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V2X 통신과 Camera Sensor를 통한 주변차량 차선변경 예측 알고리즘

Title
V2X 통신과 Camera Sensor를 통한 주변차량 차선변경 예측 알고리즘
Other Titles
Vehicle Lane Change Prediction Algorithm using V2X Communication and Camera Sensor
Author
이상선
Keywords
차선 변경 예측; Lane change prediction; V2X; Vehicle to Everything; Basic Safety Message; BSM; SVM; Support Vector Machine; RF; Random Forest
Issue Date
2019-11
Publisher
한국자동차공학회
Citation
2019 한국자동차공학회 추계학술대회 및 전시회, Page. 827-831
Abstract
PreScan simulator is a simulation platform used in the automotive industry for the development of ADAS based on sensor technologies such as radar, rider, camera, and GPS. PreScan is also used to design and evaluate V2V and V2I communications applications and autonomous driving applications. In this study, PreScan simulator is used to collect information predicting lane change of vehicle through camera sensor and V2X communication data. After that, the data collected using Pycharm will be trained to find out how it correlates with the factors necessary for lane change, and the predicted lane change probability is compared and analyzed with the accuracy of prediction of SVM(Support Vector Machine) and RF techniques.
URI
http://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE09295693https://repository.hanyang.ac.kr/handle/20.500.11754/155089
ISSN
2713-7171
Appears in Collections:
COLLEGE OF ENGINEERING[S](공과대학) > ELECTRONIC ENGINEERING(융합전자공학부) > Articles
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