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Predictive model creation device, predictive model creation method and predictive model creation program

机译:预测模型创建装置,预测模型创建方法和预测模型创建程序

摘要

PROBLEM TO BE SOLVED: To locally learn parameters of a prediction model by designating a period in which prediction accuracy is desired to be improved and a range of measured values that cannot be ignored. SOLUTION: The predictive model creating apparatus of the present invention acquires an actually measured value of a value indicating the property of raw water acquired by a water purification plant and an actually measured value of a value indicating the amount of a drug injected into the raw water. The parameter optimization section, which optimizes the parameters of the prediction model using the value indicating the properties of the raw water as the explanatory variable and the value indicating the amount of the drug as the objective variable, and the parameter are optimized. The period during which the difference between the predicted value indicating the amount of the drug output by the prediction model and the measured value indicating the amount of the drug becomes significantly large, and / or the range of the measured value excluding the outliers. It is characterized by including a receiving period / range receiving unit and a parameter correction unit that corrects parameters by using the actually measured values corresponding to the accepted period and / or range. [Selection diagram] FIG. 11
机译:要解决的问题:通过指定需要提高预测精度的时间段和无法忽略的测量值范围来本地学习预测模型的参数。解决方案:本发明的预测模型创建设备获取指示由净水厂获取的原水的性质的值的实际测量值和指示注入原水中的药物量的值的实际测量值。 。参数优化部分,其使用指示原水的性质的值作为解释变量和指示药物量的值作为目标变量来优化预测模型的参数,并且对参数进行了优化。表示预测模型的药物输出量的预测值与指示药物量的测量值之差和/或测量值范围(不包括异常值)之间的差变得非常大的时间段。其特征在于包括接收周期/范围接收单元和参数校正单元,该参数校正单元通过使用与所接受的周期和/或范围相对应的实际测量值来校正参数。 [选择图] 11

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