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Grid-based Nonlinear Estimation and Its Applications
Engelsk
Bogcover for Grid-based Nonlinear Estimation and Its Applications af Ming Xin, Bin Jia, 9780367779955
Specifikationer
Sprog:
Engelsk
Sider:
252
ISBN-13:
9780367779955
Indbinding:
Paperback
ISBN-10:
0367779951
Udg. Dato:
31 mar 2021
Størrelse i cm:
23,4 x 15,6
Oplagsdato:
31 mar 2021
Forfatter(e):

Grid-based Nonlinear Estimation and Its Applications

Engelsk
Paperback 2021
Format:

Bog beskrivelse

Grid-based Nonlinear Estimation and its Applications presents new Bayesian nonlinear estimation techniques developed in the last two decades. Grid-based estimation techniques are based on efficient and precise numerical integration rules to improve performance of the traditional Kalman filtering based estimation for nonlinear and uncertainty dynamic systems. The unscented Kalman filter, Gauss-Hermite quadrature filter, cubature Kalman filter, sparse-grid quadrature filter, and many other numerical grid-based filtering techniques have been introduced and compared in this book. 



Theoretical analysis and numerical simulations are provided to show the relationships and distinct features of different estimation techniques. To assist the exposition of the filtering concept, preliminary mathematical review is provided. In addition, rather than merely considering the single sensor estimation, multiple sensor estimation, including the centralized and decentralized estimation, is included. Different decentralized estimation strategies, including consensus, diffusion, and covariance intersection, are investigated. Diverse engineering applications, such as uncertainty propagation, target tracking, guidance, navigation, and control, are presented to illustrate the performance of different grid-based estimation techniques.



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Specifikationer
Sprog:
Engelsk
Sider:
252
ISBN-13:
9780367779955
Indbinding:
Paperback
ISBN-10:
0367779951
Udg. Dato:
31 mar 2021
Størrelse i cm:
23,4 x 15,6
Oplagsdato:
31 mar 2021
Forfatter(e):
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