전기 차량 충전기에서 카메라로 촬영한 번호판을 딥 러닝을 이용한 번호판 인식 엔진을 통해 인식하여, 팬터그래프용 버스, 전기 자동차, 비 전기차량을 정확하게 인식할 수 있도록 한 딥 러닝을 이용한 전기 차량 인식시스템에 관한 것으로서, 전기차 충전기에 차량의 접근이 감지되면 접근 차량의 번호판을 촬영하는 카메라, 번호판 인식 엔진을 탑재하고, 클라우드 서버와 연동하여 팬터그래프 버스 및 전기 자동차의 학습을 통해 상기 번호판 인식 엔진을 최적화하며, 상기 최적화된 번호판 인식 엔진을 통해 상기 카메라에서 촬영된 번호판 이미지를 인식하고, 번호판 인식 정보를 충전 제어부에 제공하는 카메라 제어부, 및 카메라 제어부에서 제공된 번호판 인식 정보를 기초로 접근 차량이 전기차인지 또는 팬터그래프 버스인지 또는 일반 차량인지를 판단하고, 판단 결과를 기초로 충전 제어 및 주차 관제를 수행하는 충전 제어부를 포함하여, 딥 러닝을 이용한 전기 차량 인식시스템을 구현한다.
An electric vehicle recognition system using deep learning is realized that enables accurate recognition of pantograph buses, electric vehicles, and non-electric vehicles by recognizing, by means of a license plate recognition engine using deep learning, license plates captured by a camera at an electric vehicle charger, wherein the electric vehicle recognition system using deep learning comprises: a camera that captures a license plate of an approaching vehicle when an approach of the vehicle is detected at an electric vehicle charger; a camera control unit that is equipped with a license plate recognition engine, optimizes the license plate recognition engine through learning of pantograph buses and electric vehicles in conjunction with a cloud server, recognizes a license plate image captured by the camera through the optimized license plate recognition engine, and provides license plate recognition information to a charging control unit; and a charging control unit that determines whether the approaching vehicle is an electric vehicle, a pantograph bus, or a non-electric vehicle on the basis of the license plate recognition information, and controls charging and parking on the basis of the determination result.
Electric vehicle recognition system using deep learning
딥 러닝을 이용한 전기 차량 인식시스템
25.06.2024
Patent
Elektronische Ressource
Koreanisch
IPC: | G06V / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / H04L TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION , Übertragung digitaler Information, z.B. Telegrafieverkehr / G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES / H04N PICTORIAL COMMUNICATION, e.g. TELEVISION , Bildübertragung, z.B. Fernsehen / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung |
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