OPTIMIZATION OF DRUG THERAPY AND VIROTHERAPY WITH NONLINEAR MODEL THROUGH LINEAR PARAMETER VARYING (LPV) APPROACH

Cancer is one of the biggest causes of death in the world and there is not yet found specific drugs to cure cancer. Treatment using drugs and virotherapy can be applied to treat cancer patients and this cancer treatment problem can be described as optimal control problem. The purpose of control i...

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Main Author: Putri Army, Dianita
Format: Theses
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/42349
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:42349
spelling id-itb.:423492019-09-18T15:10:50ZOPTIMIZATION OF DRUG THERAPY AND VIROTHERAPY WITH NONLINEAR MODEL THROUGH LINEAR PARAMETER VARYING (LPV) APPROACH Putri Army, Dianita Indonesia Theses Linear Parameter Varying, cancer, virotherapy INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/42349 Cancer is one of the biggest causes of death in the world and there is not yet found specific drugs to cure cancer. Treatment using drugs and virotherapy can be applied to treat cancer patients and this cancer treatment problem can be described as optimal control problem. The purpose of control is to increase the number of uninfected tumor cells and to decrease the number of infected tumor cells, with design control is the allocation of drug therapy and virotherapy doses. Model will be solved with Pontryagin’s Minimum Principle and from numerical simulation the results showed increasing of uninfected tumor cells and decreasing of infected tumor cells. Representatively, disturbance during virotherapy will be added to the model. Thus, the model is in a form of nonlinear mathematics model with disturbance. There are some methods to solve nonlinear model with disturbance, such as robust control, linearization or sliding mode. In this thesis, we will use Linear Parameter Varying (LPV) system to approach solution of nonlinear system with disturbance. First step in forming LPV system is transforming state variable, to trim nonlinear form. Second, choosing polytope in certain interval and designing vertex that correspond to its polytope. Third, constructing polytopic coordinate which satisfy conditions such as the value must be nonnegative and the total values is 1. Controller from LPV system will be obtained from linear combination of polytopic coordinate and controller in each vertex. This LPV controller is applied to nonlinear system of cancer treatment. Last, numerical simulation of LPV system showed that the number of uninfected tumor cells will increase to its carrying capacity and the number of infected tumor cells will decrease to 0 without drug therapy but will be given maximum doses of virotherapy every 10 days during therapy cycle. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Cancer is one of the biggest causes of death in the world and there is not yet found specific drugs to cure cancer. Treatment using drugs and virotherapy can be applied to treat cancer patients and this cancer treatment problem can be described as optimal control problem. The purpose of control is to increase the number of uninfected tumor cells and to decrease the number of infected tumor cells, with design control is the allocation of drug therapy and virotherapy doses. Model will be solved with Pontryagin’s Minimum Principle and from numerical simulation the results showed increasing of uninfected tumor cells and decreasing of infected tumor cells. Representatively, disturbance during virotherapy will be added to the model. Thus, the model is in a form of nonlinear mathematics model with disturbance. There are some methods to solve nonlinear model with disturbance, such as robust control, linearization or sliding mode. In this thesis, we will use Linear Parameter Varying (LPV) system to approach solution of nonlinear system with disturbance. First step in forming LPV system is transforming state variable, to trim nonlinear form. Second, choosing polytope in certain interval and designing vertex that correspond to its polytope. Third, constructing polytopic coordinate which satisfy conditions such as the value must be nonnegative and the total values is 1. Controller from LPV system will be obtained from linear combination of polytopic coordinate and controller in each vertex. This LPV controller is applied to nonlinear system of cancer treatment. Last, numerical simulation of LPV system showed that the number of uninfected tumor cells will increase to its carrying capacity and the number of infected tumor cells will decrease to 0 without drug therapy but will be given maximum doses of virotherapy every 10 days during therapy cycle.
format Theses
author Putri Army, Dianita
spellingShingle Putri Army, Dianita
OPTIMIZATION OF DRUG THERAPY AND VIROTHERAPY WITH NONLINEAR MODEL THROUGH LINEAR PARAMETER VARYING (LPV) APPROACH
author_facet Putri Army, Dianita
author_sort Putri Army, Dianita
title OPTIMIZATION OF DRUG THERAPY AND VIROTHERAPY WITH NONLINEAR MODEL THROUGH LINEAR PARAMETER VARYING (LPV) APPROACH
title_short OPTIMIZATION OF DRUG THERAPY AND VIROTHERAPY WITH NONLINEAR MODEL THROUGH LINEAR PARAMETER VARYING (LPV) APPROACH
title_full OPTIMIZATION OF DRUG THERAPY AND VIROTHERAPY WITH NONLINEAR MODEL THROUGH LINEAR PARAMETER VARYING (LPV) APPROACH
title_fullStr OPTIMIZATION OF DRUG THERAPY AND VIROTHERAPY WITH NONLINEAR MODEL THROUGH LINEAR PARAMETER VARYING (LPV) APPROACH
title_full_unstemmed OPTIMIZATION OF DRUG THERAPY AND VIROTHERAPY WITH NONLINEAR MODEL THROUGH LINEAR PARAMETER VARYING (LPV) APPROACH
title_sort optimization of drug therapy and virotherapy with nonlinear model through linear parameter varying (lpv) approach
url https://digilib.itb.ac.id/gdl/view/42349
_version_ 1822270070187884544