Modeling and Simulation of Infectious Diseases
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Modeling and Simulation of Infectious Diseases

Microscale Transmission, Decontamination and Macroscale Propagation
 eBook
Sofort lieferbar | Lieferzeit: Sofort lieferbar I
ISBN-13:
9783031180538
Veröffentl:
2023
Einband:
eBook
Seiten:
111
Autor:
Tarek I. Zohdi
eBook Typ:
PDF
eBook Format:
Reflowable eBook
Kopierschutz:
Digital Watermark [Social-DRM]
Sprache:
Englisch
Beschreibung:

The COVID-19 pandemic that started in 2019-2020 has led to a gigantic increase in modeling and simulation of infectious diseases. There are numerous topics associated with this epoch-changing event, such as (a) disease propagation, (b) transmission, (c) decontamination, and (d) vaccines. This is an evolving field. The targeted objective of this book is to expose researchers to key topics in this area, in a very concise manner.  The topics selected for discussion have evolved with the progression of the pandemic. Beyond the introductory chapter on basic mathematics, optimization, and machine learning, the book covers four themes in modeling and simulation infectious diseases, specifically: Part 1: Macroscale disease propagation,Part 2: Microscale disease transmission and ventilation system design,Part 3: Ultraviolet viral decontamination, andPart 4: Vaccine design and immune response. It is important to emphasize that the rapidspeed at which the simulations operate makes the presented computational tools easily deployable as digital twins, i.e., digital replicas of complex systems that can be inexpensively and safely optimized in a virtual setting and then used in the physical world afterward, thus reducing the costs of experiments and also accelerating development of new technologies.

The COVID-19 pandemic that started in 2019-2020 has led to a gigantic increase in modeling and simulation of infectious diseases. There are numerous topics associated with this epoch-changing event, such as (a) disease propagation, (b) transmission, (c) decontamination, and (d) vaccines. This is an evolving field. The targeted objective of this book is to expose researchers to key topics in this area, in a very concise manner.  The topics selected for discussion have evolved with the progression of the pandemic. Beyond the introductory chapter on basic mathematics, optimization, and machine learning, the book covers four themes in modeling and simulation infectious diseases, specifically: 

Part 1: Macroscale disease propagation,

Part 2: Microscale disease transmission and ventilation system design,

Part 3: Ultraviolet viral decontamination, and

Part 4: Vaccine design and immune response. 

It is important to emphasize that the rapidspeed at which the simulations operate makes the presented computational tools easily deployable as digital twins, i.e., digital replicas of complex systems that can be inexpensively and safely optimized in a virtual setting and then used in the physical world afterward, thus reducing the costs of experiments and also accelerating development of new technologies.

Preliminaries: Basic Mathematics, Optimization and Machine-Learning.- Macroscale Disease Propagation.- Microscale Disease Transmission and Ventilation System Design.- Ultraviolet Viral Decontamination.- Vaccine Design and Immune-System Response.- Epilogue.

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