AUTOMATIC CREATION AND SELECTION OF DOSE PREDICTION MODELS FOR TREATMENT PLANS

Patent №

US 9,827,445

Granted

2017-11-28

Filed 2013

Owner

VARIAN MEDICAL SYSTEMS, INTERNATIONAL AG

Lab

AI components

4

ml · kr · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14040468

A dose prediction model can be determined for generating a dose distribution of a treatment plan for irradiating a target structure within a patient. Treatment plans from previous patients can be analyzed to determine D characteristic values to obtain a D dimensional point for each treatment plan. The treatment plans can be clustered based on the D dimensional points. The treatment plans of a cluster can then be used to determine a dose prediction model. A dose prediction model for patient can be selected from among multiple models. Characteristics about the patient can be used to determine a D dimensional point corresponding to the patient. The D-dimensional point can be used to select a model in comparison to D dimensional points of the models.

Machine learningKnowledge representationEvolutionary computationAI hardwareA61N 5/1031G16H 20/17G16H 20/40G16H 50/20G16H 50/50G16H 50/70A61N 2005/1041

AI classification

Evolutionary computation1.00
Machine learning0.99
Knowledge representation0.99
AI hardware0.58
Vision0.43
Natural language0.02
Planning0.01
Speech0.00

Ownership

VARIAN MEDICAL SYSTEMS, INTERNATIONAL AG

assignment · 315080441

Assignors

MARCOS, MARÍA ISABEL CORDERO, HARTMAN, JOONA, KUUSELA, ESA, PELTOLA, JARKKO YRJANA, NORD, JANNE ILMARI, MARCOS, MARIA ISABEL CORDERO, HARTMAN, JOONA, KUUSELA, ESA, PELTOLA, JARKKO YRJANA, NORD, JANNE ILMARI

On an employer assignment, the assignors are typically the inventors.

From the same owner

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