Method and apparatus for creating learning materials for constructing a cutting edge wear determination model for cutting tools.

TW202640545APending Publication Date: 2026-10-01MAKINO MILLING MASCH CO LTD
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Patent Information

Application Number
TW115104010
Authority / Receiving Office
TW · TW
Patent Type
Applications
Current Assignee / Owner
Priority Date
2025-02-05
Filing Date
2026-02-02
Publication Date
2026-10-01

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Abstract

A method for generating learning data for machine learning, which uses multiple photographic images (PIs) of the cutting edge (CE) of a cutting tool to construct a loss determination model of the cutting edge (CE), is characterized by: photographing the cutting edge (CE) to obtain multiple photographic images (PIs); performing dimensional compression on the multiple photographic images (PIs) to extract two-dimensional or three-dimensional feature quantities (FAs); depicting the feature quantities (FAs) extracted by dimensional compression in a feature space (FS2, FS3); identifying blank regions (ERs) of feature quantity (FA) data in the feature space (FS2, FS3) based on the density of the depiction in the feature space (FS2, FS3); and generating a generated image from the photographic images (PIs) for extracting feature quantities (FAs), so as to supplement the specified blank regions (ERs) with feature quantity (FA) data.
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