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Statistical Signal Processing = Freq...
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Nandi, Swagata.
Statistical Signal Processing = Frequency Estimation /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Statistical Signal Processing/ by Swagata Nandi, Debasis Kundu.
其他題名:
Frequency Estimation /
作者:
Nandi, Swagata.
其他作者:
Kundu, Debasis.
面頁冊數:
XXIII, 265 p. 53 illus., 22 illus. in color.online resource. :
Contained By:
Springer Nature eBook
標題:
Mathematical and Computational Engineering. -
電子資源:
https://doi.org/10.1007/978-981-15-6280-8
ISBN:
9789811562808
Statistical Signal Processing = Frequency Estimation /
Nandi, Swagata.
Statistical Signal Processing
Frequency Estimation /[electronic resource] :by Swagata Nandi, Debasis Kundu. - 2nd ed. 2020. - XXIII, 265 p. 53 illus., 22 illus. in color.online resource.
Introduction -- Preliminaries -- Methods of Estimation - Iterative -- Methods of Estimation - Non-iterative -- Asymptotic Results (of Sinusoidal model) -- Order estimation -- Fundamental Frequency Model and its generalization -- Data Analysis -- Two dimensional and multidimensional models -- Chirp Signal Model -- Random Amplitudes -- Related Models -- Appendices.
This book introduces readers to various signal processing models that have been used in analyzing periodic data, and discusses the statistical and computational methods involved. Signal processing can broadly be considered to be the recovery of information from physical observations. The received signals are usually disturbed by thermal, electrical, atmospheric or intentional interferences, and due to their random nature, statistical techniques play an important role in their analysis. Statistics is also used in the formulation of appropriate models to describe the behavior of systems, the development of appropriate techniques for estimation of model parameters and the assessment of the model performances. Analyzing different real-world data sets to illustrate how different models can be used in practice, and highlighting open problems for future research, the book is a valuable resource for senior undergraduate and graduate students specializing in mathematics or statistics.
ISBN: 9789811562808
Standard No.: 10.1007/978-981-15-6280-8doiSubjects--Topical Terms:
1139415
Mathematical and Computational Engineering.
LC Class. No.: QA276-280
Dewey Class. No.: 519.5
Statistical Signal Processing = Frequency Estimation /
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Introduction -- Preliminaries -- Methods of Estimation - Iterative -- Methods of Estimation - Non-iterative -- Asymptotic Results (of Sinusoidal model) -- Order estimation -- Fundamental Frequency Model and its generalization -- Data Analysis -- Two dimensional and multidimensional models -- Chirp Signal Model -- Random Amplitudes -- Related Models -- Appendices.
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