반도체디스플레이기술학회지 (Journal of the Semiconductor & Display Technology)

한국반도체디스플레이기술학회 (The Korean Society Of Semiconductor & Display Technology)
권호 표지

조도 센서를 이용한 효율적인 학습모델 기반의 전동 킥보드용 다인 탑승 감지 방안

CDS-based Efficient Multiuser Boarding Detection Scheme for Electric Scooters

  • 권하린 (상명대학교 스마트정보통신공학과) ;
  • 안문정 (상명대학교 스마트정보통신공학과) ;
  • 이지훈 (상명대학교 스마트정보통신공학과)
  • Harin Kwon (Dept. of Smart Information and Telecommunication Engineering, Sangmyung University) ;
  • Munjeong Ahn (Dept. of Smart Information and Telecommunication Engineering, Sangmyung University) ;
  • Jihoon Lee (Dept. of Smart Information and Telecommunication Engineering, Sangmyung University)
  • 투고 : 2024.09.10
  • 심사 : 2024.09.14
  • 발행 : 2024.09.30
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초록

Electric scooters are used by many people as a means of transportation because they are easy to operate and get around quickly. Although electric scooters can move at high speeds, they lack safety measures such as seat belts and blocked car body, which can lead to serious injury in the event of an accident. If there are two people on board, the braking speed will be slower and the weight of the vehicle will increase its braking distance during sudden stops, leading to even more serious damage. Therefore, this paper proposes the illuminance sensors based multiuser boarding detection scheme for electric scooter, which is expected to decrease the risk of accidents and to lessen the likelihood of injury. From the performance evaluation results, it has been shown that the proposed scheme has higher detection ratio than existing schemes and has the detection accuracy of about 83% by means of the machine learning based foot position estimation for the sensed data.

키워드

과제정보

본 연구는 2024학년도 상명대학교 교내연구비를 지원 받아 수행하였음(2024-A000-0132).

참고문헌

  1. J. Hong, Y. So, G. Lee, J. Kim, and S. Lee, "Analysis of shared electric scooter usage behavior and determining factors of user satisfaction: Focused on IPA method," Journal of Korea planning association, vol.57, no.2, pp.92-107, June 2022. https://doi.org/10.17208/jkpa.2022.04.57.2.92
  2. S. Kim, C. Kim, I. Kwon, and Y, Lee, "Development of Horizontal Attitude Monitoring System for Agricultural Robots," J. of the Korean Society of Semiconductor & Display Technology, Vol. 18, No.2, pp.87-91, 2019.
  3. M. Kim, J. Kim, and O. Yang, "Design of the position control system for parabolic antenna using gyro sensor," J. of the Korean Society of Semiconductor & Display Technology, Vol.12, No.2, pp.85-91, 2013.
  4. K. Kim, and Y. Park, "Study on Framework for continuing drone collaboration," J. of the Korean Society of Semiconductor & Display Technology, Vol.17, No.3, pp.1-9, 2018.
  5. I. Kwon, C. Kim, S. Kim, and Y. Lee, "Development of multi-attitude monitoring system for agricultural robots," J. of the Korean Society of Semiconductor & Display Technology, Vol. 17, No. 3, pp. 65-69, 2018.
  6. J. Jang, J. Boo, S. Lee, S. Lee, and Y. Lee., "Electric kickboard that prohibits boarding of more than two people using CDS Photocell and Neo-Pixel," Proceedings of KIIT Conference, pp.560-562, 2021.
  7. H. Park, S. Ha, S. Kim, K. Kim, Y. Yoon, J. Son, and S. Cho., "A Study on the Prevention of Multi-in Boarding of Electric Kickboards", Korean Society of Industrial-Academic Technology Spring Academic Presentation Papers, pp. 285-287, 2008.