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商品描述
"The best book Ive seen on the subject of Kalman filtering . . . Reading other books on Kalman filters and not this one could make you a very dangerous Kalman filter engineer."Amazon.com, from a review of the First Edition
In this practical introduction to Kalman filtering theory and applications, authors Grewal and Andrews draw upon their decades of experience to offer an in-depth examination of the subtleties, common problems, and limitations of estimation theory as it applies to real-world situations. They provide many illustrative examples drawn from an array of application areas including GPS-aided INS, the modeling of gyros and accelerometers, inertial navigation, and freeway traffic control. In addition, they share many hard-won lessons about, and original methods for, designing, implementing, validating, and improving Kalman filters, including techniques for:
- Representing the problem in a mathematical model
- Analyzing estimator performance as a function of model parameters
- Implementing the mechanization equations in numerically stable algorithms
- Assessing computational requirements
- Testing the validity of results
- Monitoring filter performance in operation
As the best way to understand and master a technology is to observe it in action, Kalman Filtering: Theory and Practice Using MATLAB®, Second Edition includes companion software in MATLAB®, providing users with an opportunity to experience first hand the filters workings and its limitations.
This updated and revised edition of Grewal and Andrewss classic guide is an indispensable working resource for engineers and computer scientists involved in the design of aerospace and aeronautical systems, global positioning and radar tracking systems, power systems, and biomedical instrumentation.
商品描述(中文翻譯)
「……一本真正的巨著,價值遠超其金重!」—《IEEE自動控制學報》,摘自第一版的評論
「我見過的關於卡爾曼濾波的最佳書籍……閱讀其他關於卡爾曼濾波的書籍而不讀這本,可能會讓你成為一名非常危險的卡爾曼濾波工程師。」—Amazon.com,摘自第一版的評論
在這本實用的卡爾曼濾波理論與應用入門書中,作者Grewal和Andrews憑藉數十年的經驗,深入探討了估計理論在現實情況下的微妙之處、常見問題和限制。他們提供了許多來自各種應用領域的示例,包括GPS輔助的慣性導航系統(INS)、陀螺儀和加速度計的建模、慣性導航以及高速公路交通控制。此外,他們分享了許多艱辛獲得的經驗教訓和設計、實施、驗證及改進卡爾曼濾波器的原創方法,包括以下技術:
- 將問題表示為數學模型
- 分析估計器性能與模型參數的關係
- 在數值穩定的算法中實現機械化方程
- 評估計算需求
- 測試結果的有效性
- 監控濾波器在運行中的性能
由於理解和掌握一項技術的最佳方式是觀察其運作,第二版的《卡爾曼濾波:理論與實踐使用MATLAB®》包括了MATLAB®的伴隨軟體,為用戶提供了親身體驗濾波器運作及其限制的機會。
這本Grewal和Andrews經典指南的更新修訂版是參與航空航天和航空系統、全球定位和雷達跟踪系統、電力系統以及生物醫學儀器設計的工程師和計算機科學家的不可或缺的工作資源。
