TY - JOUR
T1 - Efficient Jacobian Computations for Complex ECT/EIT Imaging
AU - Neumayer, Markus
AU - Suppan, Thomas
AU - Bretterklieber, Thomas
AU - Wegleiter, Hannes
AU - Fox, Colin
PY - 2024/4
Y1 - 2024/4
N2 - The reconstruction of the spatial complex conductivity (Formula presented.) 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.
AB - The reconstruction of the spatial complex conductivity (Formula presented.) 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.
KW - complex conductivity
KW - FE simulation
KW - Green’s function
KW - inverse problem
KW - Jacobian
KW - quasi-static
KW - tomography
UR - http://www.scopus.com/inward/record.url?scp=85190131245&partnerID=8YFLogxK
U2 - 10.3390/math12071023
DO - 10.3390/math12071023
M3 - Article
SN - 2227-7390
VL - 12
JO - Mathematics
JF - Mathematics
IS - 7
M1 - 1023
ER -