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Rock Strength Judging Device, Rock Strength Judging Method, and Rock Strength Judging Program

机译:岩石强度判定装置,岩石强度判定方法及岩石强度判定程序

摘要

PROBLEM TO BE SOLVED: To automatically improve accuracy of rock mass strength determination by self-learning.SOLUTION: A rock mass strength determination device includes: a conversion section for converting elastic wave velocity of rock mass to teacher data indicating a category related to strength of the rock mass; an association section for associating image data of the rock mass to the teacher data; a feature extractor for extracting a feature amount of the image data, by repeatedly executing multiple times of convolution processing for applying convolution to the image data using a filter parameter of a prescribed region and pooling processing for reducing size of post-convolution processing data; an identification section for performing total connection processing using a parameter on the basis of the feature amount extracted in the feature amount section, in order to determine one rock mass strength-related category to which the image data belongs, on the basis of processing result data of the total connection processing; and an update processing section for updating the parameter used in the convolution processing and the parameter used in the total connection processing so that an error between the processing result data according to the identification section and the teacher data reduces.SELECTED DRAWING: Figure 1
机译:解决的问题:通过自学自动提高岩体强度确定的准确性。解决方案:岩体强度确定设备包括:转换部分,用于将岩体的弹性波速转换为指示与强度相关的类别的教师数据。岩体;关联部分,用于将岩体的图像数据与教师数据相关联;一种特征提取器,其通过使用指定区域的滤波器参数重复执行多次用于对图像数据进行卷积的卷积处理以及用于减小卷积后处理数据的大小的合并处理来提取图像数据的特征量;识别部分,用于基于在特征量部分中提取的特征量使用参数来执行整体连接处理,以便基于处理结果数据来确定图像数据所属的与岩体强度有关的类别全部连接处理;图1示出了图1所示的方法。以及用于更新卷积处理中使用的参数和总连接处理中使用的参数的更新处理部分,从而减少了根据识别部分的处理结果数据和教师数据之间的误差。

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