基于禁忌的通信信道性能改进反向传播算法

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引用次数: 4

摘要

本文提出了一种利用人工神经网络实现通信信道均衡的新方法。提出了一种基于禁忌的反向传播(TBBP)算法训练人工神经网络的新方法。该算法使用禁忌搜索(TS)来提高均衡器的性能,因为它搜索全局最小值,而反向传播(BP)算法用于此目的时多次逃脱。从结果可以看出,该算法提高了人工神经网络对接收数据的分类能力。
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Tabu based back propagation algorithm for performance improvement in communication channels
This paper presents a new approach to equalization of communication channels using artificial neural networks (ANNs). A novel method of training the ANNs using Tabu based back propagation (TBBP) algorithm is described. The algorithm uses the Tabu search (TS) to improve the performance of the equalizer as it searches for global minima which is many a time escaped while back propagation (BP) algorithm is applied for this purpose. From the results it can be noted that the proposed algorithm improves the classification capability of the ANNs in differentiating the received data.
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