The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Apr. 20, 2021

Filed:

Apr. 11, 2019
Applicant:

Industrial Technology Research Institute, Hsin-Chu, TW;

Inventors:

Yi-Ming Chen, Taichung, TW;

Chi-Cheng Lin, Taichung, TW;

Shu-Chung Liao, Taichung, TW;

Chen-Yu Kai, Pingtung County, TW;

Ta-Jen Peng, Taichung, TW;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G05B 19/4065 (2006.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G05B 19/4065 (2013.01); G06N 3/08 (2013.01); G05B 2219/50185 (2013.01);
Abstract

A tool-life prediction method, applicable to a machine tool having a machining end, includes steps of capturing a plurality of measurement data from a tool of the machining end, transforming each of the plurality of measurement data into a corresponding complex process capability index (Cpk), utilizing an artificial neural network being trained to generate a tool-life prediction scale with respect to the Cpk, and then based on the tool-life prediction scale to determine a remaining tool life of the tool. In addition, a tool life prediction system is also provided.


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