PARAFAC-BASED MIMO RADAR MODELING WITH SPACE-TIME-CODING DIVERSITY FOR PARAMETER ESTIMATION
Abstract & Details
Research Area
MIMO radar
Keywords
Nested-PARAFAC
Khatri-Rao product
MIMO radar
ALS
estimation.
Abstract
In this paper we propose tensor-based methods for parameter estimations in bistatic MIMO radar. We first present the basic MIMO radar system parameters including the array steering matrix at the reception and the transmission, the fading coefficients matrix, the symbol matrix and the delay propagation matrix and second the useful PARAFAC models. Different approaches of modelisation are detailed considering instant or convolutive channel processing with raw and statistical data. Our proposed algorithm is based on the knowledge of a coding matrix using Khatri-Rao products at the transmission. Using nested-PARAFAC model, two stages of alternating least squares algorithm allow us to estimate with accuracy all of the transmission parameters: DoA, DoD, fading coefficients and transmitted symbols. Several criteria such as RMSE, PSD, NMSE and SER are tested in the simulation section, where we can see that tensor-based methods provide efficiency due to the fact that they can take into account different kinds of diversity simultaneously.
License
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Commons
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | RANDRIAMBELONORO Solonirina Valimbavaka Nokoloina | ECOLE DOCTORALE EN SCIENCES ET TECHNIQUES DE L'INGENIERIE ET DE L'INNOVATION |
| 2 | RANDRIAMITANTSOA Paul Auguste | ECOLE DOCTORALE EN SCIENCES ET TECHNIQUES DE L'INGENIERIE ET DE L'INNOVATION |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Nokoloina, RANDRIAMBELONORO Solonirina Valimbavaka & Auguste, RANDRIAMITANTSOA Paul (2019). PARAFAC-BASED MIMO RADAR MODELING WITH SPACE-TIME-CODING DIVERSITY FOR PARAMETER ESTIMATION. International Journal of Advance Research and Innovative Ideas In Education, 5(6), 292-312.
MLA Style
Nokoloina, RANDRIAMBELONORO Solonirina Valimbavaka, and RANDRIAMITANTSOA Paul Auguste. "PARAFAC-BASED MIMO RADAR MODELING WITH SPACE-TIME-CODING DIVERSITY FOR PARAMETER ESTIMATION." International Journal of Advance Research and Innovative Ideas In Education, vol. 5, no. 6, 2019, pp. 292-312.
IEEE Style
RANDRIAMBELONORO Solonirina Valimbavaka Nokoloina and RANDRIAMITANTSOA Paul Auguste, "PARAFAC-BASED MIMO RADAR MODELING WITH SPACE-TIME-CODING DIVERSITY FOR PARAMETER ESTIMATION," International Journal of Advance Research and Innovative Ideas In Education, vol. 5, no. 6, pp. 292-312, 2019.
Vancouver Style
Nokoloina RANDRIAMBELONORO Solonirina Valimbavaka, Auguste RANDRIAMITANTSOA Paul. PARAFAC-BASED MIMO RADAR MODELING WITH SPACE-TIME-CODING DIVERSITY FOR PARAMETER ESTIMATION. International Journal of Advance Research and Innovative Ideas In Education. 2019;5(6):292-312.
Harvard Style
Nokoloina, RANDRIAMBELONORO Solonirina Valimbavaka & Auguste, RANDRIAMITANTSOA Paul (2019) 'PARAFAC-BASED MIMO RADAR MODELING WITH SPACE-TIME-CODING DIVERSITY FOR PARAMETER ESTIMATION', International Journal of Advance Research and Innovative Ideas In Education, 5(6), pp. 292-312.
Chicago Style
Nokoloina, RANDRIAMBELONORO Solonirina Valimbavaka and RANDRIAMITANTSOA Paul Auguste. "PARAFAC-BASED MIMO RADAR MODELING WITH SPACE-TIME-CODING DIVERSITY FOR PARAMETER ESTIMATION." International Journal of Advance Research and Innovative Ideas In Education 5, no. 6 (2019): 292-312.
Turabian Style
Nokoloina, RANDRIAMBELONORO Solonirina Valimbavaka and RANDRIAMITANTSOA Paul Auguste. "PARAFAC-BASED MIMO RADAR MODELING WITH SPACE-TIME-CODING DIVERSITY FOR PARAMETER ESTIMATION." International Journal of Advance Research and Innovative Ideas In Education 5, no. 6 (2019): 292-312.
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