Modeling and Simulation of Infectious Diseases: Microscale Transmission, Decontamination and Macroscale Propagation (傳染病的建模與模擬:微觀傳播、去污與宏觀擴散)
Zohdi, Tarek I.
- 出版商: Springer
- 出版日期: 2024-02-10
- 售價: $6,360
- 貴賓價: 9.5 折 $6,042
- 語言: 英文
- 頁數: 111
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3031180550
- ISBN-13: 9783031180552
海外代購書籍(需單獨結帳)
相關主題
商品描述
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.商品描述(中文翻譯)
2019-2020年開始的COVID-19疫情導致了傳染病建模和模擬的巨大增長。與這一改變時代事件相關的主題有很多,例如:(a) 疾病傳播,(b) 傳染,(c) 去污,以及(d) 疫苗。這是一個不斷發展的領域。本書的目標是以非常簡潔的方式讓研究人員接觸到該領域的關鍵主題。所選擇的討論主題隨著疫情的進展而演變。除了關於基本數學、優化和機器學習的介紹章節外,本書涵蓋了四個與傳染病建模和模擬相關的主題,具體為:
第一部分:宏觀疾病傳播,
第二部分:微觀疾病傳播與通風系統設計,
第三部分:紫外線病毒去污,以及
第四部分:疫苗設計與免疫反應。
重要的是要強調,模擬運行的快速速度使得所呈現的計算工具能夠輕鬆部署為數位雙胞胎,即複雜系統的數位複製品,這些複製品可以在虛擬環境中以低成本和安全的方式進行優化,然後再應用於現實世界,從而降低實驗成本並加速新技術的發展。