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Posterior covariance related optimal current patterns in electrical impedance tomography

J P Kaipio1, A Seppänen1, E Somersalo2 and H Haario3

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Within the deterministic inversion framework, the optimal current pattern theory of electrical impedance tomography is well developed. This theory focuses on the notion of distinguishability, which amounts to optimizing the current patterns so that the difference of voltage measurements corresponding to two different predetermined conductivity distributions is maximized. However, it is often difficult to specify the two conductivity distributions. Especially in the framework of statistical inversion theory in which prior information is specified in the form of probability distributions, other approaches are needed. In the statistical inversion framework, the mean accuracy of the conductivity estimates can be described by the posterior covariance. In this paper, we propose to optimize the current patterns based on criteria that are functionals of the posterior covariance matrix. This approach uses the linearized likelihood distribution and results in nonlinear optimization problems with nonlinear equality constraints. We show that optimal current patterns can be constructed for such cases in which the distinguishability approach cannot be employed. Also, it is shown that in some cases only a few current patterns are needed in order to exhaust most of the information available in EIT measurements in the sense that conducting further measurements does not considerably decrease the uncertainty related to the estimates.


PACS

87.63.Pn Electrical impedance tomography (EIT)

84.37.+q Electric variable measurements (including voltage, current, resistance, capacitance, inductance, impedance, and admittance, etc.)

02.50.Cw Probability theory

MSC

60Axx Foundations of probability theory

Subjects

Computational physics

Electronics and devices

Instrumentation and measurement

Medical physics

Dates

Issue 3 (June 2004)

Received 3 November 2003, in final form 16 February 2004

Published 13 April 2004



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