Title :
Implementation of a neural netwok module for fourth generation mobile equipements
Author :
Emir, D. ; Abdellatif, B.R. ; Ammar, Boudour
Author_Institution :
Lab. of Commun. Syst., Nat. Eng. Sch. of Tunis
Abstract :
Pipelined recurrent neural network (PRNN) has been used with lot of success in many applications. In recent works, we have also proven that the PRNN exhibits good performances when used for interference cancellation and channel parameters estimation for the different multiple access schemes proposed as physical layer of the fourth generation (4G) networks: wideband code division multiple access (WCDMA), orthogonal frequency division multiplexing (OFDM) and multi carrier CDMA (MC-CDMA). The use of a unique PRNN based module for the three multiple access techniques addresses a major challenge for the 4G mobile terminals: embedding many access techniques for reduced area and resources costs. In this paper, we investigate the feasibility of practical hardware implementation of the proposed structure, this paper aims at implementing the pipelined recurrent neural network structure by using the VHDL. VHDL is the name of the IEEE 1076 hardware description language standard for very high-speed digital circuit design. The RTL/logic synthesis tool; Galileo has been used in order to generate the gate level of the proposed structure. The Xilinx Virtex II family is chosen as target technology
Keywords :
OFDM modulation; code division multiple access; hardware description languages; logic design; mobile radio; recurrent neural nets; telecommunication computing; 4G mobile terminals; Galileo; IEEE 1076 hardware description language standard; RTL/logic synthesis tool; VHDL; Xilinx Virtex II family; channel parameters estimation; fourth generation mobile equipments; fourth generation networks; interference cancellation; multicarrier CDMA; multiple access schemes; neural network module; orthogonal frequency division multiplexing; physical layer; pipelined recurrent neural network; very high-speed digital circuit design; wideband code division multiple access; Interference cancellation; Multiaccess communication; Multicarrier code division multiple access; Neural networks; OFDM; Parameter estimation; Physical layer; Pipeline processing; Recurrent neural networks; Wideband;
Conference_Titel :
Design and Test of Integrated Systems in Nanoscale Technology, 2006. DTIS 2006. International Conference on
Conference_Location :
Tunis
Print_ISBN :
0-7803-9726-6
DOI :
10.1109/DTIS.2006.1708663