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A Novel Multiuser Detector Using the Stochastic Hopfield Network with Soft Decision Feedback

机译:带有随机决策反馈的随机Hopfield网络的新型多用户检测器

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摘要

A novel Multiuser Detector for CDMA mobile communication system is developed. The Novel Detector, which is a randomized version of Hopfield neural network with soft decision feedback (SHN/soft), guarantees optimal performance by minimizing the corresponding quadratic form in a stochastic manner. The Stochastic Hopfield Network is the network, where a noise is added to the state variables to reach the global optimum and thus achieving the best detection. The performance of the Novel Multiuser Detector has been tested by extensive simulations in multipath fading channel, which prove its superiority compared to other traditional methods.
机译:开发了一种用于CDMA移动通信系统的新型多用户检测器。新型检测器是具有软判决反馈(SHN / soft)的Hopfield神经网络的随机版本,它通过以随机方式使相应的二次形式最小化来保证最佳性能。随机Hopfield网络是一种将噪声添加到状态变量以达到全局最优值并因此实现最佳检测的网络。新型多用户检测器的性能已经在多径衰落信道中进行了广泛的仿真测试,证明了其与其他传统方法相比的优越性。

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