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Performance Analysis of Multistage Interference Cancellation in THUWB Systems Using Adaptive Differential Evolution Algorithm with Novel Mutation and Crossover Strategies

机译:THUWB系统中采用新颖变异和交叉策略的自适应差分进化算法进行多级干扰消除的性能分析

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摘要

We study the application of differential evolution optimization algorithm to the problem of multiuser detection (MUD) and the suppression of multiple-access interference (MAI) in time-hoppingUWB(TH-UWB) system is carried out considering the performance-complexity trade-off. The importance of MUD for achieving high data or low bit error rates in these systems has already been established in several studies. However, the optimum MUD can be characterized as a nondeterministic polynomial-time hard combinatorial optimization problem such that the computational complexity increases exponentially with number of user. In this paper, we proposed modified differential evolution (MDE) optimization algorithm with novel mutation and crossover strategy based MUD is investigated by simulations, when communicating over Saleh-Valenzuela (S-V) channel model. The RAKE detector is used as the first stage to initialize the MDE-based MUD. Then, the MDE algorithm is applied to detect the received data bit by optimizing an objective function incorporating the system of the RAKE detector. The performance evaluation with extensive simulations show that our proposed MDE based MUD can go to convergence rapidly under TH-UWB channel model, the bit error ratio performance is better than of the traditional MUD.
机译:我们研究了差分进化优化算法在多用户检测(MUD)问题上的应用,并考虑了性能复杂度的折衷,对时跳UWB(TH-UWB)系统中的多址干扰(MAI)进行了抑制。 。在一些研究中已经确定了MUD在这些系统中实现高数据或低误码率的重要性。但是,最佳MUD可以描述为不确定的多项式时间硬组合优化问题,从而使计算复杂度随用户数量呈指数增长。在Saleh-Valenzuela(S-V)信道模型上进行通信时,我们通过仿真研究了一种具有新颖变异和交叉策略的改进的差分进化(MDE)优化算法。 RAKE检测器用作初始化基于MDE的MUD的第一阶段。然后,通过优化结合了RAKE检测器系统的目标函数,将MDE算法应用于检测接收到的数据位。大量仿真结果表明,本文提出的基于MDE的MUD在TH-UWB信道模型下可以快速收敛,比特误码率性能优于传统MUD。

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