Main-Branch Structure Iterative Detection Using Approximate Message Passing for Uplink Large-Scale Multiuser MIMO Systems

The emerging large-scale/massive multi-input multioutput (MIMO) system combined with orthogonal frequency division multiplexing (OFDM) is considered a key technology for its advantage of improving the spectral efficiency. In this paper, we introduce an iterative detection algorithm for uplink large-...

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Main Authors: Qifeng Zou, Xuezhi Tan, Mei Liu, Lin Ma
Format: Article
Language:English
Published: Wiley 2016-01-01
Series:International Journal of Antennas and Propagation
Online Access:http://dx.doi.org/10.1155/2016/2832584
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author Qifeng Zou
Xuezhi Tan
Mei Liu
Lin Ma
author_facet Qifeng Zou
Xuezhi Tan
Mei Liu
Lin Ma
author_sort Qifeng Zou
collection DOAJ
description The emerging large-scale/massive multi-input multioutput (MIMO) system combined with orthogonal frequency division multiplexing (OFDM) is considered a key technology for its advantage of improving the spectral efficiency. In this paper, we introduce an iterative detection algorithm for uplink large-scale multiuser MIMO-OFDM communication systems. We design a Main-Branch structure iterative turbo detector using the Approximate Message Passing algorithm simplified by linear approximation (AMP-LA) and using the Mean Square Error (MSE) criterion to calculate the correlation coefficients between main detector and branch detector for the given iteration. The complexity of our method is compared with other detection algorithms. The simulation results show that our scheme can achieve better performance than the conventional detection methods and have the acceptable complexity.
format Article
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institution Kabale University
issn 1687-5869
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language English
publishDate 2016-01-01
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record_format Article
series International Journal of Antennas and Propagation
spelling doaj-art-a724667d6b00428cb69a009aa0b2d6422025-02-03T01:00:55ZengWileyInternational Journal of Antennas and Propagation1687-58691687-58772016-01-01201610.1155/2016/28325842832584Main-Branch Structure Iterative Detection Using Approximate Message Passing for Uplink Large-Scale Multiuser MIMO SystemsQifeng Zou0Xuezhi Tan1Mei Liu2Lin Ma3School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150080, ChinaSchool of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150080, ChinaSchool of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150080, ChinaSchool of Electronics and Information Engineering, Harbin Institute of Technology, Harbin 150080, ChinaThe emerging large-scale/massive multi-input multioutput (MIMO) system combined with orthogonal frequency division multiplexing (OFDM) is considered a key technology for its advantage of improving the spectral efficiency. In this paper, we introduce an iterative detection algorithm for uplink large-scale multiuser MIMO-OFDM communication systems. We design a Main-Branch structure iterative turbo detector using the Approximate Message Passing algorithm simplified by linear approximation (AMP-LA) and using the Mean Square Error (MSE) criterion to calculate the correlation coefficients between main detector and branch detector for the given iteration. The complexity of our method is compared with other detection algorithms. The simulation results show that our scheme can achieve better performance than the conventional detection methods and have the acceptable complexity.http://dx.doi.org/10.1155/2016/2832584
spellingShingle Qifeng Zou
Xuezhi Tan
Mei Liu
Lin Ma
Main-Branch Structure Iterative Detection Using Approximate Message Passing for Uplink Large-Scale Multiuser MIMO Systems
International Journal of Antennas and Propagation
title Main-Branch Structure Iterative Detection Using Approximate Message Passing for Uplink Large-Scale Multiuser MIMO Systems
title_full Main-Branch Structure Iterative Detection Using Approximate Message Passing for Uplink Large-Scale Multiuser MIMO Systems
title_fullStr Main-Branch Structure Iterative Detection Using Approximate Message Passing for Uplink Large-Scale Multiuser MIMO Systems
title_full_unstemmed Main-Branch Structure Iterative Detection Using Approximate Message Passing for Uplink Large-Scale Multiuser MIMO Systems
title_short Main-Branch Structure Iterative Detection Using Approximate Message Passing for Uplink Large-Scale Multiuser MIMO Systems
title_sort main branch structure iterative detection using approximate message passing for uplink large scale multiuser mimo systems
url http://dx.doi.org/10.1155/2016/2832584
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AT xuezhitan mainbranchstructureiterativedetectionusingapproximatemessagepassingforuplinklargescalemultiusermimosystems
AT meiliu mainbranchstructureiterativedetectionusingapproximatemessagepassingforuplinklargescalemultiusermimosystems
AT linma mainbranchstructureiterativedetectionusingapproximatemessagepassingforuplinklargescalemultiusermimosystems