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Operation quality prediction device, operation quality prediction method, computer program, and computer-readable storage medium

机译:操作质量预测装置,操作质量预测方法,计算机程序和计算机可读存储介质

摘要

PROBLEM TO BE SOLVED: To provide an operation quality prediction device capable of selecting an independent component effective for a sign of an operation quality trouble in independent components that are feature amounts extracted from a plurality of pieces of chart data, and predicting and detecting the operation quality trouble from relevance of the selected independent component.SOLUTION: The operation quality prediction device according to the present invention includes: a shape feature amount extraction unit that extracts a shape feature amount of chart data from a plurality of pieces of chart data formed by aligning operation data extracted from a manufacturing process in time series; a time-series feature amount extraction unit that extracts a time-series feature amount from the chart data of the shape feature amount formed by aligning the shape feature amount in time series; and an effective feature amount identification unit that identifies an effective feature amount having high relevance to the operation trouble in the manufacturing process and/or operation quality trouble as the quality trouble on the basis of the time-series feature amount.
机译:解决的问题:提供一种操作质量预测装置,该操作质量预测装置能够选择对从多个图表数据中提取出的特征量即特征量的独立成分中对操作质量故障的征兆有效的独立成分,并进行预测和检测。解决方案:根据本发明的操作质量预测装置包括:形状特征量提取单元,其从通过对齐形成的多条图表数据中提取图表数据的形状特征量从制造过程中按时间序列提取的操作数据;时序特征量提取单元,从通过按时间序列对齐形状特征量而形成的形状特征量的图表数据中提取时序特征量;有效特征量确定单元,基于时间特征量,将与制造过程中的操作问题和/或操作质量问题具有高度相关性的有效特征量识别为质量问题。

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