Modeling and simulation of infectious diseases : microscale transmission, decontamination and macroscale propagation / Tarek I. Zohdi.
2022
RA643 .Z64 2022
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Title
Modeling and simulation of infectious diseases : microscale transmission, decontamination and macroscale propagation / Tarek I. Zohdi.
Author
ISBN
9783031180538 electronic book
3031180534 electronic book
9783031180521
3031180526
3031180534 electronic book
9783031180521
3031180526
Published
Cham, Switzerland : Springer, [2022]
Language
English
Description
1 online resource : illustrations (some color)
Item Number
10.1007/978-3-031-18053-8 doi
Call Number
RA643 .Z64 2022
Dewey Decimal Classification
616.001/5118
616.9001/5118
616.9001/5118
Summary
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 rapid speed 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.
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Includes bibliographical references.
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Source of Description
Description based on online resource; title from digital title page (viewed on March 23, 2023).
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Table of Contents
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.
Macroscale Disease Propagation
Microscale Disease Transmission and Ventilation System Design
Ultraviolet Viral Decontamination
Vaccine Design and Immune-System Response
Epilogue.