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Optimal model order selection for transient error autoregressive moving average (TERA) MRI reconstruction method

Najeeb, Athaur Rahman and Salami, Momoh Jimoh Eyiomika and Aibinu, Abiodun Musa and Shafie, Amir Akramin (2008) Optimal model order selection for transient error autoregressive moving average (TERA) MRI reconstruction method. International Journal of Computer, Electrical, Automation, Control and Information Engineering, 2 (6). pp. 1834-1838. ISSN 2070-3740

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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: Article (Journal)
Additional Information: 3800/57687
Uncontrolled Keywords: —Autoregressive Moving Average (ARMA), Magnetic Resonance Imaging (MRI), Parametric modeling, Transient Error
Subjects: T Technology > T Technology (General) > T10.5 Communication of technical information
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): Kulliyyah of Engineering > Department of Electrical and Computer Engineering
Depositing User: Br Athaur Rahman Najeeb
Date Deposited: 28 Sep 2017 15:00
Last Modified: 28 Sep 2017 15:00
URI: http://irep.iium.edu.my/id/eprint/57687

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