The Engineering of Digital Twins
Fitzgerald, John, Gomes, Cláudio, Larsen, Peter Gorm
- 出版商: Springer
- 出版日期: 2024-08-25
- 售價: $7,660
- 貴賓價: 9.5 折 $7,277
- 語言: 英文
- 頁數: 415
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031667182
- ISBN-13: 9783031667183
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相關主題
商品描述
This book is about the engineering of Digital Twins (DTs) of cyber-physical systems (CPSs). It goes behind the glossy image of DTs to help researchers and advanced professionals to ask and answer the fundamental questions underpinning the development of a DT. What are the foundational concepts of the DT? How do different engineering disciplines interact in creating a DT? How should the physical and digital worlds be connected, and how do the imperfections and faults inherent in both worlds affect the DT's qualities? How can we use a DT to support decisions, and how do we maintain it through life?
To this end, the book is structured in five parts: "Foundations" introduces the DT concept, the potential benefits of DTs seen from a business perspective, and foundations for DT engineering. "Models and Data" presents the range of models and data that form the core assets of DTs for CPSs. It covers ways in which models can be produced and calibrated, and considers how data is derived from a CPS and communicated to its DT. Next, "Services for Digital Twins" details some of the main services that a DT provides by building on the assets of models and data, including visualisation, fault detection and diagnosis and support for decision-making. "Realising Digital Twins" then covers the realisation of DTs, including a platform allowing engineers to construct DTs from reusable components. Case studies in food production, robotics and marine engineering are presented using a systematic framework that aligns with the DT engineering concepts introduced in the earlier parts of the book. Eventually, "Advanced Topics in Digital Twins" introduces advanced topics in delivering dependable DT-enabled systems, focusing on security and privacy, the capacity for autonomy, and a range of open research topics.
This book aims at researchers in DT technology and design, including advanced (master and doctoral) students, as well as engineering practitioners aiming to develop DTs. The most common techniques described in the main text will be accessible via open-source projects, including further DT examples, exercises and solutions, as well as pointers to emerging standards, frameworks and platforms. Classroom materials, exercises and solutions are available to lecturers through a dedicated Web site.
商品描述(中文翻譯)
本書探討了網路物理系統(CPS)的數位雙胞胎(DT)的工程技術。它深入探討數位雙胞胎的光鮮外表,幫助研究人員和高級專業人士提出並回答支撐數位雙胞胎開發的基本問題。數位雙胞胎的基礎概念是什麼?不同的工程學科在創建數位雙胞胎時如何互動?物理世界和數位世界應該如何連接,兩者固有的缺陷和故障如何影響數位雙胞胎的品質?我們如何利用數位雙胞胎來支持決策,並且如何在其生命週期中維護它?
為此,本書分為五個部分:'基礎'介紹了數位雙胞胎的概念、從商業角度看數位雙胞胎的潛在好處,以及數位雙胞胎工程的基礎。'模型與數據'呈現了構成CPS數位雙胞胎核心資產的各種模型和數據。它涵蓋了模型的生成和校準方式,並考慮了數據如何從CPS中獲取並傳遞給其數位雙胞胎。接下來,'數位雙胞胎的服務'詳細說明了數位雙胞胎通過利用模型和數據資產提供的一些主要服務,包括可視化、故障檢測和診斷以及決策支持。然後,'實現數位雙胞胎'涵蓋了數位雙胞胎的實現,包括一個平台,允許工程師從可重用的組件構建數位雙胞胎。書中使用系統化框架呈現了食品生產、機器人技術和海洋工程的案例研究,這些框架與書中早期部分介紹的數位雙胞胎工程概念相一致。最後,'數位雙胞胎的進階主題'介紹了提供可靠的數位雙胞胎啟用系統的進階主題,重點關注安全性和隱私、自主能力以及一系列開放的研究主題。
本書旨在針對數位雙胞胎技術和設計的研究人員,包括高級(碩士和博士)學生,以及旨在開發數位雙胞胎的工程實務者。主文中描述的最常見技術將通過開源項目提供,這些項目包括進一步的數位雙胞胎示例、練習和解決方案,以及新興標準、框架和平台的指引。講師可以通過專門的網站獲取課堂材料、練習和解決方案。
作者簡介
John Fitzgerald is Professor of Computing and Dean for Strategic Projects in Science, Agriculture and Engineering at Newcastle University, UK. Peter Gorm Larsen heads the multi-departmental Aarhus University Center for Digitalisation (DIGIT) and the Aarhus University Center for Digital Twins. They have been working together on model-based and formal methods for software and systems engineering since the early 1990s. They have led major international projects in industry and academia expanding the capabilities of methods and tools to support the multi-stakeholder engineering of challenging classes of products including systems of systems and cyber-physical systems. Cláudio Gomes is Assistant Professor with the Department of Electrical and Computer Engineering at Aarhus University. Since 2016 he has collaborated with Peter, together they have published multiple papers together, with a focus on bringing recent digital twin advances to multiple domains.
作者簡介(中文翻譯)
約翰·菲茨杰拉德(John Fitzgerald)是英國紐卡斯爾大學計算機學教授及科學、農業和工程戰略項目院長。彼得·戈姆·拉爾森(Peter Gorm Larsen)負責多部門的奧胡斯大學數位化中心(DIGIT)及奧胡斯大學數位雙胞胎中心。自1990年代初以來,他們一直在基於模型和正式方法的軟體及系統工程方面合作。他們主導了多個國際性項目,無論是在產業還是學術界,擴展了方法和工具的能力,以支持多方利益相關者在挑戰性產品類別(包括系統的系統和網路物理系統)的工程。克勞迪奧·戈梅斯(Cláudio Gomes)是奧胡斯大學電氣與計算機工程系的助理教授。自2016年以來,他與彼得合作,發表了多篇論文,專注於將最近的數位雙胞胎進展應用於多個領域。