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.
Patent No.:
Date of Patent:
Oct. 28, 2025
Filed:
Apr. 30, 2021
Siemens Aktiengesellschaft, Munich, DE;
Arquimedes Martinez Canedo, Plainsboro, NJ (US);
Lingyun Wang, Princeton, NJ (US);
Siemens Aktiengesellschaft, Munich, DE;
Abstract
HMI screens are typically manually engineered or arranged. For example, HMI screens can include various elements, and an engineer often arranges the HMI elements on a given HMI screen, for instance one by one, until the final design of the HMI screen is complete. It is recognized herein that existing approaches to designing and arranging HMI screens lack efficiency, and can be tedious and redundant. Method, systems, and apparatuses described herein can automatically arrange elements of human-machine interface (HMI) screens. In an example aspect, a computing system includes a deep learning model, for instance an autoencoder or a generative adversarial network (GAN), configured to learn and design HMI screen arrangements.