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Statistical analysis of Steepest Descent and LMS Detection Algorithms for MIMO Systems (Articolo in rivista)
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- Statistical analysis of Steepest Descent and LMS Detection Algorithms for MIMO Systems (Articolo in rivista) (literal)
- Anno
- 2011-01-01T00:00:00+01:00 (literal)
- Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#doi
- 10.1109/TVT.2011.2170185 (literal)
- Alternative label
A. Zanella, M. Chiani, M. Z. Win (2011)
Statistical analysis of Steepest Descent and LMS Detection Algorithms for MIMO Systems
in IEEE transactions on vehicular technology; IEEE, New York (Stati Uniti d'America)
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- A. Zanella, M. Chiani, M. Z. Win (literal)
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- A. Zanella (a), M. Chiani (b), M. Z. Win (c)
a National Research Council of Italy, Institute of Electronics, Computer and Telecommunication Engineering, Bologna 40136, Italy
b Department of Electronics, Computer Sciences and Systems, University of Bologna, Bologna 40136, Italy
c Laboratory for Information and Decision Systems, Massachusetts Institute of Technology, Cambridge, MA 02139, United States (literal)
- Titolo
- Statistical analysis of Steepest Descent and LMS Detection Algorithms for MIMO Systems (literal)
- Abstract
- We study the performance of steepest descent (SD) and least mean square (LMS) algorithms applied to linear detection for multiple-input multiple-output (MIMO) systems in a correlated Rayleigh fading environment. By using random matrix theory, we first study stability for a fixed step size parameter. Then, we consider two always-stable channel-adaptive strategies for the choice of the step size and analytically evaluate their performance. Finally, we derive bounds on the mean value of misadjustment for the LMS algorithm. (literal)
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