Estimation of non-stationary region boundaries in EIT - state estimation approach

被引:45
作者
Kolehmainen, V [1 ]
Voutilainen, A [1 ]
Kaipio, JP [1 ]
机构
[1] Univ Kuopio, Dept Appl Phys, Kuopio 70211, Finland
关键词
D O I
10.1088/0266-5611/17/6/324
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We propose a novel numerical approach to the non-stationary electrical impedance tomography (EIT) problem in the case of a piecewise constant conductivity distribution. The assumption is that the body Omega consists of disjoint regions with smooth boundaries and known values of the conductivity. In addition, the region boundaries are assumed to be non-stationary in the sense that they may exhibit significant changes during the acquisition of one traditional EIT frame. In the proposed method, the inverse problem is formulated as a state estimation problem. Within the state estimation formulation the shape representation of the region boundaries is considered as a stochastic process. The objective is to estimate a sequence of states for the time-varying region boundaries, given the temporal evolution model of the boundaries, the observation model and the data on delta Omega. In the proposed method, the state estimates are computed using the extended Kalman filter. The implementation of the method is based on Fourier representation of the region boundaries and on the finite-element method. The performance of the method is evaluated using noisy synthetic data. In addition, the choice of the current injection strategy is discussed and it is found that the use of only a few principal current patterns may lead to substantially better results in nonstationary situations.
引用
收藏
页码:1937 / 1956
页数:20
相关论文
共 63 条
[61]   AIR-CORE IMAGING IN CYCLONIC SEPARATORS - IMPLICATIONS FOR SEPARATOR DESIGN AND MODELING [J].
WILLIAMS, RA ;
ILYAS, OM ;
DYAKOWSKI, T ;
DICKIN, FJ ;
GUTIERREZ, JA ;
WANG, M ;
BECK, MS ;
SHAH, C ;
RUSHTON, A .
CHEMICAL ENGINEERING JOURNAL AND THE BIOCHEMICAL ENGINEERING JOURNAL, 1995, 56 (03) :135-141
[62]   A ROBUST IMAGE-RECONSTRUCTION ALGORITHM AND ITS PARALLEL IMPLEMENTATION IN ELECTRICAL-IMPEDANCE TOMOGRAPHY [J].
WOO, EJ ;
HUA, P ;
WEBSTER, JG ;
TOMPKINS, WJ .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1993, 12 (02) :137-146
[63]  
WOO EJ, 1992, IEEE T MED IMAGING, V11