Minimizing the Symbol-Error-Rate for Amplify-and-Forward Relaying Systems Using Evolutionary Algorithms

被引:16
作者
Ahmed, Qasim Zeeshan [1 ]
Ahmed, Sajid [1 ]
Alouini, Mohamed-Slim [1 ]
Aissa, Sonia [2 ]
机构
[1] King Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn CEMSE Div, Thuwal 239556900, Saudi Arabia
[2] Univ Quebec, INRS, Montreal, PQ H5A 1K6, Canada
关键词
Cooperative networks; minimum mean square error (MMSE); bit error rate (BER); steepest descent (SD); particle swarm optimization (PSO); differential evolution (DE); PARTICLE-SWARM-OPTIMIZATION; COOPERATIVE DIVERSITY; MULTIUSER DETECTION; WIRELESS NETWORKS; CDMA SYSTEMS; DESIGN; DETECTOR; CHANNELS; OUTAGE;
D O I
10.1109/TCOMM.2014.2375255
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a new detector is proposed for an amplify-and-forward (AF) relaying system. The detector is designed to minimize the symbol-error-rate (SER) of the system. The SER surface is non-linear and may have multiple minimas, therefore, designing an SER detector for cooperative communications becomes an optimization problem. Evolutionary based algorithms have the capability to find the global minima, therefore, evolutionary algorithms such as particle swarm optimization (PSO) and differential evolution (DE) are exploited to solve this optimization problem. The performance of proposed detectors is compared with the conventional detectors such as maximum likelihood (ML) and minimum mean square error (MMSE) detector. In the simulation results, it can be observed that the SER performance of the proposed detectors is less than 2 dB away from the ML detector. Significant improvement in SER performance is also observed when comparing with the MMSE detector. The computational complexity of the proposed detector is much less than the ML and MMSE algorithms. Moreover, in contrast to ML and MMSE detectors, the computational complexity of the proposed detectors increases linearly with respect to the number of relays.
引用
收藏
页码:390 / 400
页数:11
相关论文
共 31 条
[1]   Joint Preprocesser-Based Detector for Cooperative Networks with Limited Hardware Processing Capability [J].
Abuzaid, Abdulrahman ;
Ahmed, Qasim Zeeshan ;
Alouini, Mohamed-Slim .
IEEE SIGNAL PROCESSING LETTERS, 2015, 22 (02) :216-219
[2]   Linear Transceiver Design for Nonorthogonal Amplify-and-Forward Protocol Using a Bit Error Rate Criterion [J].
Ahmed, Qasim Zeeshan ;
Park, Ki-Hong ;
Alouini, Mohamed-Slim ;
Aissa, Sonia .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2014, 13 (04) :1844-1853
[3]   Compression and Combining Based on Channel Shortening and Reduced-Rank Techniques for Cooperative Wireless Sensor Networks [J].
Ahmed, Qasim Zeeshan ;
Park, Ki-Hong ;
Alouini, Mohamed-Slim ;
Aissa, Sonia .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2014, 63 (01) :72-81
[4]   Bit Error-Rate Minimizing Detector for Amplify-and-Forward Relaying Systems Using Generalized Gaussian Kernel [J].
Ahmed, Qasim Zeeshan ;
Alouini, Mohamed-Slim ;
Aissa, Sonia .
IEEE SIGNAL PROCESSING LETTERS, 2013, 20 (01) :55-58
[5]  
[Anonymous], 2002, Adaptive Filter Theory
[6]  
[Anonymous], 2008, Digital Communications
[7]   MMSE multiuser detection for cooperative diversity CDMA systems [J].
Cao, Y ;
Vojcic, B .
2004 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, VOLS 1-4: BROADBAND WIRELESS - THE TIME IS NOW, 2004, :42-47
[8]   Modulation and demodulation for cooperative diversity in wireless systems [J].
Chen, Deqiang ;
Laneman, J. Nicholas .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2006, 5 (07) :1785-1794
[9]   Adaptive minimum error-rate filtering design: A review [J].
Chen, Sheng ;
Tan, Shuang ;
Xu, Lei ;
Hanzo, Lajos .
SIGNAL PROCESSING, 2008, 88 (07) :1671-1697
[10]   Optimal approximation of linear systems by a differential evolution algorithm [J].
Cheng, SL ;
Hwang, C .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2001, 31 (06) :698-707