Particle Swarm Optimization Algorithm Based Decision Feedback Equalizer for Underwater Acoustic Communication

被引:0
|
作者
Mahmutoglu, Yigit [1 ]
Turk, Kadir [2 ]
Tugcu, Emin [3 ]
机构
[1] Recep Tayyip Erdogan Univ, Energy Syst Engn, Rize, Turkey
[2] Karadeniz Tech Univ, Elect & Elect Engn, Trabzon, Turkey
[3] Karadeniz Tech Univ, Elect & Commun Engn, Trabzon, Turkey
关键词
acoustic communication; decision feedback equalizer; Laplacian pink noise; particle swarm optimization; under-water;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we proposed particle swarm optimization (PSO) algorithm based adaptive decision feedback equalizer (DFE) for underwater acoustic communication (UWAC). In the literature, although ocean ambient noise is generally modeled as pink Gaussian noise, there is also site-specific ocean noise which can be modeled as pink Laplace noise. In this study we consider both noises. Rayleigh distributed, frequency selective fading channels (as UWAC channel) with Laplacian and Gaussian distributed, pink noise are considered. Unlike recursive least squares (RLS) and least mean squares (LMS) algorithms, PSO is independent from channel characteristics and has faster convergence. To the best of our knowledge PSO algorithm has not been used for adaptive DFE over UWAC channel. The communication performances and computational complexities of LMS, RLS and PSO based adaptive DFEs are compared. Although PSO has the highest computational complexity, our simulation results show PSO-DFE outperforms the other algorithms.
引用
收藏
页码:153 / 156
页数:4
相关论文
共 50 条
  • [31] Decision feedback blind equalization algorithm based on RENYI entropy for underwater acoustic channels
    Zhang, Yin-Bing
    Zhao, Jun-Wei
    Li, Jin-Ming
    Sun, Yong
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2009, 31 (04): : 911 - 915
  • [32] Underwater Wireless Sensor Network Deployment Based on Chaotic Particle Swarm Optimization Algorithm
    Su, Shaojuan
    Wang, Tianlin
    INTERNATIONAL JOURNAL OF ONLINE ENGINEERING, 2015, 11 (01) : 25 - 28
  • [33] Equalizer Based on the BCJR Algorithm for Underwater Acoustic Channels in OFDM Systems
    Pires, Jorge
    Colombo, Martin
    De Marziani, Carlos
    Gallardo, Jose
    Alcoleas, Romulo
    Murano, Santiago
    Roldos, Dario
    2017 XVII WORKSHOP ON INFORMATION PROCESSING AND CONTROL (RPIC), 2017,
  • [34] The Constant Norm Algorithm based on the Soft Decision Feedback Equalizer
    Zhu Tingting
    Jiao Xiaotao
    2011 7TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING (WICOM), 2011,
  • [35] Fractionally spaced decision feedback equalizer based on decorrelation algorithm
    Lin, Ren-Gang
    Guo, Yecai
    Rao, Wei
    2007 International Symposium on Computer Science & Technology, Proceedings, 2007, : 91 - 94
  • [36] Chaotic particle swarm optimization algorithm based on the essence of particle swarm
    Lin, Chuan
    Feng, Quanyuan
    Xinan Jiaotong Daxue Xuebao/Journal of Southwest Jiaotong University, 2007, 42 (06): : 665 - 669
  • [37] An improved ant colony optimization algorithm based on particle swarm optimization algorithm for path planning of autonomous underwater vehicle
    Gaofeng Che
    Lijun Liu
    Zhen Yu
    Journal of Ambient Intelligence and Humanized Computing, 2020, 11 : 3349 - 3354
  • [38] An improved ant colony optimization algorithm based on particle swarm optimization algorithm for path planning of autonomous underwater vehicle
    Che, Gaofeng
    Liu, Lijun
    Yu, Zhen
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2020, 11 (08) : 3349 - 3354
  • [39] Improved Particle Swarm Optimization Algorithm for Optimization of Power Communication Network
    Wang, Yuhuai
    Wang, Qihui
    Zhang, Huixi
    An, Kang
    Ye, Xia
    Sun, Yaping
    INTERNATIONAL JOURNAL OF GRID AND DISTRIBUTED COMPUTING, 2016, 9 (01): : 225 - 235
  • [40] A family of sparse group Lasso RLS algorithms with adaptive regularization parameters for adaptive decision feedback equalizer in the underwater acoustic communication system
    Liu, Lu
    Sun, Dajun
    Zhang, Youwen
    PHYSICAL COMMUNICATION, 2017, 23 : 114 - 124