Title
Adjoint method for a tumor growth PDE-constrained optimization problem.
Abstract
In this paper we present a method for estimating unknown parameters that appear on an avascular, spheric tumor growth model. The model for the tumor is based on nutrient driven growth of a continuum of live cells, whose birth and death generate volume changes described by a velocity field. The model consists of a coupled system of partial differential equations whose spatial domain is the tumor, that changes in size over time. Thus, the situation can be formulated as a free boundary problem. After solving the direct problem properly, we use the model for the estimation of parameters by fitting the numerical solution with real data, obtained via in vitro experiments and medical imaging. We define an appropriate functional to compare both the real data and the numerical solution. We use the adjoint method for the minimization of this functional.
Year
DOI
Venue
2013
10.1016/j.camwa.2013.05.028
Computers & Mathematics with Applications
Keywords
Field
DocType
Avascular tumor,PDE-constrained optimization,Inverse problem,Mathematical modeling,Adjoint method
Adjoint equation,Medical imaging,Mathematical analysis,Vector field,Birth–death process,Free boundary problem,Minification,Partial differential equation,Pattern search,Mathematics
Journal
Volume
Issue
ISSN
66
6
0898-1221
Citations 
PageRank 
References 
2
0.41
1
Authors
4
Name
Order
Citations
PageRank
D. A. Knopoff142.13
D. R. Fernández241.50
G. A. Torres380.87
C. V. Turner4183.66