V2X SIGNAL PROCESSING APPARATUS AND METHOD FOR VEHICULAR V2X COMMUNICATION

Embodiments of the present invention provide a reinforcement learning-based signal detection device for MIMO communication for a vehicle and a method thereof which apply reinforcement learning in an MIMO signal detection process, improve a trade-off relationship between performance and complexity of...

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Bibliographic Details
Main Authors LEE CHUNG YONG, IM CHAE HUN
Format Patent
LanguageEnglish
Korean
Published 30.05.2023
Subjects
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC COMMUNICATION TECHNIQUE
ELECTRICITY
PHYSICS
TRANSMISSION
WIRELESS COMMUNICATIONS NETWORKS
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Summary:Embodiments of the present invention provide a reinforcement learning-based signal detection device for MIMO communication for a vehicle and a method thereof which apply reinforcement learning in an MIMO signal detection process, improve a trade-off relationship between performance and complexity of MIMO signal detection, and control the number of reinforcement learning episodes according to a speed of a vehicle to flexibly adjust performance and complexity. 본 실시예들은 MIMO 신호 검출 과정에서 강화 학습을 적용하고, MIMO 신호 검출의 성능과 복잡도 간의 상충 관계를 개선하고 차량의 속도에 따라 강화 학습의 에피소드 개수를 제어하여 성능과 복잡도를 유연하게 조절할 수 있는 차량용 MIMO 통신을 위한 강화 학습 기반의 신호 검출 장치 및 방법을 제공한다.
Bibliography:Application Number: KR20230063627