quantitatively and achieve an accurate estimation of the EMCCD image noise parameters, the ECMMD noise distribution and its parameter estimation methods were studied. Firstly, the sources and statistical properties of EMCCD noise were discussed, and thereby an EMCCD noise distribution model was established. Then two EMCCD noise parameter estimation methods --the moment estimation method and the Gauss -Newton method were proposed and Monte Carlo simulation was done to verify their performance. The results show that both the average relative error and the relative standard deviation of the two methods are of 10-2 magnitude, presenting high estimation accuracy, and the Gauss -Newton method get better performance. With integration time of 50 s, a series of EMCCD images of the dark field with no gain and images of the background with gain of 50 were obtained. Using the moment estimation method and the Gauss-Newton method, the dark current noise, clock induced charge noise and readout noise were estimated. The results present that the estimated value is consistent with the EMCCD index value, which proves the moment estimation method and the Gauss -Newton method are able to estimate the noise parameter effectively and has a high accuracy.
  • [1]
    [2] Robbins M S, Hangwen B J. The Noise performance of electron multiplying charge coupled devices [J]. IEEE Transactions on Electron Devices, 2003, 50(5): 1227-1232.
    [3]
    [4] Zhou Beibei, Chen Qian, He Weiji. Distributed equivalent circuit model for the charge carrier multiplier of electron multiplying CCDs [J]. Infrared and Laser Engineering, 2011, 40(2): 229-234. (in Chinese)
    [5] Zhang Chanlin, Chen Qian, Yin Liju. Multiplication model of electron multiplying CCD based on single type of carrier[J]. Acta Armamentarii, 2011, 32 (5): 580-583. (in Chinese)
    [6]
    [7] Zhang Wenwen, Chen Qian. Noise characteristics of electron multiplying charge coupled devices [J]. Acta Photonica Sinica, 2009, 38(4): 756-760. (in Chinese)
    [8]
    [9] Zou Pan, Liu Hui, Zhang Wenwen, et al. Parameter estimation of noise distribution model of EMCCD based on the expectation-maximization method[J]. Infrared and Laser Engineering, 2013, 42(1): 268-272. (in Chinese)
    [10]
    [11]
    [12] Snyder D L, Hammoud A M, White R L. Image recovery from data acquired with a charge-coupled-device camera[J]. JOSA A, 1993, 10(5): 1014-1023.
    [13] Zhou Hongchao, Zhu Jubo, Wang Zhengming. Parametric estimation of mixed poisson-gaussian distribution model [J]. Chinese Space Science and Technology, 2005, 25 (2): 1-5. (in Chinese)
    [14]
    [15] Tan Donglian, Xiao Rucheng. Parameter identification of existing bridge structure based on improved Gauss-Newton algorithm[J]. Journal of Changan University, 2007, 27(4): 57-60. (in Chinese)
    [16]
    [17]
    [18] Donald L Snyder, Carl W Helstrom. Compensation for readout noise in CCD images [J]. Journal of the Optical Society of America, 1995, 12(2): 272-283.
    [19] Zhang Yuigui, Li Tao, He Zhikuan. Noise analysis of EMCCD and optimum design of its operating mode [J]. Advanced Materials Research, 2012, 571: 229-233.
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Estimation method for noise parameter of electron multiplying CCD

  • 1. School of Electronic Engineering & Photoelectric Technology,Nanjing University of Science & Technology,Nanjing 210094,China

Abstract: In order to evaluate the size of image noise of electron multiplying CCD (EMCCD) quantitatively and achieve an accurate estimation of the EMCCD image noise parameters, the ECMMD noise distribution and its parameter estimation methods were studied. Firstly, the sources and statistical properties of EMCCD noise were discussed, and thereby an EMCCD noise distribution model was established. Then two EMCCD noise parameter estimation methods --the moment estimation method and the Gauss -Newton method were proposed and Monte Carlo simulation was done to verify their performance. The results show that both the average relative error and the relative standard deviation of the two methods are of 10-2 magnitude, presenting high estimation accuracy, and the Gauss -Newton method get better performance. With integration time of 50 s, a series of EMCCD images of the dark field with no gain and images of the background with gain of 50 were obtained. Using the moment estimation method and the Gauss-Newton method, the dark current noise, clock induced charge noise and readout noise were estimated. The results present that the estimated value is consistent with the EMCCD index value, which proves the moment estimation method and the Gauss -Newton method are able to estimate the noise parameter effectively and has a high accuracy.

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