Performance Analysis Of Linear Multiuser Detectors And Neural Network Detector In Non- Gaussian Noise Channel
نویسندگان
چکیده
In multiuser detection techniques, the maximum likelihood multiuser detector provides the best performance in DS-CDMA systems with impulsive ambient noise. But the high complexity makes it impractical. And therefore, effective sup-optimal detectors in non-Gaussian noise are needed. In this paper, we present two-layer perceptron neural network with back propagation training algorithm as a multiuser detector of synchronous DS-CDMA system with nonGaussian ambient noise. We provide some simulation examples to analyze and compare the performance of the neural network detector with the decorrelator and MMSE (linear multiuser detectors) against MAI, Gaussian and non-Gaussian additive noise. Simulation results show that the performance of the examined detectors degrades in the presence of non-Gaussian noise than in AWGN. However, the neural network detector performs better than the linear multiuser detectors. Keywords—DS – CDMA, Multiuser detection, impulsive noise, Decorrelating detector, MMSE detector, neural network detector.
منابع مشابه
DS-CDMA System with Linear Multiuser Detection in AWGN Channel
Direct sequence code division multiple access (DS-CDMA) is a popular wireless technology. This paper presents comparative study between linear multiuser detectors, optimal multiuser detector, and conventional single user matched filter in DS-CDMA system. Analysis and simulations are conducted in synchronous AWGN channel, and Gold sequence is used as the spreading codes. The study shows that opt...
متن کاملA Comprehensive Performance Analysis of Direct Detection Receivers inWDMASystems
In this work the performance of a wavelength division multiple access (WDMA) system with direct detection receiver is investigated. For this purpose, the probability of error in a WDMA network with OOK modulation considering crosstalk, ISI, photo detector noise and thermal noise is calculated and the effect of each on system performance is investigated. The system performance in presence of PIN...
متن کاملPerformance Analyses of Linear Multiuser Detectors for Ds/cdma Systems over Awgn Channel
Direct sequence code division multiple access (DS-CDMA) is a popular wireless technology. This system suffers from Multiple Access Interference (MAI) caused by Direct Sequence users and Near–Far effect due to different power levels received. Multi-User Detection schemes are used to detect the users’ data in the presence of MAI and Near–Far problem. In this paper, presented comparative study bet...
متن کاملLinear multiuser detectors for synchronous code-division multiple-access channels
In code-division multiple-access systems, simultaneous multiuser accessing of a common channel is made possible by assigning a signature waveform to each user. Knowledge of these waveforms enables the receiver to demodulate the data streams of each user, upon observation of the sum of the transmitted signals, perturbed by additive noise. Under the assumptions of symbol-synchronous transmissions...
متن کاملRobust multiuser detection in impulsive channels based on M-estimation using a new penalty function
Introduction: Detection and estimation theory is one of the core investigation areas in communications. Multiuser detection (MUD) is an estimation problem in which different users transmit their signals through the same channel in a multiple access channel (MAC). In this way the receiver explores desired signal through the ambient noise and interference generated by other user signals. Multiuse...
متن کامل