Title :
Electrical impedance tomography reconstruction through simulated annealing with multi-stage partially evaluated objective functions
Author :
de Castro Martins, T. ; de Sales Guerra Tsuzuki, Marcos
Author_Institution :
Escola Politec. da Univ. de Sao Paulo, São Paulo, Brazil
Abstract :
The EIT reconstruction problem can be solved as an optimization problem using Simulated Annealing. Different objective functions have already been used: Euclidian distance between the simulated and observed potentials; total least squares error minimization. The objective function was partially evaluated in both methods. In this paper, a new image reconstruction method that combines the best characteristics from both described methods is proposed. The total reconstruction cost is smaller when compared to each method using one objective function alone. A denser reconstruction mesh is used, and a regularization is adopted by adding a new term similar to the first-order Tikhonov functional. The impact of the regularization in the previous two methods is also analyzed.
Keywords :
electric impedance imaging; image reconstruction; least squares approximations; medical image processing; minimisation; simulated annealing; EIT reconstruction problem; Euclidian distance; denser reconstruction mesh; electrical impedance tomography reconstruction; first-order Tikhonov functional; image reconstruction; multistage partially evaluated objective functions; optimization problem; simulated annealing; total least squares error minimization; Conductivity; Electric potential; Electrodes; Image reconstruction; Linear programming; Optimization; Tomography;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6611025