Title of article :
A computational approach for understanding immune response to multiple epitopes based on optimal control formulation
Author/Authors :
Zhao، نويسنده , , Xiaopeng and Yang، نويسنده , , Ruoting and Zhang، نويسنده , , Mingjun and Xia، نويسنده , , Henian، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2010
Abstract :
The immune system does not response in equal probability to every epitope of an invader. We investigate the immune system’s decision making process using optimal control principles. Mathematically, this formulation requires the solution of a two-point boundary-value problem, which is a challenging task especially when the control variables are bounded. In this work, we develop a computational approach based on the shooting technique for bounded optimal control problems. We then utilize the computational approach to carry out extensive numerical studies on a simple immune response model of two competing controls. Numerical solutions demonstrate that the results of optimal control depend on the objective function, the limitations on control inputs, as well as the amounts of peptides. Moreover, the state space of peptides can be divided into different regions according the properties of the solutions. The developed algorithm not only provides a useful tool for understanding decision making strategies of the immune system but can also be utilized to solve other complex optimal control problems.
Keywords :
Shooting algorithm , immune response , optimal control
Journal title :
Communications in Nonlinear Science and Numerical Simulation
Journal title :
Communications in Nonlinear Science and Numerical Simulation