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Titlebook: Nonlinear Filtering; Methods and Applicat Kumar Pakki Bharani Chandra,Da-Wei Gu Book 2019 Springer Nature Switzerland AG 2019 Advanced Stat

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发表于 2025-3-21 19:07:32 | 显示全部楼层 |阅读模式
书目名称Nonlinear Filtering
副标题Methods and Applicat
编辑Kumar Pakki Bharani Chandra,Da-Wei Gu
视频video
概述Illustrates the complete process of filtering-algorithm derivation.Demonstrates the real-world applications of filtering methods using case studies.MATLAB® codes facilitate the use and adaptation of t
图书封面Titlebook: Nonlinear Filtering; Methods and Applicat Kumar Pakki Bharani Chandra,Da-Wei Gu Book 2019 Springer Nature Switzerland AG 2019 Advanced Stat
描述.This book gives readers in-depth know-how on methods of state estimation for nonlinear control systems. It starts with an introduction to dynamic control systems and system states and a brief description of the Kalman filter. In the following chapters, various state estimation techniques for nonlinear systems are discussed, including the extended, unscented and cubature Kalman filters. The cubature Kalman filter and its variants are introduced in particular detail because of their efficiency and their ability to deal with systems with Gaussian and/or non-Gaussian noise. The book also discusses information-filter and square-root-filtering algorithms, useful for state estimation in some real-time control system design problems.. .A number of case studies are included in the book to illustrate the application of various nonlinear filtering algorithms. .Nonlinear Filtering. is written for academic and industrial researchers, engineers and research students who are interested in nonlinear control systems analysis and design. The chief features of the book include: dedicated coverage of recently developed nonlinear, Jacobian-free, filtering algorithms; examples illustrating the use of n
出版日期Book 2019
关键词Advanced State Estimators; Jacobian-free State Estimation; Numerical Exploration of Filtering Algorith
版次1
doihttps://doi.org/10.1007/978-3-030-01797-2
isbn_ebook978-3-030-01797-2
copyrightSpringer Nature Switzerland AG 2019
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Kumar Pakki Bharani Chandra,Da-Wei GuIllustrates the complete process of filtering-algorithm derivation.Demonstrates the real-world applications of filtering methods using case studies.MATLAB® codes facilitate the use and adaptation of t
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https://doi.org/10.1007/978-3-030-01797-2Advanced State Estimators; Jacobian-free State Estimation; Numerical Exploration of Filtering Algorith
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Springer Nature Switzerland AG 2019
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State Observation and Estimation,rements). If the signal and noise spectra are essentially non-overlapping, the design of a frequency domain filter that allows the desired signal to pass while attenuating the unwanted noise would be a possibility. A classical filter could be either low pass, band pass/stop or high pass. However, wh
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