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Registered METHOD AND APPARATUS FOR REINFORCEMENT MACHINE LEARNING

Inventors
Hyunseok Kim, Song Soonyong, Son Young Sung, Ingook Jang, Choi Jin Chul, Jongkwon Son, Seonghyun Kim, Kim Myung Eun, Donghun Lee
Application No.
16929975 (2020.07.15)
Publication No.
20210019644 (2021.01.21)
Registration No.
11989658 (2024.05.21)
Country
UNITED STATES
Project Code
18ZH1100, Distributed Intelligence Core Technology of Hyper-Connected Space, Son Young Sung
Abstract
A method and an apparatus for exclusive reinforcement learning are provided, comprising: collecting information of states of an environment through the communication interface and performing a statistical analysis on the states using the collected information; determining a first state value of a first state among the states in a training phase and a second state value of a second state among the states in an inference phase based on analysis results of the statistical analysis; performing reinforcement learning by using one reinforcement learning unit of a plurality of reinforcement learning unit which performs reinforcement learnings from different perspectives according to the first state value; and selecting one of actions determined by the plurality of reinforcement learning unit based on the second state value and applying selected action to the environment.
KSP Keywords
Collecting information, Communication interface, Reinforcement learning(RL), Statistical Analysis, learning unit, machine Learning, training phase
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Status Patent Country KIPRIS
Registered 강화 학습 방법 및 장치 KOREA KIPRIS