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Application of artificial neural network in protective relaying of transmission lines

机译:人工神经网络在输电线路继电保护中的应用

摘要

That the artificial neural network (ANN) can perform the pattern classification in excellent fashion is already established in the literature. The authors envisage the relay as a pattern classifying device. This opens a new dimension in relay philosophy which needs wide investigations. Keeping the microprocessor relay framework intact, the authors report the findings about the feasibility of using ANN in protection of transmission lines. The ADALINE model is explored for the application and is found to yield encouraging results. The input variables are quantified over the operating range which eases the arithmetics of the microprocessor. The training is performed in off-line mode and the converged weight matrix is stored for on-line use.
机译:人工神经网络(ANN)可以以出色的方式执行模式分类已经在文献中确立。作者设想将中继器作为模式分类设备。这为继电原理开辟了一个新的维度,需要进行广泛的研究。为了保持微处理器中继框架的完整性,作者报告了有关使用ANN进行传输线保护的可行性的发现。探索了ADALINE模型的应用,并发现了令人鼓舞的结果。在操作范围内对输入变量进行量化,简化了微处理器的运算。训练以离线模式执行,并且收敛的权重矩阵被存储以供在线使用。

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