RESEARCH ON THE SHORT-TERM AGRICULTURAL ELECTRIC LOAD FORECASTING OF WAVELET NEURAL NETWORK

机译：小波神经网络的短期农业电力负荷预测研究

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This paper proposes a new method for load forecasting-the wavelet neural network model for daily load forecasting. The neural call function is basis of nonlinear wavelets. A wavelet network is composed by the wavelet basis function. The global optimum solution is got. We overcome the intrinsic defects of a artificial neural network that its learning speed is slow, its network structure is difficult to determine rationally and it produces local minimum points. It can be seen from the example this method can improve effectively the forecast accuracy and speed. It can be applied to the daily agricultural electric load forecasting.

机译：本文提出了一种负荷预测的新方法-小波神经网络模型进行负荷预测。神经调用函数是非线性小波的基础。小波网络由小波基函数组成。得到了全局最优解。我们克服了人工神经网络的内在缺陷，即学习速度慢，网络结构难以合理确定并产生局部最小值。从实例中可以看出，该方法可以有效提高预报的准确性和速度。可以应用于日常农业用电负荷预测。

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来源
《IFIP(International Federation for Information Processing) TC 12 International Conference on Computer and Computing Technologies in Agriculture(CCTA 2007); 20070818-20; Wuyishan(CN)》|2007年|P.737745|共2页
会议地点 Wuyishan(CN)
作者
Qian Zhang;
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作者单位

Department of Economic Management, North China Electric Power University, Baoding 071003, China;

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会议组织
原文格式 PDF
正文语种 eng
中图分类电子技术、计算机技术在农业上的应用;
关键词
artificial neural network; wavelet neural network; agricultural electric load forecasting;

机译：人工神经网络；小波神经网络；农业用电负荷预测;

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2. Wavelet transform and neural networks ofr short-term electrical load forecasting [J] . S.J. Yao, Y.H. Song, L.Z. Zhang Energy Conversion & Management . 2000,第18期

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3. Applying Wavelets to Short-Term Load Forecasting Using PSO-Based Neural Networks [J] . Bashir Z. A., El-Hawary M. E. IEEE Transactions on Power Systems . 2009,第1期

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4. Research on the Short-term Agricultural Electric Load Forecasting of Wavelet Neural Network [C] . Qian Zhang IFIP TC 12 International Conference on Computer and Computing Technologies in Agriculture . 2008

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5. Short-Term Forecasting of Electric Loads Using Nonlinear Autoregressive Artificial Neural Networks with Exogenous Multivariable Inputs [D] . Buitrago, Jaime H. 2017

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6. Forecasting short-term data center network traffic load with convolutional neural networks [O] . Alberto Mozo, Bruno Ordozgoiti, Sandra Gómez-Canaval 2012

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7. Research on the Short-term Agricultural Electric Load Forecasting of Wavelet Neural Network [O] . Qian Zhang -1

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8. Short-term electric load forecasting using neural networks [R] . Daugherty, E. , Bartlett, E. 1993

机译：使用神经网络进行短期电力负荷预测

RESEARCH ON THE SHORT-TERM AGRICULTURAL ELECTRIC LOAD FORECASTING OF WAVELET NEURAL NETWORK

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