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MATHEMATICAL MODELING APPROACH TO INFECTIOUS DISEASES, A
Buch von W E Schiesser
Sprache: Englisch

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Beschreibung
The intent of this book is to provide a methodology for the analysis of infectious diseases by computer-based mathematical models. The approach is based on ordinary differential equations (ODEs) that provide time variation of the model dependent variables and partial differential equations (PDEs) that provide time and spatial (spatiotemporal) variations of the model dependent variables.
The starting point is a basic ODE SIR (Susceptible Infected Recovered) model that defines the S,I,R populations as a function of time. The ODE SIR model is then exended to PDEs that demonstrate the spatiotemporal evolution of the S,I,R populations. A unique feature of the PDE model is the use of cross diffusion between populations, a nonlinear effect that is readily accommodated numerically. A second feature is the use of radial coordinates to represent the geographical distribution of the model populations.
The numerical methods for the computer implementation of ODE/PDE models for infectious diseases are illustrated with documented R routines for particular applications, including models for malaria and the Zika virus. The R routines are available from a download so that the reader can reproduce the reported solutions, then extend the applications through computer experimentation, including the addition of postulated effects and associated equations, and the implementation of alternative models of interest.
The ODE/PDE methodology is open ended and facilitates the development of computer-based models which hopefully can elucidate the causes/conditions of infectious disease evolution and suggest methods of control.
The intent of this book is to provide a methodology for the analysis of infectious diseases by computer-based mathematical models. The approach is based on ordinary differential equations (ODEs) that provide time variation of the model dependent variables and partial differential equations (PDEs) that provide time and spatial (spatiotemporal) variations of the model dependent variables.
The starting point is a basic ODE SIR (Susceptible Infected Recovered) model that defines the S,I,R populations as a function of time. The ODE SIR model is then exended to PDEs that demonstrate the spatiotemporal evolution of the S,I,R populations. A unique feature of the PDE model is the use of cross diffusion between populations, a nonlinear effect that is readily accommodated numerically. A second feature is the use of radial coordinates to represent the geographical distribution of the model populations.
The numerical methods for the computer implementation of ODE/PDE models for infectious diseases are illustrated with documented R routines for particular applications, including models for malaria and the Zika virus. The R routines are available from a download so that the reader can reproduce the reported solutions, then extend the applications through computer experimentation, including the addition of postulated effects and associated equations, and the implementation of alternative models of interest.
The ODE/PDE methodology is open ended and facilitates the development of computer-based models which hopefully can elucidate the causes/conditions of infectious disease evolution and suggest methods of control.
Details
Erscheinungsjahr: 2018
Fachbereich: Gentechnologie
Genre: Biologie
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 460
ISBN-13: 9789813238787
ISBN-10: 981323878X
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: W E Schiesser
Hersteller: World Scientific
Maße: 235 x 157 x 29 mm
Von/Mit: W E Schiesser
Erscheinungsdatum: 29.06.2018
Gewicht: 0,814 kg
preigu-id: 114129417
Details
Erscheinungsjahr: 2018
Fachbereich: Gentechnologie
Genre: Biologie
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 460
ISBN-13: 9789813238787
ISBN-10: 981323878X
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: W E Schiesser
Hersteller: World Scientific
Maße: 235 x 157 x 29 mm
Von/Mit: W E Schiesser
Erscheinungsdatum: 29.06.2018
Gewicht: 0,814 kg
preigu-id: 114129417
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