Fisher-Information-Matrix Based Analysis of Semiblind MIMO Frequency Selective Channel Estimation
Joint Authors
Jagannatham, Aditya K.
Rao, Bhaskar D.
Source
Issue
Vol. 2011, Issue 2011 (31 Dec. 2011), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2011-09-07
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Electronic engineering
Information Technology and Computer Science
Abstract EN
We present a study of semiblind (SB) estimation for a frequency-selective (FS) multiple-input multiple-output (MIMO) wireless channel using a novel Fisher-information matrix (FIM) based approach.
The frequency selective MIMO system is modeled as a matrix finite impulse response (FIR) channel, and the transmitted data symbols comprise of a sequence of pilot symbols followed by the unknown blind symbols.
It is demonstrated that the FIM for this system can be expressed as the sum of the blind FIM Jb and pilot FIM Jp.
We present a key result relating the rank of the FIM to the number of blindly identifiable parameters.
We then present a novel maximum-likelihood (ML) scheme for the semiblind estimation of the MIMO FIR channel.
We derive the Cramer-Rao Bound (CRB) for the semiblind scheme.
It is observed that the semi-blind MSE of estimation of the MIMO FIR channel is potentially much lower compared to an exclusively pilot-based scheme.
Finally, we derive a lower bound for the minimum number of pilot symbols necessary for the estimation of an FIR MIMO channel for any general semi-blind scheme.
Simulation results are presented to augment the above analysis.
American Psychological Association (APA)
Jagannatham, Aditya K.& Rao, Bhaskar D.. 2011. Fisher-Information-Matrix Based Analysis of Semiblind MIMO Frequency Selective Channel Estimation. ISRN Signal Processing،Vol. 2011, no. 2011, pp.1-13.
https://search.emarefa.net/detail/BIM-496474
Modern Language Association (MLA)
Jagannatham, Aditya K.& Rao, Bhaskar D.. Fisher-Information-Matrix Based Analysis of Semiblind MIMO Frequency Selective Channel Estimation. ISRN Signal Processing No. 2011 (2011), pp.1-13.
https://search.emarefa.net/detail/BIM-496474
American Medical Association (AMA)
Jagannatham, Aditya K.& Rao, Bhaskar D.. Fisher-Information-Matrix Based Analysis of Semiblind MIMO Frequency Selective Channel Estimation. ISRN Signal Processing. 2011. Vol. 2011, no. 2011, pp.1-13.
https://search.emarefa.net/detail/BIM-496474
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-496474