Adaptation in Dynamical Systems
暫譯: 動態系統中的適應性
- 出版商: Cambridge
- 出版日期: 2011-03-28
- 售價: $4,370
- 貴賓價: 9.5 折 $4,152
- 語言: 英文
- 頁數: 286
- ISBN: 0521198194
- ISBN-13: 9780521198196
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商品描述
In the context of this book, adaptation is taken to mean a feature of a system aimed at achieving the best possible performance, when mathematical models of the environment and the system itself are not fully available. This has applications ranging from theories of visual perception and the processing of information, to the more technical problems of friction compensation and adaptive classification of signals in fixed-weight recurrent neural networks. Largely devoted to the problems of adaptive regulation, tracking and identification, this book presents a unifying system-theoretic view on the problem of adaptation in dynamical systems. Special attention is given to systems with nonlinearly parameterized models of uncertainty. Concepts, methods and algorithms given in the text can be successfully employed in wider areas of science and technology. The detailed examples and background information make this book suitable for a wide range of researchers and graduates in cybernetics, mathematical modelling and neuroscience.
商品描述(中文翻譯)
在本書的背景下,適應被視為一種系統特徵,旨在實現最佳性能,當環境和系統本身的數學模型並不完全可用時。這一概念的應用範圍從視覺感知理論和信息處理,到更技術性的摩擦補償問題和固定權重遞歸神經網絡中的自適應信號分類。本書主要致力於自適應調節、跟踪和識別問題,提供了一種統一的系統理論觀點來看待動態系統中的適應問題。特別關注具有非線性參數化不確定性模型的系統。文中提供的概念、方法和算法可以成功應用於更廣泛的科學和技術領域。詳細的例子和背景信息使本書適合於廣泛的研究人員和網絡學、數學建模及神經科學的研究生。