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:
Oct. 07, 2025

Filed:

Feb. 23, 2023
Applicant:

Siemens Aktiengesellschaft, Munich, DE;

Inventors:

Marcel Hildebrandt, Munich, DE;

Serghei Mogoreanu, Munich, DE;

Mitchell Joblin, Surrey, CA;

Martin Ringsquandl, Raubling, DE;

Chandra Sekhar Akella, Madison, AL (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G05B 13/02 (2006.01);
U.S. Cl.
CPC ...
G05B 13/027 (2013.01);
Abstract

A database stores a set of items, with each item having technical attributes, and with each item representing a module that can be used in an engineering project of a first user, u. A feature encoder embeds each item based on its technical attributes into a low-dimensional vector space. Then, in a second step, a graph neural network pools over these item embeddings to compute an updated user embedding for the first user A decoder mapping then addresses the recommendation task by outputting recommendation scores for each item. That means, heuristically speaking, that the method and system lift the recommendation task to the level of technical attributes to overcome the sparsity problem caused by item sets that are not overlapping between user groups. Thus, when matching similar users, the method does not rely on users configuring exactly the same modules but rather on configured modules that are similar from a technical point of view.


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