Kalman Filtering and Information Fusion Hardback
by Hongbin Ma, Liping Yan, Yuanqing Xia, Mengyin Fu
Hardback
Description
This book addresses a key technology for digital information processing: Kalman filtering, which is generally considered to be one of the greatest discoveries of the 20th century.
It introduces readers to issues concerning various uncertainties in a single plant, and to corresponding solutions based on adaptive estimation.
Further, it discusses in detail the issues that arise when Kalman filtering technology is applied in multi-sensor systems and/or multi-agent systems, especially when various sensors are used in systems like intelligent robots, autonomous cars, smart homes, smart buildings, etc., requiring multi-sensor information fusion techniques.
Furthermore, when multiple agents (subsystems) interact with one another, it produces coupling uncertainties, a challenging issue that is addressed here with the aid of novel decentralized adaptive filtering techniques.Overall, the book’s goal is to provide readers with a comprehensive investigation into the challenging problem of making Kalman filtering work well in the presence of various uncertainties and/or for multiple sensors/components.
State-of-art techniques are introduced, together with a wealth of novel findings.
As such, it can be a good reference book for researchers whose work involves filtering and applications; yet it can also serve as a postgraduate textbook for students in mathematics, engineering, automation, and related fields.To read this book, only a basic grasp of linear algebra and probability theory is needed, though experience with least squares, navigation, robotics, etc. would definitely be a plus.
Information
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Out of stock
- Format:Hardback
- Pages:291 pages, 38 Illustrations, color; 63 Illustrations, black and white; XVII, 291 p. 101 illus., 38 i
- Publisher:Springer Verlag, Singapore
- Publication Date:06/12/2019
- Category:
- ISBN:9789811508059
Other Formats
- Paperback / softback from £129.99
Information
-
Out of stock
- Format:Hardback
- Pages:291 pages, 38 Illustrations, color; 63 Illustrations, black and white; XVII, 291 p. 101 illus., 38 i
- Publisher:Springer Verlag, Singapore
- Publication Date:06/12/2019
- Category:
- ISBN:9789811508059
