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:
Mar. 17, 2026

Filed:

Mar. 13, 2020
Applicant:

Evonik Operations Gmbh, Essen, DE;

Inventors:

Oliver Kroehl, Cologne, DE;

Gaetano Blanda, Haltern am See, DE;

Stefan Silber, Krefeld, DE;

Inga Husen, Dortmund, DE;

Sandra Bittorf, Witten, DE;

Philipp Isken, Altenberge, DE;

Ulf Schoeneberg, Berlin, DE;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
C09D 7/80 (2018.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
C09D 7/80 (2018.01); G06N 3/08 (2013.01);
Abstract

The method includes using known compositions to train the convolutional neural network, a loss function being minimized for the training; examining whether the value of a loss function meets a predefined criterion, the following steps being carried out selectively in the case where the criterion is not met—selecting a test composition from a set of predefined test compositions by an active learning module; activating a chemical apparatus for producing and examining compositions for paints, varnishes, printing inks, grinding resins, pigment concentrates or other coating substances for the purpose of producing and examining the selected test composition; training the convolutional neural network, using the selected test composition and the properties thereof detected by the apparatus; generating a prediction composition for paints, varnishes, printing inks, grinding resins, pigment concentrates or other coating substances by inputting an input vector into the convolutional neural network; and outputting the prediction composition.


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