Type-2 Fuzzy Logic in Intelligent Control Applications (Studies in Fuzziness and Soft Computing)
Oscar Castillo
- 出版商: Springer
- 出版日期: 2011-10-18
- 售價: $4,410
- 貴賓價: 9.5 折 $4,190
- 語言: 英文
- 頁數: 190
- 裝訂: Hardcover
- ISBN: 3642246621
- ISBN-13: 9783642246623
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商品描述
We describe in this book, hybrid intelligent systems based mainly on type-2 fuzzy logic for intelligent control. Hybrid intelligent systems combine several intelligent computing paradigms, including fuzzy logic, and bio-inspired optimization algorithms, which can be used to produce powerful automatic control systems. The book is organized in three main parts, which contain a group of chapters around a similar subject. The first part consists of chapters with the main theme of theory and design algorithms, which are basically chapters that propose new models and concepts, which can be the basis for achieving intelligent control with interval type-2 fuzzy logic. The second part of the book is comprised of chapters with the main theme of evolutionary optimization of type-2 fuzzy systems in intelligent control with the aim of designing optimal type-2 fuzzy controllers for complex control problems in diverse areas of application, including mobile robotics, aircraft dynamics systems and hardware implementations. The third part of the book is formed with chapters dealing with the theme of bio-inspired optimization of type-2 fuzzy systems in intelligent control, which includes the application of particle swarm intelligence and ant colony optimization algorithms for obtaining optimal type-2 fuzzy controllers.
商品描述(中文翻譯)
在本書中,我們描述了主要基於類型-2 模糊邏輯的混合智能系統,用於智能控制。混合智能系統結合了幾種智能計算範式,包括模糊邏輯和生物啟發的優化算法,這些系統可用於產生強大的自動控制系統。本書分為三個主要部分,每個部分包含一組圍繞相似主題的章節。第一部分由以理論和設計算法為主題的章節組成,這些章節基本上提出了新的模型和概念,這些模型和概念可以作為實現基於區間類型-2 模糊邏輯的智能控制的基礎。第二部分的章節主要集中在類型-2 模糊系統在智能控制中的進化優化,旨在為各種應用領域中的複雜控制問題設計最佳的類型-2 模糊控制器,包括移動機器人、飛機動力系統和硬體實現。第三部分的章節則探討了在智能控制中類型-2 模糊系統的生物啟發優化主題,包括應用粒子群智能和螞蟻群優化算法來獲得最佳的類型-2 模糊控制器。