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Parameter Estimation of Noise Distribution Model of Electron Multiplying CCD Based on the Moment Estimation

机译:基于矩估计的电子倍增CCD噪声分布模型的参数估计

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The electron multiplying CCD (EMCCD) use impact ionization to provide high gain in the charge domain. This enables performance with an equivalent input noise of much less than 1 rms electron at pixel rates. Based on the discussion of image noise sources and their statistic characteristics of the EMCCD, the noise distribution model is established. The method of moment estimation is applied to complete the parameter estimation of noise distribution model of the EMCCD. A Monte Carlo method is used to do the simulation calculations. Simulation results verify the effectiveness of the method of moment estimation. Acquiring series of images from the EMCCD when there is no signal input, experimental results demonstrate that parameter estimation values agree fairly well with the EMCCD camera parameters.
机译:电子倍增CCD(EMCCD)使用碰撞电离在电荷域中提供高增益。这样就可以在像素速率下获得等效电子输入噪声远远小于1 rms电子的性能。在讨论图像噪声源及其EMCCD的统计特性的基础上,建立了噪声分布模型。应用力矩估计方法完成了EMCDCD噪声分布模型的参数估计。使用蒙特卡洛方法进行仿真计算。仿真结果验证了力矩估计方法的有效性。在没有信号输入的情况下从EMCCD获取一系列图像,实验结果表明,参数估计值与EMCCD摄像机参数非常吻合。

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