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Optimal model order selection for Transient Error Autoregressive Moving Average (TERA) MRI reconstruction method

Aibinu, Abiodun Musa and Najeeb, Athaur Rahman and Salami, Momoh Jimoh Emiyoka and Shafie, Amir Akramin (2008) Optimal model order selection for Transient Error Autoregressive Moving Average (TERA) MRI reconstruction method. In: International Conference on Medical system Engineering (ICMSE).

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Abstract

An alternative approach to the use of Discrete Fourier Transform (DFT) for Magnetic Resonance Imaging (MRI) reconstruction is the use of parametric modeling technique. This method is suitable for problems in which the image can be modeled by explicit known source functions with a few adjustable parameters. Despite the success reported in the use of modeling technique as an alternative MRI reconstruction technique, two important problems constitutes challenges to the applicability of this method, these are estimation of Model order and model coefficient determination. In this paper, five of the suggested method of evaluating the model order have been evaluated, these are: The Final Prediction Error (FPE), Akaike Information Criterion (AIC), Residual Variance (RV), Minimum Description Length (MDL) and Hannan and Quinn (HNQ) criterion. These criteria were evaluated on MRI data sets based on the method of Transient Error Reconstruction Algorithm (TERA). The result for each criterion is compared to result obtained by the use of a fixed order technique and three measures of similarity were evaluated. Result obtained shows that the use of MDL gives the highest measure of similarity to that use by a fixed order technique.

Item Type: Conference or Workshop Item (Full Paper)
Additional Information: 6472/5452
Uncontrolled Keywords: Autoregressive Moving Average (ARMA), Magnetic Resonance Imaging (MRI), Parametric modeling, Transient Error
Subjects: T Technology > T Technology (General)
Kulliyyahs/Centres/Divisions/Institutes: Kulliyyah of Engineering > Department of Mechatronics Engineering
Depositing User: Dr Abiodun Musa Aibinu
Date Deposited: 11 Jun 2012 15:04
Last Modified: 11 Jun 2012 15:04
URI: http://irep.iium.edu.my/id/eprint/5452

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