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An ANN's evolved by a new evolutionary system and its application

机译:一个新的进化系统进化的人工神经网络及其应用

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摘要

The paper presents a new evolutionary system for evolving artificial neural networks (ANN). In the process of evolution, the network architecture and the node weights of ANN are evolved alternately, and the evolution value of network architecture is related to the error value of ANN evolved by node weights. An evolved ANN has been used in modelling product quality estimator for a fractionator of the hydrocracking unit in the oil refining industry. The results show that it has good accuracy and generalisation ability.
机译:本文提出了一种用于进化人工神经网络(ANN)的新进化系统。在进化过程中,网络结构和人工神经网络的节点权重是交替进化的,网络结构的进化值与人工神经网络的节点权值的误差值有关。改进的人工神经网络已用于对炼油行业加氢裂化装置分馏塔的产品质量估算器进行建模。结果表明,该算法具有良好的准确性和泛化能力。

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