Intelligent Estimation: A Soft Computing Paradigm
暫譯: 智能估算：一種軟計算範式
Raol, Jitendra R., George, Sara M.
- 出版商: CRC
- 出版日期: 2026-07-28
- 售價: $5,090
- 貴賓價: 9.5 折 $4,835
- 語言: 英文
- 頁數: 312
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1041018231
- ISBN-13: 9781041018230
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相關分類:
Machine Learning
尚未上市，無法訂購
商品描述
Intelligent Estimation: A Soft Computing Paradigm presents a unified treatment of a new soft computing framework using AI-based approaches for system identification, parameter estimation, and filtering. This Neuro-Fuzzy-GA-based methodology, succinctly referred to as Intelligent Estimation (IE), integrates these estimation and filtering tasks within a single paradigm.
Offering a thorough understanding of soft computing-based estimation concepts and theory, the book discusses a modelling-control-system approach with numerous practical applications in solving mathematical modelling problems for industrial and aerospace engineering systems. It delves into theory, concepts, and various ramifications of neural networks, fuzzy logic, and genetic algorithms for modelling, system identification, filtering, and estimation.
This book is intended for upper-level undergraduate and graduate engineering students studying soft computing, intelligent systems, and advanced control systems in industry applications.
Instructors will be able to utilize a Solutions Manual and Figure Slides for their course.
商品描述(中文翻譯)
《智能估計：一種軟計算範式》提供了一個統一的處理框架，使用基於人工智慧的方法進行系統識別、參數估計和過濾。這種基於神經模糊遺傳算法（Neuro-Fuzzy-GA）的方法簡稱為智能估計（Intelligent Estimation, IE），將這些估計和過濾任務整合在一個單一的範式中。
本書提供了對基於軟計算的估計概念和理論的深入理解，討論了一種建模控制系統的方法，並在解決工業和航空工程系統的數學建模問題中有許多實際應用。它深入探討了神經網絡、模糊邏輯和遺傳算法在建模、系統識別、過濾和估計方面的理論、概念及其各種衍生影響。
本書適合高年級本科生和研究生，特別是學習軟計算、智能系統和工業應用中的先進控制系統的工程學生。
教師可以利用解答手冊和圖表幻燈片來輔助教學。
作者簡介
Jitendra R. Raol received his BE and ME degrees in electrical engineering from M.S. University (MSU) of Baroda, Vadodara, in 1971 and 1973, respectively, and a PhD (in electrical and computer engineering) from McMaster University, Hamilton, Canada, in 1986. He joined the National Aeronautical Laboratory (NAL) in 1975. At CSIR-NAL, he was involved in human pilot modelling in fix- and motion-based research flight simulators. He re-joined NAL in 1986 and retired in July 2007 as Scientist-G (and Head of Flight Mechanics and Control division at CSIR-NAL). He was a fellow of the IEE/IET and a senior member of the IEEE. He is a life-fellow of the Aeronautical Society of India and a life member of the Systems Society of India. Dr. Raol has published nearly 160 research papers and written several books and numerous technical reports. His main research interests include data fusion, system identification, state/parameter estimation, flight mechanics-flight data analysis, H-infinity filtering, nonlinear filtering, artificial neural networks, fuzzy logic systems, genetic algorithms, soft technologies for robotics, and data-systems analytics (DaSyA).
Sara Mohan George holds a BTech in electronics and communication from Mahatma Gandhi University, Kerala, India; MTech and PhD degrees from Visvesvaraya Technological University, Karnataka, India. She is currently an Assistant Professor in Ramaiah Institute of Technology, Bangalore, India. Her research interests include nonlinear filtering, signal processing, and embedded system design. She has published nearly 20 technical papers in various conferences and journals. She is also the co-author of Advances in State and Parameter Estimation: Theory and Practice (CRC Press 2025).
作者簡介(中文翻譯)
Jitendra R. Raol於1971年和1973年分別在印度瓦多達拉的M.S.大學（MSU）獲得電機工程的學士和碩士學位，並於1986年在加拿大漢密爾頓的麥克馬斯特大學獲得電機與計算機工程的博士學位。他於1975年加入國家航空實驗室（NAL）。在CSIR-NAL，他參與了固定和運動基礎研究飛行模擬器中的人類飛行員建模。1986年他重新加入NAL，並於2007年7月退休，擔任科學家-G（及CSIR-NAL飛行力學與控制部門負責人）。他是IEE/IET的院士及IEEE的高級會員。他是印度航空學會的終身院士及印度系統學會的終身會員。Raol博士已發表近160篇研究論文，並撰寫了幾本書籍和多份技術報告。他的主要研究興趣包括數據融合、系統識別、狀態/參數估計、飛行力學-飛行數據分析、H-無窮濾波、非線性濾波、人工神經網絡、模糊邏輯系統、遺傳算法、機器人軟技術及數據系統分析（DaSyA）。
Sara Mohan George擁有印度喀拉拉邦甘地大學的電子與通信學士學位；以及來自印度卡納塔克邦維斯維薩拉亞科技大學的碩士和博士學位。她目前是印度班加羅爾的拉馬亞科技學院的助理教授。她的研究興趣包括非線性濾波、信號處理和嵌入式系統設計。她在各種會議和期刊上發表了近20篇技術論文。她也是《狀態與參數估計的進展：理論與實踐》（CRC Press 2025）的共同作者。
