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Neural network applications rainwater inflow prediction device

机译:神经网络应用雨水流量预报装置

摘要

PURPOSE:To automatically and precisely predict (the time change of) rain peak flow-in quantity for supporting a pump operation. CONSTITUTION:A neural network-applicated rain flow-in quantity predicting device is characterized in such a way that integrated rain quantity data which are obtained by calculating an observed value from a radar rain gauge 1 in terms of mesh-shaped rainfall strength and which are discretized by an equal time interval from the start of rainfall is stored as input data for learning, rain flow-in quantity which are obtained by operating rain flow-in quantity being made to flow in a pump equipment from the water level meter 2 of the pump equipment and from discharge quantity by the pump operation and which are discretized by the equal time interval from the start of rainfall is stored as output data for learning, the weight coefficient of a neural network is learned and stored by a back propagation method based on integrated rain quantity data being input data for learning and rain flow-in quantity being output data for learning and rain flow-in quantity is predicted and outputted by the neural network 48 from the integrated rain quantity data and judged value of the day when it rains by using the weight coefficient.
机译:目的:自动准确地预测雨量流入量(随时间的变化),以支持泵的运行。构成:一种神经网络应用的雨水流入量预测装置,其特征在于,通过计算雷达雨量计1的观测值,以网状降雨强度的形式获得的综合雨量数据是:从降雨开始以相等的时间间隔离散地存储作为学习用的输入数据,通过使雨水流入量从泵的水位计2流入泵装置,来获得雨水流入量。将从开始降雨开始的相等时间间隔内离散的泵设备以及泵操作时的排放量作为输出数据进行存储,以供学习,通过基于神经网络的反向传播方法来学习并存储神经网络的权重系数积分雨量数据作为学习数据的输入数据,雨水流入量作为学习数据和雨水流入量的输出数据由n预测并输出。神经网络48使用权重系数从综合雨量数据和下雨天的判断值中得出。

著录项

  • 公开/公告号JP2955413B2

    专利类型

  • 公开/公告日1999-10-04

    原文格式PDF

  • 申请/专利权人 TOSHIBA KK;

    申请/专利号JP19910295729

  • 发明设计人 YAMADA TOMIO;

    申请日1991-11-12

  • 分类号G05B13/02;G05B13/04;G06F15/18;

  • 国家 JP

  • 入库时间 2022-08-22 02:31:26

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