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A CRAMER RAO BOUND APPROACH FOR EVALUATING THE QUALITY OF EXPERIMENTAL SETUPS IN ELECTRICAL IMPEDANCE TOMOGRAPHY

机译:用于评估电阻抗层析成像实验装置质量的Cramer Rao界方法

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In this report, we propose the application of the Cramer Rao Lower Bound (CRLB) as a performance measure for optimal design of experimental setups in electrical impedance tomography. In particular, we focus on the optimum positioning of electrodes. Cramer Rao Bound is bounded from below by the inverse of the Fisher in formation matrix (FIM). FIM incorporates all aspects of the forward problem, statistical properties of the measure ment noise, and multi-frequency data. We consider the ap plication of CRB in both the deterministic as well as the Bayesian setting. We first present the CRB for the case of the unbiased estimator and then the Bayesian Cramdr Rao Bound (BCRB) for the case of the biased estimator. All CRB computations are performed using a measured noise model from a clinical experiment.
机译:在本报告中,我们建议应用Cramer Rao下界(CRLB)作为性能指标,以优化电阻抗层析成像实验装置的设计。特别是,我们专注于电极的最佳定位。 Cramer Rao边界从下方被地层矩阵(FIM)中的Fisher逆定界。 FIM结合了前向问题的所有方面,测量噪声的统计属性以及多频数据。我们在确定性和贝叶斯设置中都考虑了CRB的应用。对于无偏估计量,我们首先给出CRB,然后对有偏估计量,给出贝叶斯Cramdr Rao Bound(BCRB)。所有CRB计算都是使用临床实验中测得的噪声模型进行的。

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