313 research outputs found
Multiple-antenna-aided OFDM employing genetic-algorithm-assisted minimum bit error rate multiuser detection
The family of minimum bit error rate (MBER) multiuser detectors (MUD) is capable of outperforming the classic minimum mean-squared error (MMSE) MUD in terms of the achievable bit-error rate (BER) owing to directly minimizing the BER cost function. In this paper,wewill invoke genetic algorithms (GAs) for finding the optimum weight vectors of the MBER MUD in the context of multiple-antenna-aided multiuser orthogonal frequency division multiplexing (OFDM) .We will also show that the MBER MUD is capable of supporting more users than the number of receiver antennas available, while outperforming the MMSE MUD
Multiuser MIMO-OFDM for Next-Generation Wireless Systems
This overview portrays the 40-year evolution of orthogonal frequency division multiplexing (OFDM) research. The amelioration of powerful multicarrier OFDM arrangements with multiple-input multiple-output (MIMO) systems has numerous benefits, which are detailed in this treatise. We continue by highlighting the limitations of conventional detection and channel estimation techniques designed for multiuser MIMO OFDM systems in the so-called rank-deficient scenarios, where the number of users supported or the number of transmit antennas employed exceeds the number of receiver antennas. This is often encountered in practice, unless we limit the number of users granted access in the base station’s or radio port’s coverage area. Following a historical perspective on the associated design problems and their state-of-the-art solutions, the second half of this treatise details a range of classic multiuser detectors (MUDs) designed for MIMO-OFDM systems and characterizes their achievable performance. A further section aims for identifying novel cutting-edge genetic algorithm (GA)-aided detector solutions, which have found numerous applications in wireless communications in recent years. In an effort to stimulate the cross pollination of ideas across the machine learning, optimization, signal processing, and wireless communications research communities, we will review the broadly applicable principles of various GA-assisted optimization techniques, which were recently proposed also for employment inmultiuser MIMO OFDM. In order to stimulate new research, we demonstrate that the family of GA-aided MUDs is capable of achieving a near-optimum performance at the cost of a significantly lower computational complexity than that imposed by their optimum maximum-likelihood (ML) MUD aided counterparts. The paper is concluded by outlining a range of future research options that may find their way into next-generation wireless systems
Performance Evaluation of DS-CDMA Receivers Using Genetic Algorithm
Direct sequence-code division multiple access (DS-CDMA) technique is used in cellular
systems where users in the cell are separated from each other with their unique spreading
codes. In recent times DS-CDMA has been used extensively. These systems suffers from
multiple access interference (MAI) due to other users transmitting in the cell, channel inter
symbol interference (ISI) due to multipath nature of channels in presence of additive white
Gaussian noise(AWGN). Spreading codes play an important role in multiple access capacity
of DS-CDMA system. M-sequences, gold sequences etc., has been traditionally used as
spreading codes in DS-CDMA. These sequences are generated by shift registers and periodic
in nature. So these sequences are less in number and also limits the security.
This thesis presents an investigation on use of new type of DS CDMA receiver called Genetic
Algorithm based DS-CDMA receiver. Genetic Algorithm is robust optimization technique
and does not fall into local minima hence this gives better weight optimization of any system.
This Thesis investigates the performance of GA based DS-CDMA communication using gold
code sequences.
Extensive simulation studies demonstrate the performance of the different linear and
nonlinear DS-CDMA receivers like RAKE receiver, matched filter (MF) receiver, minimum
mean square error (MMSE) receiver using gold sequences and the performance have been
compared with GA based receiver
BAMUD Features Demonstration by System View
Direct-sequence code-division multiple access (DS-CDMA) is a frequently used wireless technology in DS-CDMA communications. The conventional DS-CDMA detector follows a single-user detection strategy in which each user is detected separately without regard for the other users. The better strategy is multi-user detection (MUD), where information about multiple users is used to improve detection of each individual user. This paper presents an adaptive multi-user detector converging (for any initialization) to the minimum mean square error (MMSE) detector without requiring training sequences. This blind multi-user detector (BAMUD) requires no more knowledge than does the conventional single-user detector. The structure of adaptive blind detector is simulated by the system design tool SystemView. The aim focus is to verify theoretical knowledge of BAMUD structure using hardware-oriented PC-based model in SystemView
Multiple-access interference rejecting receivers in DS-CDMA communication system
SIGLEAvailable from British Library Document Supply Centre-DSC:DXN037068 / BLDSC - British Library Document Supply CentreGBUnited Kingdo
Performance Evaluation of Phase Optimized Spreading Codes in Non Linear DS-CDMA Receiver
Spread spectrum (SS) is a modulation technique in which the signal occupies a bandwidth much larger than the minimum necessary to send the information. A synchronized reception with the code at the receiver is used for despreading the information before data recovery. Bandspread is accomplished by means of a code which is independent of the data. Bandspreading code is pseudo-random, thus the spread signal resembles noise. The coded modulation characteristic of SS system uniquely qualifies it for navigation applications. Any signal used in ranging is subject to time/distance relations. A SS signal has advantage that its phase is easily resolvable. Direct-sequence (DS) form of modulation is mostly preferred over Frequency Hopping system (FH) as FH systems do not normally possess high resolution properties. Higher the chip rate, the better the measurement capability. The basic resolution is one code chip. Initially, some existing code families e.g. Gold, Kasami (large and smal..
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