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A Mean Field Annealing Partially-Connected Neural Equalizer for Pan-European GSM System

机译:泛欧洲GSM系统的平均场退火部分连接神经均衡器

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Channel equalization is essential in the Pan-European GSM mobile communication system.The maximum likelihood sequence eslimation (MLSE) using the Viterbi algorithm (VA)is commonly recommended for the equalization which can only accommodate the channels with limited time delay spread.This paper presents a partially connected neural equalizer for the GSM system,in which the complexity is linearly proportional to the time delay spread.For the purpose of effectively eliminating the performance degradation due to existence of local minima,the mean-field-annealing (MFA) technique is introduced.The present approach is well suited for digital or analog VLSI implementations and can converge in a very short time period.Computer simulations show that our approach can provide performance improvement over 16-state and 32-state VA's which are usually suggested for practical applications.
机译:信道均衡在泛欧洲GSM移动通信系统中必不可少。通常建议使用维特比算法(VA)的最大似然序列加长(MLSE)进行均衡,这种均衡只能容纳有限时延扩展的信道。一种用于GSM系统的部分连接的神经均衡器,其复杂度与时延扩展成线性比例。为了有效消除由于局部极小值的存在而导致的性能下降,均场退火(MFA)技术是本方法非常适合数字或模拟VLSI实现,并且可以在很短的时间内收敛。计算机仿真显示,我们的方法可以提供优于通常为实际应用建议的16状态和32状态VA的性能。

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