Simulation and Computational Red Teaming for Problem Solving
暫譯: 模擬與計算紅隊技術在問題解決中的應用
Jiangjun Tang, George Leu, Hussein A Abbass
- 出版商: IEEE
- 出版日期: 2019-11-19
- 售價: $5,350
- 貴賓價: 9.5 折 $5,083
- 語言: 英文
- 頁數: 400
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1119527171
- ISBN-13: 9781119527176
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商品描述
This book is a view on simulation in which the authors bring the understanding of computer simulation back to a form suitable for multi-disciplinary understanding of the topic. In order to describe this view, the authors adopt a didactic approach in which the theoretical foundations of simulation are presented from an applied analyst perspective. First, through the discussion of the fundamentals and modelling paradigms, the book establishes clearly the necessary background knowledge for building consistent and useful simulations. Then, a discussion on several advanced topics shows how modern artificial intelligence and computational intelligence concepts and techniques can be employed in conjunction with various simulation paradigms for solving models of complex and critical real-world problems. Further, the concept of Computational Red Teaming is used for showing in practice how the combined fundamentals and advanced techniques are actually employed with proven success for solving and testing complex real-world problems.
商品描述(中文翻譯)
這本書提供了一個關於模擬的視角,作者將電腦模擬的理解帶回到一個適合多學科理解的形式。為了描述這個視角,作者採用了一種教學方法,從應用分析師的角度呈現模擬的理論基礎。首先,通過對基本原理和建模範式的討論,這本書清楚地建立了構建一致且有用的模擬所需的背景知識。接著,對幾個進階主題的討論顯示了現代人工智慧和計算智慧的概念與技術如何與各種模擬範式結合,來解決複雜且關鍵的現實世界問題。此外,計算紅隊(Computational Red Teaming)的概念被用來實際展示如何成功地將基本原理和進階技術結合起來,以解決和測試複雜的現實世界問題。