Image Reconstruction Using Interval Simulated Annealing in Electrical Impedance Tomography


Autoria(s): Martins, Thiago de Castro; Camargo, Erick Dario León Bueno de; Lima, Raul Gonzalez; Amato, Marcelo Britto Passos; Tsuzuki, Marcos de Sales Guerra
Contribuinte(s)

UNIVERSIDADE DE SÃO PAULO

Data(s)

24/10/2013

24/10/2013

2012

Resumo

Electrical impedance tomography (EIT) is an imaging technique that attempts to reconstruct the impedance distribution inside an object from the impedance between electrodes placed on the object surface. The EIT reconstruction problem can be approached as a nonlinear nonconvex optimization problem in which one tries to maximize the matching between a simulated impedance problem and the observed data. This nonlinear optimization problem is often ill-posed, and not very suited to methods that evaluate derivatives of the objective function. It may be approached by simulated annealing (SA), but at a large computational cost due to the expensive evaluation process of the objective function, which involves a full simulation of the impedance problem at each iteration. A variation of SA is proposed in which the objective function is evaluated only partially, while ensuring boundaries on the behavior of the modified algorithm.

Fundacao de Amparo a Pesquisa do Estado de Sao Paulo (FAPESP)

Fundacao de Amparo a Pesquisa do Estado de Sao Paulo (FAPESP) [2009/07173-2, 2010/19380-0, 2009/14699-0]

Conselho Nacional de Desenvolvimento Cientifico e Tecnologico [304.258/2007-5, 309.570/2010-7]

Conselho Nacional de Desenvolvimento Cientifico e Tecnologico

Identificador

IEEE Transactions of Biomedical Engineering, Piscataway, v. 59, n. 7, supl. 1, Part 2, p. 1861-1870, Jul, 2012

0018-9294

http://www.producao.usp.br/handle/BDPI/36003

10.1109/TBME.2012.2188398

http://dx.doi.org/10.1109/TBME.2012.2188398

Idioma(s)

eng

Publicador

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC

Piscataway

Relação

IEEE Transactions on BiomedicalT Engineering

Direitos

restrictedAccess

Copyright IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC

Palavras-Chave #ELECTRICAL IMPEDANCE TOMOGRAPHY (EIT) #INVERSE PROBLEM #SIMULATED ANNEALING #ALGORITHM #ENGINEERING, BIOMEDICAL
Tipo

article

original article

publishedVersion