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:
Feb. 21, 2023

Filed:

Sep. 08, 2022
Applicant:

Trumpf Werkzeugmaschinen SE + Co. KG, Ditzingen, DE;

Inventors:

Carina Mieth, Gerlingen, DE;

Jens Ottnad, Karlsruhe, DE;

Alexandru Rinciog, Dortmund, DE;

Frederick Struckmeier, Heimsheim, DE;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 10/04 (2012.01); G05B 13/02 (2006.01); B21D 28/26 (2006.01); G06Q 10/0631 (2023.01); G06Q 50/04 (2012.01);
U.S. Cl.
CPC ...
G06Q 10/043 (2013.01); B21D 28/26 (2013.01); G05B 13/027 (2013.01); G06Q 10/0631 (2013.01); G06Q 50/04 (2013.01);
Abstract

A method for optimizing production of sheet-metal parts, the production comprising cutting out and singularizing the sheet-metal parts and bending the sheet-metal parts, wherein the method includes: (A) training a neural network, which is executed on a Monte Carlo tree search framework, by means of supervised learning and self-play with reinforcement learning; (B) recording constraints for the sheet-metal parts, the constraints comprising geometric data of the sheet-metal parts; (C) creating an optimized production schedule by way of the neural network; and (D) outputting the production schedule.


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