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Prediction of time series of NPP operating parameters using dynamic model based on BP neural network

机译:基于BP神经网络的动态模型预测NPP运行参数的时间序列。

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摘要

A dynamic model was developed using two back-propagation neural networks of the same structure, one for online training and the other for prediction, and proposed for continuous dynamic prediction of the time series of NPP operating parameters. The proposed prediction model was validated by predicting such time series of NPP operating parameters as coolant void fraction, water level in SG and pressurizer. Validation results indicated the proposed model could be used to achieve a stable prediction effect with high prediction accuracy for the prediction of fluctuating data. (C) 2015 Elsevier Ltd. All rights reserved.
机译:使用两个结构相同的反向传播神经网络开发了一个动力学模型,一个用于在线训练,另一个用于预测,并提出了用于NPP运行参数时间序列的连续动态预测的模型。通过预测NPP运行参数的时间序列(如冷却剂空隙率,SG中的水位和增压器)来验证所提出的预测模型。验证结果表明,所提出的模型可用于获得稳定的预测效果,具有较高的预测精度,可用于波动数据的预测。 (C)2015 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Annals of nuclear energy》 |2015年第11期|566-575|共10页
  • 作者单位

    Harbin Engn Univ, Fundamental Sci Nucl Safety & Simulat Technol Lab, Harbin 150001, Peoples R China;

    Harbin Engn Univ, Fundamental Sci Nucl Safety & Simulat Technol Lab, Harbin 150001, Peoples R China|China Nucl Power Operat Technol Corp LTD, Wuhan 430223, Peoples R China;

    Northeast Forestry Univ, Traff Coll, Harbin 150040, Peoples R China;

    Harbin Engn Univ, Fundamental Sci Nucl Safety & Simulat Technol Lab, Harbin 150001, Peoples R China;

    Harbin Engn Univ, Fundamental Sci Nucl Safety & Simulat Technol Lab, Harbin 150001, Peoples R China;

    Harbin Engn Univ, Fundamental Sci Nucl Safety & Simulat Technol Lab, Harbin 150001, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Nuclear power plant (NPP); Time series; Back-propagation neural network (BPNN); Dynamic prediction;

    机译:核电厂(NPP);时间序列;反向传播神经网络(BPNN);动态预测;

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