Physics and equality constrained artificial neural networks: application to forward and inverse problems with multi-fidelity data fusion

S Basir, I Senocak - Journal of Computational Physics, 2022 - Elsevier
Physics-informed neural networks (PINNs) have been proposed to learn the solution of
partial differential equations (PDE). In PINNs, the residual form of the PDE of interest and its …

[PDF][PDF] A short review and the prediction of tumor growth based on numerical analysis

Z Hossine, AA Meghla, M Kamrujjaman - Adv. Res, 2019 - academia.edu
In this study, we consider Murray's and Glioma's tumor growth models based on
reactiondiffusion equation. Mathematical modeling of tumor development are involved with …

Numerical simulations in 3-dimensions of reaction–diffusion models for brain tumour growth

R Jaroudi, F Åström, BT Johansson… - International Journal of …, 2020 - Taylor & Francis
We work with a well-known model of reaction–diffusion type for brain tumour growth and
accomplish full 3-dimensional (3d) simulations of the tumour in time on two types of imaging …

Inverse Problems for Tumour Growth Models and Neural ODEs

R Jaroudi - 2023 - diva-portal.org
This thesis concerns the application of methods and techniques from the theory of inverse
problems and differential equations to study models arising in the areas of mathematical …

Modified Swanson's equation to detect the growth of glioblastomas multiforme (GBM) tumour

F Mohd, H Sulaiman, NA Alias - International Journal of …, 2021 - myjms.mohe.gov.my
The concentration of glioblastomas multiforme (GBM) tumour equation is numerically solved
in terms of net rates of proliferation and invasion. The GBM tumour cells concentration …

Scientific Machine Learning for Transport Phenomena in Thermal and Fluid Sciences

S Basir - 2023 - search.proquest.com
Physics-informed neural networks (PINNs) have become popular as part of the rapidly
expanding deep learning field in recent years. However, their origins date back to the early …

[PDF][PDF] Classification of medical images of brains with tumours with respect to the grade of the tumour

A SAIYED - 2022 - personalpages.manchester.ac.uk
A tumour, also called neoplasm, refers to an abnormal growth of normal tissue, caused by
genetic and epigenetic events–with the actual tumour forming when cells divide more than …

[PDF][PDF] Solving Modified Swanson's Equation using Laplace Adomian Decomposition Method (LADM) and q-Homotopy Analysis Transform Method (q-HATM) for …

F Mohd, H Sulaiman, NA Alias - 2017 - researchgate.net
In this paper, the concentration of glioblastomas multiforme (GBM) tumour equation is
numerically solved in terms of net rates of proliferation and invasion. The GBM tumour cells …