HYBRID GA-PSO TRAINED FUNCTIONAL LINK ARTIFICIAL NEURAL NETWORK BASED CHANNEL EQUALIZER

被引:0
作者
Utkarsh, Ayush [1 ]
Kantha, Aditya Sarjak [2 ]
Praveen, J. [3 ]
Kumar, J. Ravi [1 ]
机构
[1] NIT, ECE Dept, Warangal, Telangana, India
[2] NIT, Chem Engn, Warangal, Telangana, India
[3] VignanaBharathi Inst Technol, ECE Dept, Hyderabad, Telangana, India
来源
2ND INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND INTEGRATED NETWORKS (SPIN) 2015 | 2015年
关键词
Wireless LAN; Channel Equalizer; Functional link Artificial Neural Network; PSO; Genetic Algorithm; Hybrid GA-PSO;
D O I
暂无
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
Channel equalization is an important field of adaptive signal processing. When significant noise is added to the transmitted signal in the channel, the received signal at each instant can be considered as a nonlinear function of the past values of transmitted signal. The overall channel response becomes a non-linear dynamic mapping problem. Hence, the channel needs to be equalized using best of the non-linear approximators. In this paper, Functional Link Artificial Neural Network is used as equalizer by training with Hybrid GA-PSO Algorithm as the Least Mean Square (LMS) methodology is not being able to meet the requirements under noisy conditions. From the simulations and results it can be seen that proposed Hybrid GA-PSO training methodology can be considered as a better training algorithm compared to previously proposed GA and PSO trained FLANN.
引用
收藏
页码:285 / 290
页数:6
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