Kalman Filter Made Easy: A Beginners Guide to the Kalman Filter and Extended Kalman Filter with Real Life Examples Supported by Python Source Code
暫譯: 卡爾曼濾波簡明指南:初學者的卡爾曼濾波與擴展卡爾曼濾波實例,附有 Python 原始碼支援
William Franklin
- 出版商: Independently published
- 出版日期: 2022-08-12
- 售價: $1,500
- 貴賓價: 9.8 折 $1,470
- 語言: 英文
- 頁數: 91
- 裝訂: Paperback
- ISBN: 9798846140813
- ISBN-13: 9798846140813
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相關分類:
控制系統 Control-systems
無法訂購
相關主題
商品描述
The Kalman Filter Made Easy book is written for beginners who want to understand how a Kalman Filter works without getting lost in the dense theory of the Kalman Filter for an affordable price. The author takes a simple approach of starting with the moving average filter and exponential moving average filter and steps up to the Kalman Filter. This methodical approach allows the reader to understand why they are filtering which then allows them to understand how to design, implement, and evaluate a Kalman Filter. Additionally, it covers the Extended Kalman Filter and how it differs in application and implementation from the Kalman Filter.
Why should you learn about the Kalman Filter?
The Kalman Filter is a fundamental algorithm that has made its way into rockets, financial modeling, space ships, autonomous vehicles, radar, lidar, cameras, smartphones, IOT devices and many more physical systems. If you are a software engineer or systems designer, you will most likely run into a Kalman Filter sometime in your career.
Who is this book for?
If you are looking for a theoretical and mathematical dense book about the Kalman Filter, this is not the right book for you. If you are looking to understand how the Kalman Filter works with real life examples supported by the Python source code used for the real-time application, you are in the right place. If you are an undergraduate student, graduate student, or working professionally with control theory or robotics, this book will provide the necessary primer on the Kalman Filter in a simple to understand way.
商品描述(中文翻譯)
《卡爾曼濾波器簡明指南》這本書是為初學者撰寫的,旨在幫助他們理解卡爾曼濾波器的運作,而不會在複雜的理論中迷失,且價格實惠。作者採取了一種簡單的方法,從移動平均濾波器和指數移動平均濾波器開始,逐步引入卡爾曼濾波器。這種有條理的方法使讀者能夠理解為什麼要進行濾波,進而理解如何設計、實現和評估卡爾曼濾波器。此外,書中還涵蓋了擴展卡爾曼濾波器,並說明其在應用和實現上與卡爾曼濾波器的不同之處。
為什麼要學習卡爾曼濾波器?
卡爾曼濾波器是一種基本算法,已廣泛應用於火箭、金融建模、太空船、自動駕駛車輛、雷達、激光雷達、相機、智能手機、物聯網設備以及許多其他物理系統。如果你是一名軟體工程師或系統設計師,未來的職業生涯中很可能會接觸到卡爾曼濾波器。
這本書適合誰?
如果你在尋找一本理論和數學內容密集的卡爾曼濾波器書籍,那麼這本書不適合你。如果你希望了解卡爾曼濾波器如何運作,並希望通過實際案例和用於實時應用的 Python 原始碼來支持你的理解,那麼你來對地方了。如果你是本科生、研究生,或在控制理論或機器人領域專業工作,這本書將以簡單易懂的方式提供有關卡爾曼濾波器的必要入門知識。
