Production of Time Domain Fuzzy Control Rules for Channel Estimation and Equalization in OFDM Based Communication Systems

A. Ozen, B. Soysal, I. Kaya, I. Altas
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Abstract

While data speed provided by communication technologies and the data speed required for multimedia applications are competing with each other, the importance of OFDM technology, which has less intersymbol interference influences that occur in the channel, has been increasing. Deep fadings occurred as a result of multipath propagation because some sub carriers that loses its information as well as fading in a non-recoverable degree, and consequently results in a poorer system performance. Since the training speed of LMS algorithm used in estimation of channel coefficients in time domain for OFDM based systems is not generally sufficient to achieve the desired performance levels in training time defined by standards, a fuzzy logic based algorithm is adapted to get a faster performance. An application of fuzzy logic based high performance LMS algorithm for OFDM systems is investigated in this paper. The aim of the proposed method is to produce the required fuzzy rule base and fuzzy subsets for fuzzy logic controller in order to speed up the LMS algorithm. The generations of fuzzy rules are based on the comparison of estimated signal by equalizer or channel output. The obtained results of simulations show that the LMS algorithm based on fuzzy logic (F-LMS) increases the performance in OFDM systems significantly and converges to the performance of the RLS algorithm
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基于OFDM的通信系统信道估计与均衡时域模糊控制规则的产生
在通信技术提供的数据速度与多媒体应用所需的数据速度相互竞争的同时,由于OFDM技术在信道中具有较小的码间干扰影响,其重要性日益增加。在多径传播过程中,由于部分子载波丢失信息并以不可恢复的程度衰落,会产生深度衰落,从而导致系统性能下降。针对基于OFDM系统信道系数时域估计中LMS算法的训练速度通常不足以在标准规定的训练时间内达到期望的性能水平的问题,采用基于模糊逻辑的LMS算法来获得更快的性能。研究了基于模糊逻辑的高性能LMS算法在OFDM系统中的应用。该方法的目的是为模糊逻辑控制器生成所需的模糊规则库和模糊子集,以加快LMS算法的速度。模糊规则的生成是基于均衡器和信道输出估计信号的比较。仿真结果表明,基于模糊逻辑的LMS算法显著提高了OFDM系统的性能,并收敛于RLS算法的性能
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