PSO Assisted Multiuser Detection for DS-CDMA Communication Systems
نویسندگان
چکیده
In this chapter, a heuristic perspective for the multiuser detection problem in the uplink of direct sequence code division multiple access (DS-CDMA) systems is discussed. In particular, the particle swarm optimization multiuser detector (PSO-MuD) is analyzed regarding several figures of merit, such as symbol error rate, near-far and channel error estimation robustness, and computational complexity aspects. The PSO-MuD is extensively evaluated and characterized under different channel scenarios: additive white Gaussian noise (AWGN), single input single/multiple output (SISO/SIMO) flat Rayleigh, and frequency selective (multipath) Rayleigh channels. Although literature presents single-objective (SOO) and multi-objective optimization (MOO) approaches to deal with multiuser detection problem, in this chapter the single-objective optimization criterion is extensively used, since its application requirement is simpler than the MOO, and its performance results for the proposed optimization problem are quite satisfactory. Nevertheless, the MOO is shortly addressed as an alternative approach. Furthermore, the complexity × performance trade-off of the PSOMuD is carefully analyzed via Monte-Carlo simulation (MCS), and the complexity reduction concerning the optimum multiuser detector (MuD) is quantified. Simulation results show that, after convergence, the performance reached by the PSO-MuD is much better than the conventional detector (CD), and somewhat close to the single user bound (SuB), having computational complexity substantially lower thanOMuD.
منابع مشابه
Nonlinear Multiuser Receiver for Optimized Chaos-Based DS-CDMA Systems
Chaos based communications have drawn increasing attention over the past years. Chaotic signals are derived from non-linear dynamic systems. They are aperiodic, broadband and deterministic signals that appear random in the time domain. Because of these properties, chaotic signals have been proposed to generate spreading sequences for wide-band secure communication recently. Like conventional DS...
متن کاملRadial Basis Functions and Pso Assisted Multiuser Detection for Ds-cdma
The two major factors which contribute to erroneous detection in a DS-CDMA system are the MAI and noise. The former appears due to non-orthogonal spreading codes while the latter is the induced by the channel. Since the traditional detectors give a soft output, the presence of MAI and channel noise make these soft decisions non-linearly separable. This chapter describes the use of Radial Basis ...
متن کاملPSO Based Multiuser Detection over GK Fading Channels with MRC Receive Diversity in Impulsive Noise
Abstract— The direct sequence-code division multiple accesses (DS-CDMA) signals are transmitted over multipath channels that introduce fading and shadowing. Combined effect of multipath fading and shadowing along with multiple access interference (MAI) and inter-symbol interference (ISI) worsens the system performance. Further, experimental results have confirmed the presence of impulsive nonGa...
متن کاملSIC and PIC Multiuser Detection for Prefix-Assisted DS-CDMA Systems
In this paper we present iterative frequency-domain multiuser detection (MUD) receivers for the uplink transmission of direct sequence code division multiple access systems (DS-CDMA) that combine iterative block decision feedback equalization (IB-DFE) principles with interference cancelation techniques. Both successive interference cancelation (SIC) and parallel interference cancelation (PIC) s...
متن کاملPerformance Comparison of Non-linear Interference Cancellation Techniques for Multiuser Detection in Ds-cdma System
Direct sequence code division multiple access (DS-CDMA) is a most popular mobile communication technology. In DS-CDMA communication, signals of all users overlap in time and frequencies and cause multiple access interference (MAI). The conventional DS-CDMA detectors follow the single user matched filter detection technique, in which each user is detected individually without regard for other us...
متن کامل