Kalman Filtering: with Real-Time Applications (Hardcover)
暫譯: 卡爾曼濾波:實時應用(精裝版)
Charles K. Chui, Guanrong Chen
- 出版商: Springer
- 出版日期: 2008-12-01
- 售價: $1,250
- 貴賓價: 9.8 折 $1,225
- 語言: 英文
- 頁數: 230
- 裝訂: Hardcover
- ISBN: 3540878483
- ISBN-13: 9783540878483
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商品描述
"Kalman Filtering with Real-Time Applications" presents a thorough discussion of the mathematical theory and computational schemes of Kalman filtering. The filtering algorithms are derived via different approaches, including a direct method consisting of a series of elementary steps, and an indirect method based on innovation projection. Other topics include Kalman filtering for systems with correlated noise or colored noise, limiting Kalman filtering for time-invariant systems, extended Kalman filtering for nonlinear systems, interval Kalman filtering for uncertain systems, and wavelet Kalman filtering for multiresolution analysis of random signals. The last two topics are new additions to this third edition. Most filtering algorithms are illustrated by using simplified radar tracking examples. The style of the book is informal, and the mathematics is elementary but rigorous. The text is self-contained, suitable for self-study, and accessible to all readers with a minimum knowledge.
商品描述(中文翻譯)
《卡爾曼濾波與即時應用》對卡爾曼濾波的數學理論和計算方案進行了徹底的討論。濾波算法通過不同的方法推導而來,包括由一系列基本步驟組成的直接方法,以及基於創新投影的間接方法。其他主題包括針對具有相關噪聲或彩色噪聲的系統的卡爾曼濾波、針對時間不變系統的限制卡爾曼濾波、針對非線性系統的擴展卡爾曼濾波、針對不確定系統的區間卡爾曼濾波,以及針對隨機信號的多解析度分析的小波卡爾曼濾波。最後兩個主題是本第三版的新補充。大多數濾波算法通過簡化的雷達追蹤範例進行說明。這本書的風格非正式,數學內容雖然基礎但嚴謹。文本是自足的,適合自學,並且對所有具備最低知識的讀者都能夠理解。