Projection-based preprocessing for electrical impedance tomography to reduce the effect of electrode contacts

TL;DR

This paper presents a projection-based preprocessing method for electrical impedance tomography that reduces electrode contact uncertainties' impact on image quality without explicitly estimating contact parameters, improving reconstructions.

Contribution

The work introduces a novel Jacobian projection technique that enhances EIT reconstruction robustness against contact uncertainties without needing explicit contact estimation.

Findings

Effective reduction of contact uncertainty effects in EIT reconstructions.

Good quality images achieved with single-step linearization and regularization.

Method applicable even with significant differences in contact conductivities.

Abstract

This work introduces a method for preprocessing measurements of electrical impedance tomography to considerably reduce the effect uncertainties in the electrode contacts have on the reconstruction quality, without a need to explicitly estimate the contacts. The idea is to compute the Jacobian matrix of the forward map with respect to the contact strengths and project the electrode measurements and the forward map onto the orthogonal complement of the range of this Jacobian. Using the smoothened complete electrode model as the forward model, it is demonstrated that inverting the resulting projected equation with respect to only the internal conductivity of the examined body results in good quality reconstructions both when resorting to a single step linearization with a smoothness prior and when combining lagged diffusivity iteration with total variation regularization. The quality of the reconstructions is further improved if the range of the employed projection is also orthogonal to that of the Jacobian with respect to the electrode positions. These results hold even if the projections are formed at internal and contact conductivities that significantly differ from the true ones; it is numerically demonstrated that the orthogonal complement of the range of the contact Jacobian is almost independent of the conductivity parameters at which it is evaluated. In particular, our observations introduce a numerical technique for inferring whether a change in the electrode measurements is caused by a change in the internal conductivity or alterations in the electrode contacts, which has potential applications, e.g., in bedside monitoring of stroke patients. The ideas are tested both on simulated data and on real-world water tank measurements with adjustable contact resistances.