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Kalman Filtering under Information Theoretic Criteria

Kalman Filtering under Information Theoretic Criteria

by Badong ChenXi'an Jiaotong University Nanning Zheng and others
Hardback
Publication Date: 22/09/2023

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This book provides several efficient Kalman filters (linear or nonlinear) under information theoretic criteria. They achieve excellent performance in complicated non-Gaussian noises with low computation complexity and have great practical application potential. The book combines all these perspectives and results in a single resource for students and practitioners in relevant application fields. Each chapter starts with a brief review of fundamentals, presents the material focused on the most important properties and evaluates comparatively the models discussing free parameters and their effect on the results. Proofs are provided at the end of each chapter. The book is geared to senior undergraduates with a basic understanding of linear algebra, signal processing and statistics, as well as graduate students or practitioners with experience in Kalman filtering.

ISBN:
9783031337635
9783031337635
Category:
Maths for engineers
Format:
Hardback
Publication Date:
22-09-2023
Language:
English
Publisher:
Springer International Publishing AG
Country of origin:
Switzerland
Dimensions (mm):
235x155mm
Weight:
0.63kg

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