Efficient Jacobian Computations for Complex ECT/EIT Imaging

The reconstruction of the spatial complex conductivity <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>σ</mi><mo>+</mo><mi>j</mi><mi>ω</mi><msub>&l...

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Bibliographic Details
Main Authors: Markus Neumayer, Thomas Suppan, Thomas Bretterklieber, Hannes Wegleiter, Colin Fox
Format: Article
Language:English
Published: MDPI AG 2024-03-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/12/7/1023
Description
Summary:The reconstruction of the spatial complex conductivity <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>σ</mi><mo>+</mo><mi>j</mi><mi>ω</mi><msub><mi>ε</mi><mn>0</mn></msub><msub><mi>ε</mi><mi mathvariant="normal">r</mi></msub></mrow></semantics></math></inline-formula> from complex valued impedance measurements forms the inverse problem of complex electrical impedance tomography or complex electrical capacitance tomography. Regularized Gauß-Newton schemes have been proposed for their solution. However, the necessary computation of the Jacobian is known to be computationally expensive, as standard techniques such as adjoint field methods require additional simulations. In this work, we show a more efficient way to computationally access the Jacobian matrix. In particular, the presented techniques do not require additional simulations, making the use of the Jacobian, free of additional computational costs.
ISSN:2227-7390