MCMC sampling for joint estimation of phase distortions and transmitted symbols in OFDM systems
In this paper, we address the challenging problem of the OFDM reception in the presence of phase distortions. Phase noise and carrier frequency offset seriously degrade the performances of OFDM systems by destroying orthogonality of the subcarriers. Based on a Markov Chain Monte Carlo sampling mecha...
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Veröffentlicht in: | Digital signal processing 2011-03, Vol.21 (2), p.341-353 |
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description | In this paper, we address the challenging problem of the OFDM reception in the presence of phase distortions. Phase noise and carrier frequency offset seriously degrade the performances of OFDM systems by destroying orthogonality of the subcarriers. Based on a Markov Chain Monte Carlo sampling mechanization, our approach consists in jointly estimating the phase noise, the frequency offset and the transmitted symbols. The proposed algorithm is implemented in the time domain in order to benefit from the redundancy information induced by the cyclic prefix and from the time correlation of the OFDM signal owing to the presence of virtual and/or pilot subcarriers. The algorithm's efficiency is enhanced by incorporating the Rao-Blackwellization technique as well as various sampling improvement strategies. Simulation results, provided in terms of bit error rate (BER) and mean square error (MSE), clearly illustrate the efficiency and the robustness of the proposed estimator. |
doi_str_mv | 10.1016/j.dsp.2010.10.003 |
format | Article |
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Phase noise and carrier frequency offset seriously degrade the performances of OFDM systems by destroying orthogonality of the subcarriers. Based on a Markov Chain Monte Carlo sampling mechanization, our approach consists in jointly estimating the phase noise, the frequency offset and the transmitted symbols. The proposed algorithm is implemented in the time domain in order to benefit from the redundancy information induced by the cyclic prefix and from the time correlation of the OFDM signal owing to the presence of virtual and/or pilot subcarriers. The algorithm's efficiency is enhanced by incorporating the Rao-Blackwellization technique as well as various sampling improvement strategies. 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Phase noise and carrier frequency offset seriously degrade the performances of OFDM systems by destroying orthogonality of the subcarriers. Based on a Markov Chain Monte Carlo sampling mechanization, our approach consists in jointly estimating the phase noise, the frequency offset and the transmitted symbols. The proposed algorithm is implemented in the time domain in order to benefit from the redundancy information induced by the cyclic prefix and from the time correlation of the OFDM signal owing to the presence of virtual and/or pilot subcarriers. The algorithm's efficiency is enhanced by incorporating the Rao-Blackwellization technique as well as various sampling improvement strategies. Simulation results, provided in terms of bit error rate (BER) and mean square error (MSE), clearly illustrate the efficiency and the robustness of the proposed estimator.</description><subject>Applications</subject><subject>Carrier frequency offset</subject><subject>Computer Science</subject><subject>Engineering Sciences</subject><subject>Markov Chain Monte Carlo</subject><subject>OFDM systems</subject><subject>Phase noise</subject><subject>Signal and Image processing</subject><subject>Statistics</subject><issn>1051-2004</issn><issn>1095-4333</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2011</creationdate><recordtype>article</recordtype><recordid>eNp9UEFOwzAQjBBIlMIDuPnKIWGd2AkRpypQitSqFzhbTuxQR0kcea1K_T0ORRw57exoZjU7UXRPIaFA88cuUTglKfzsCUB2ES0olDxmWZZdzpjTOAVg19ENYgcABUvzRSR21a4iKIepN-MXaa0jnTWjJxq9GaQ3diS2JdNBoibKoLdu5pDIURHv5IiD8V4rgqehtj0SM5L9-mUXdvR6wNvoqpU96rvfuYw-168f1Sbe7t_eq9U2brKC-ZCsyRupeQ1l2ULNmGZFwKxJua655DXjnOoyB1qyQvE0Vap4qtsyBZ0BlypbRg_nuwfZi8mF6O4krDRis9qKmQPgec5KeqRBS8_axllEp9s_AwUxtyk6EdoUc5szFdoMnuezR4cnjkY7gY3RY6OVcbrxQlnzj_sb4lh86A</recordid><startdate>20110301</startdate><enddate>20110301</enddate><creator>Septier, François</creator><creator>Delignon, Yves</creator><general>Elsevier Inc</general><general>Elsevier</general><scope>AAYXX</scope><scope>CITATION</scope><scope>1XC</scope><scope>VOOES</scope><orcidid>https://orcid.org/0000-0001-5931-6091</orcidid></search><sort><creationdate>20110301</creationdate><title>MCMC sampling for joint estimation of phase distortions and transmitted symbols in OFDM systems</title><author>Septier, François ; Delignon, Yves</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c374t-20c6cae5b099f0b44e47b094c25eb5a5b4551e9601947d522dd78bf920e305ad3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2011</creationdate><topic>Applications</topic><topic>Carrier frequency offset</topic><topic>Computer Science</topic><topic>Engineering Sciences</topic><topic>Markov Chain Monte Carlo</topic><topic>OFDM systems</topic><topic>Phase noise</topic><topic>Signal and Image processing</topic><topic>Statistics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Septier, François</creatorcontrib><creatorcontrib>Delignon, Yves</creatorcontrib><collection>CrossRef</collection><collection>Hyper Article en Ligne (HAL)</collection><collection>Hyper Article en Ligne (HAL) (Open Access)</collection><jtitle>Digital signal processing</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Septier, François</au><au>Delignon, Yves</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>MCMC sampling for joint estimation of phase distortions and transmitted symbols in OFDM systems</atitle><jtitle>Digital signal processing</jtitle><date>2011-03-01</date><risdate>2011</risdate><volume>21</volume><issue>2</issue><spage>341</spage><epage>353</epage><pages>341-353</pages><issn>1051-2004</issn><eissn>1095-4333</eissn><abstract>In this paper, we address the challenging problem of the OFDM reception in the presence of phase distortions. Phase noise and carrier frequency offset seriously degrade the performances of OFDM systems by destroying orthogonality of the subcarriers. Based on a Markov Chain Monte Carlo sampling mechanization, our approach consists in jointly estimating the phase noise, the frequency offset and the transmitted symbols. The proposed algorithm is implemented in the time domain in order to benefit from the redundancy information induced by the cyclic prefix and from the time correlation of the OFDM signal owing to the presence of virtual and/or pilot subcarriers. The algorithm's efficiency is enhanced by incorporating the Rao-Blackwellization technique as well as various sampling improvement strategies. 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subjects | Applications Carrier frequency offset Computer Science Engineering Sciences Markov Chain Monte Carlo OFDM systems Phase noise Signal and Image processing Statistics |
title | MCMC sampling for joint estimation of phase distortions and transmitted symbols in OFDM systems |
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