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Author: Ing. Tadeáš Chrapovič


Diploma thesis

Methods of determining the reproduction number in epidemiology

Abstract

The main concern of this work is the process of calculating the reproductive
number in non-linear models consisting of several infectious classes. The aim of the
work is to demonstrate the calculation of the reproduction number in such models
using a new generation matrix. In the introduction, we are going to show a way how
we can modify these models while considering additional influence. We will explain
the importance of the reproductive numbers in epidemiology. We will look at the
generation of the reproductive numbers, general description of the new generation
matrix and possibilities for its simplification. This part will also consist of a
motivational model, which we analyze in terms of asymptotic stability, by which
we are going to show the importance of the reproductive number. The work's core
structure is divided into two parts. In the first part we are dealing with three epi-
demiological models, by which we can show the use of the new generation matrix
to calculate the reproductive number and the principle of its simplification. We are
also describing the consequence of individual modifications and observing how the
system gets simplified in terms of calculation of the reproduction number due to
reductions. In the second part we are dealing with modification of the epidemiologi-
cal models dedicated for the simulation, or more precisely the analysis of influenza.
We analyze the models by examining the main features of generations composing
a particular model and subsequently scrutinising their behaviour using a graphical
representation of the infection's progress.

Keywords

epidemic models, differential equations, reproduction number, new generation mat-
rix, asymptotic stability, influenza models


Bachelor thesis

Epidemiological models

Abstract

This work deals with the issue of spreading the disease among the human popu-
lation, considering the changes in its characteristics such as (reproductive number,
stable number of contaminated ones) with the change of certain factors affecting
the disease. The aim of this work is to show its possible use as well as to point
at the possibilities of adaptation and the consequences of various factors through
mathematical models dealing with the prediction of disease behavior. The core of
this work is divided into three parts. In the first part of this work we deal with the
compilation and more detailed analysis of basic epidemiological models. We are also
describing a way in which strongly nonlinear models can be implemented using a
Matlab environment. In the second part of the work we deal with the modification of
basic epidemiological models for the most accurate predictions of certain situations,
while we monitor the changes in the development of the disease caused by changing
certain factors that affect the continuance of the disease. In the last part of the
work we deal with unrealistic situations, so-called zombies, and the ideas by which
we understand this word. In this part of the work we have assembled three own
models, where the main idea is to change from a dead member of the population to
a zombie.

Keywords

epidemic models, differential equations, reproduction number, model SIR

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