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차량 하부 진입형 주차 로봇의 인공지능 기반 타이어 정렬 및 리프팅 제어 KCI 등재

Intelligent Tire Alignment and Lifting Control System for an Under-Vehicle Autonomous Parking Robot

최승준, 고국원
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한국기계항공기술학회지(구 한국기계기술학회지) (Journal of the Korean Society of Mechanical and Aviation Technology)
한국기계항공기술학회(구 한국기계기술학회) (Korean Society of Mechanical Technology)
초록

This paper presents the design and experimental validation of an intelligent tire alignment and lifting control system for an under-vehicle autonomous parking robot. The proposed system enables the robot to autonomously enter beneath a vehicle, recognize tire positions using a LiDAR-based sensing module, and perform precise lifting through a fork-type mechanism. A YOLOv8 instance segmentation algorithm is employed to detect tire regions from LiDAR point cloud data and estimate their geometric centers. The detected tire positions are then matched with a vehicle database to determine the correct alignment for lifting. Experiments were conducted on three different vehicle types under various surface conditions. The results show that the proposed system achieved a tire recognition accuracy exceeding 95%, a lifting success rate of 100%, and an average lifting operation time of 12.3 seconds. These results demonstrate the reliability and practicality of the proposed method for real-world autonomous parking applications.

키워드
자율주차로봇지능형 타이어 정렬라이다 기반 타이어 인식리프팅 제어 시스템YOLOv8 인스턴스 세그멘테이션 Autonomous Parking RobotIntelligent Tire AlignmentLiDAR-based Tire RecognitionLifting Control SystemYOLOv8 Instance Segmentation
목차
Abstract
1. 서 론
2. 시스템 구성
    2.1 전체 시스템
    2.2 구동부 및 리프팅 메커니즘
    2.3 제어부 구성
    2.4 인식부 구성
3. 라이다 기반 타이어 인식 알고리즘
    3.1 포인트 클라우드 데이터 전처리
    3.2 YOLOv8 기반 타이어 영역 분할 및 중심 추정
4. 라이다 기반 타이어 정렬 및 리프팅 제어알고리즘
    4.1 차량 하부 진입 경로 및 정렬 알고리즘
    4.2 리프팅 동작 제어 시퀀스
5. 실험 및 결과 분석
    5.1 인공지능 학습 데이터 구축 및 학습
    5.2 다양한 차종 및 주차 조건에서의 인식 성능평가
    5.3 로봇 진입 차량 리프팅 제어 결과
6. 결론 및 향후 과제
References
저자
  • 최승준(Halla University, Dept. of Future Mobility Engineering) | Seung Jun Choi
  • 고국원(Dept. of Future Mobility Engineering) | Kuk Won Ko Corresponding author