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US Patent 11986958 Skill templates for robotic demonstration learning

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Is a
Patent
Patent
0

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
119869580
Patent Inventor Names
Benjamin M. Davis0
Bala Venkata Sai Ravi Krishna Kolluri0
Ning Ye0
Stefan Schaal0
Ralf Oliver Michael Schönherr0
Date of Patent
May 21, 2024
0
Patent Application Number
168808620
Date Filed
May 21, 2020
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Patent Citations
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US Patent 9696221 Force/torque sensor, apparatus and method for robot teaching and operation
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US Patent 10279476 Method and system for programming a robot
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US Patent 10668619 Controller and machine learning device
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US Patent 10369694 Predictive robotic controller apparatus and methods
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US Patent 10807235 Machine learning device, robot controller, robot system, and machine learning method for learning action pattern of human
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US Patent 9008840 Apparatus and methods for reinforcement-guided supervised learning
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US Patent 9272418 System and method for flexible human-machine collaboration
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Patent Primary Examiner
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Chuck O Kendall
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CPC Code
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G06N 20/00
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G06F 9/4498
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B25J 9/161
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B25J 9/163
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Patent abstract

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for using skill templates for robotic demonstration learning. One of the methods includes receiving a skill template for a task to be performed by a robot, wherein the skill template defines a state machine having a plurality of subtasks and one or more respective transition conditions between one or more of the subtasks. Local demonstration data for a demonstration subtask of the skill template is received, where the local demonstration data is generated from a user demonstrating how to perform the demonstration subtask with the robot. A machine learning model is refined for the demonstration subtask and the skill template is executed on the robot, causing the robot to transition through the state machine defined by the skill template to perform the task.

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