The study of predicting centrifugal fans' performance by wavelet networks

机译：小波网络预测离心风机性能的研究

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Based on the wavelet transform theory,wavelet network is proposed as an alternative to feedforward neural networks for approximating arbitrary nonlinear functions.Since backpropagation neural netowrks have bene of particulr use in the research of predicting the performance of centrifugal fans, we introduce wavelet network into the same area.An algorithm of backpropagation type with conjugate gradient is devised for wavelet network training.Experimental results hsow that wavelet network is a great improvement upon the BP neural netwrok in constructing the model of predicting the performanc eof centrifugal fans.

机译：基于小波变换理论，提出了小波网络作为前馈神经网络的一种替代方案，用于近似任意非线性函数。设计了一种具有共轭梯度的反向传播类型算法进行小波网络训练。实验结果表明，小波网络是BP神经网络在构建离心风机性能预测模型中的重大改进。

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来源
《The Third international conference on pumps and fans(3rd ICPF)》|1998年|p.373-380|共8页
会议地点 Beijing(CN);Beijing(CN)
作者
Yan Fang; Gu Chuangang;
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原文格式 PDF
正文语种 eng
中图分类机械、仪表工业;
关键词
Wavelet.Neural networks; Performance of Centrifugal Fans;

机译：小波神经网络离心风机的性能;

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1. Immune Genetic Evolutionary Algorithm of Wavelet Neural Network to Predict the Performance in the Centrifugal Compressor and Research [J] . Shengzhong Huang Journal of software . 2011,第5期

机译：小波神经网络的免疫遗传进化算法预测离心压缩机的性能及研究
2. Immune Genetic Evolutionary Algorithm of Wavelet Neural Network to Predict the Performance in the Centrifugal Compressor and Research [J] . Shengzhong Huang Journal of Computers . 2011,第5期

机译：小波神经网络的免疫遗传进化算法预测离心压缩机的性能及研究
3. Immune Genetic Evolutionary Algorithm of Wavelet Neural Network to Predict the Performance in the Centrifugal Compressor and Research [J] . Shengzhong Huang Journal of software . 2011,第5期

机译：小波神经网络的免疫遗传进化算法预测离心压缩机的性能及研究
4. The study of predicting centrifugal fans' performance by wavelet networks [C] . Yan Fang, Gu Chuangang International conference on pumps and fans . 1998

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5. Centrifugal fans: Similarity, scaling laws, and fan performance. [D] . Sardar, Asad Mohammad. 2001

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6. A High-Performance Lossless Compression Scheme for EEG Signals Using Wavelet Transform and Neural Network Predictors [O] . N. Sriraam 2012

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7. Predicting the performance of an industrial centrifugal fan incorporating cambered plate impeller blades [O] . L. Cardillo, A. Corsini, G. Delibra, 2014

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The study of predicting centrifugal fans' performance by wavelet networks

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