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. 14, 2023

Filed:

Apr. 25, 2019
Applicant:

Siemens Healthcare Gmbh, Erlangen, DE;

Inventors:

Guillaume Daval Frerot, Lawrenceville, NJ (US);

Xiao Chen, Princeton, NJ (US);

Simon Arberet, Princeton, NJ (US);

Boris Mailhe, Plainsboro, NJ (US);

Mariappan S. Nadar, Plainsboro, NJ (US);

Peter Speier, Erlangen, DE;

Mathias Nittka, Baiersdorf, DE;

Assignee:

Siemens Healthcare GmbH, Erlangen, DE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G16H 50/70 (2018.01); G06N 3/08 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 20/00 (2019.01); G16H 50/70 (2018.01);
Abstract

For machine training and application of a trained complex-valued machine learning model, an activation function of the machine learning model, such as a neural network, includes a learnable parameter that is complex or defined in a complex domain with two dimensions, such as real and imaginary or magnitude and phase dimensions. The complex learnable parameter is trained for any of various applications, such as MR fingerprinting, other medical imaging, or non-medical uses.


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