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:
Aug. 20, 2024

Filed:

Jun. 29, 2021
Applicant:

Siemens Healthineers International Ag, Steinhausen, CH;

Inventors:

Marko T. Rusanen, Espoo, FI;

Jarkko Y. Peltola, Tuusula, FI;

Shahab Basiri, Helsinki, FI;

Esa Kuusela, Espoo, FI;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
A61N 5/10 (2006.01); G05B 13/02 (2006.01); G06N 3/09 (2023.01); G06N 3/092 (2023.01); G16H 20/40 (2018.01); G16H 40/63 (2018.01); G16H 50/20 (2018.01); G16H 50/70 (2018.01);
U.S. Cl.
CPC ...
A61N 5/1036 (2013.01); A61N 5/1031 (2013.01); A61N 5/1045 (2013.01); G05B 13/027 (2013.01); G06N 3/09 (2023.01); G06N 3/092 (2023.01); G16H 20/40 (2018.01); G16H 40/63 (2018.01); G16H 50/20 (2018.01); G16H 50/70 (2018.01);
Abstract

A memory has a fluence map that corresponds to a particular patient stored therein. This memory also has at least one deep learning model stored therein trained to deduce a leaf sequence for a multi-leaf collimator from a fluence map. A control circuit operably coupled to that memory iteratively optimizes a radiation treatment plan to administer therapeutic radiation to that patient by, at least in part, generating a leaf sequence as a function of the at least one deep learning model and the fluence map that corresponds to the patient.


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