Jaroudi, Rym, Baravdish, George, Johansson, B. Tomas and Åström, Freddie (2019). Numerical reconstruction of brain tumours. Inverse Problems in Science and Engineering, 27 (3), pp. 278-298.
Abstract
We propose a nonlinear Landweber method for the inverse problem of locating the brain tumour source (origin where the tumour formed) based on well-established models of reaction–diffusion type for brain tumour growth. The approach consists of recovering the initial density of the tumour cells starting from a later state, which can be given by a medical image, by running the model backwards. Moreover, full three-dimensional simulations are given of the tumour source localization on two types of data, the three-dimensional Shepp–Logan phantom and an MRI T1-weighted brain scan. These simulations are obtained using standard finite difference discretizations of the space and time derivatives, generating a simple approach that performs well.
Publication DOI: | https://doi.org/10.1080/17415977.2018.1456537 |
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Divisions: | College of Engineering & Physical Sciences > Systems analytics research institute (SARI) |
Additional Information: | © 2018 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group. This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited, and is not altered, transformed, or built upon in any way |
Uncontrolled Keywords: | Inverse problems,landweber method,mathematical biology,medical imaging,nonlinear parabolic equations,reaction–diffusion equations,three-dimensional simulations of brain tumour growth,General Engineering,Computer Science Applications,Applied Mathematics |
Publication ISSN: | 1741-5985 |
Last Modified: | 09 Dec 2024 17:01 |
Date Deposited: | 09 Apr 2018 08:05 |
Full Text Link: | |
Related URLs: |
http://www.scop ... tnerID=8YFLogxK
(Scopus URL) https://www.tan ... 77.2018.1456537 (Publisher URL) |
PURE Output Type: | Article |
Published Date: | 2019-03-01 |
Published Online Date: | 2018-03-29 |
Accepted Date: | 2018-03-13 |
Authors: |
Jaroudi, Rym
Baravdish, George Johansson, B. Tomas ( 0000-0001-9066-7922) Åström, Freddie |
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