Reduction of Inter-Symbol Interference Using Artifical Neural Network System in Multicarrier OFDM System

The work proposes Inter-Symbol Interference (ISI) reduction scheme, ISI being a major problem in Optical systems, which produces various type of non-linear distortions. So the implementation of OFDM system using Artificial Neural Network (ANN) scheme with M-QAM modulation technique is proposed and compared with the conventional OFDM system without using ANN. This proposed scheme is implementation of Backpropagation (BP) algorithm over AWGN channels to achieve an effective ISI reduction in orthogonal frequency division multiplexing (OFDM) systems. Simulation results prove that ANN equalizer can further reduce ISI effectively and provide acceptable BER and better MSE plot compared to conventional OFDM system.

[1]  A. Ladhake,et al.  Ber Performance of Ofdm System with Cyclic Prefix & Zero Padding , 2013 .

[2]  Nana Yaw Asabere,et al.  O Performance Comparison of Cyclic Prefix OFDM and Unique Word OFDM in the LTE Downlink , 2016 .

[3]  Silki Baghla,et al.  Reduction of inter-symbol interference using artificial neural network system in multicarrier OFDM system , 2018 .

[4]  Ramjee Prasad,et al.  OFDM for Wireless Multimedia Communications , 1999 .

[5]  Jaejin Lee,et al.  Elimination of two-dimensional intersymbol interference through the use of a 9/12 two-dimensional modulation code , 2016, IET Commun..

[6]  Ridha Bouallegue,et al.  A Full Performance Analysis of Channel Estimation Methods for Time Varying OFDM Systems , 2012, ArXiv.

[7]  Satish K. Shah,et al.  Artificial Neural Network trained by Genetic Algorithm for Smart MIMO Channel Estimation for Downlink LTE-Advance System , 2014 .

[8]  Pragya Sharma Performance Analysis of Zero-Forcing Equalizer for ISI Reduction In Wireless Channels , 2012 .

[9]  Ajoy Kumar Dey,et al.  OFDM System Analysis for reduction of Inter symbol Interference Using the AWGN Channel Platform , 2010 .

[10]  Georgios B. Giannakis,et al.  Wireless multicarrier communications , 2000, IEEE Signal Process. Mag..

[11]  Ahmed Tohamy,et al.  A low complexity OFDM system with minimum intersymbol interference , 2012, 2012 5th Joint IFIP Wireless and Mobile Networking Conference (WMNC).

[12]  Zi-Wei Zheng,et al.  Research on the inter symbol interference mitigation for the MIMO-OFDM systems , 2011, 2011 International Conference on Electronics, Communications and Control (ICECC).