MACHINE LEARNING-AIDED MIXED REALITY TRAINING EXPERIENCE IDENTIFICATION, PREDICTION, GENERATION, AND OPTIMIZATION SYSTEM

Patent №

US 11,645,932

Granted

2023-05-09

Filed 2022

Owner

AVRIO ANALYTICS LLC

Lab

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17715557

A mixed reality (MR) training system includes an identification algorithm (ML1) that identifies incidents of concern (IOCs) based on an incident report data set and related contextual data. Each IOC occurs in the data set with a frequency at least equal to a pre-determined threshold or the resulting consequence is at least equal to a different pre-determined threshold. The system also includes a prediction algorithm (ML2) configured to identify predicted changes in the frequency or contextual data of incidents, an experience generation algorithm (ML3) configured to generate an MR training experience based on IOCs identified by ML1 and the predictions of ML2. A fourth algorithm (ML4) tailors and optimizes MR generated training experiences based, in part, on (i) changes in the incident report data or contextual data or (ii) performance data or biometric response data received during or after a user's interaction with the MR training experience.

Machine learningNatural languageVisionKnowledge representationPlanningAI hardwareA61B 3/113G09B 5/02A61B 5/11A61B 5/7267A62C 99/0081G06F 3/011G06F 3/012G06T 19/00+3 more

AI classification

AI hardware1.00
Machine learning1.00
Planning1.00
Knowledge representation1.00
Natural language0.81
Vision0.74
Speech0.00
Evolutionary computation0.00

Ownership

AVRIO ANALYTICS LLC

assignment · 632010316

Assignors

BERTOLLI, MICHAEL, CAPUTO, ALICIA, THERRIEN, JASON

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

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