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논문검색

이동식사다리 중대재해 통계 분석 및 이동식사다리와 안전모 실시간 탐지 기계학습 모델 개발

원문정보

Statistical Analysis of Major Accident Reports and Development of a Real-time Detection Model for Portable Ladder and Safety Helmet

최승주, 정기효

피인용수 : 0(자료제공 : 네이버학술정보)

초록

영어

The leading source of occupational fatalities is a portable ladder in Korea because it is widely used in industry as work platform. In order to reduce victims, it is necessary to establish preventive measures for the accidents caused by portable ladder. Therefore, this study statistically analyzed injury death by portable ladder for recent 10 years to investigate the accident characteristics. Next, to monitor wearing of safety helmet in real-time while working on a portable ladder, this study developed an object detection model based on the You Only Look Once(YOLO) architecture, which can accurately detect objects within a reasonable time. The model was trained on 6,023 images with/without ladders and safety helmets. The performance of the proposed detection model was 0.795 for F1 score and 0.843 for mean average precision. In addition, the proposed model processed at least 25 frames per second which make the model suitable for real-time application.

목차

Abstract
1. 서론
2. 연구 방법
2.1 재해 통계 분석
2.2 이동식사다리 및 안전모 탐지
3. 연구 결과
3.1 이동식사다리 관련 사망재해 분석
3.2 이동식사다리 및 안전모 탐지
4. 고찰 및 결론
5. References

저자정보

  • 최승주 Seung-Ju Choi. 울산대학교 안전보건전문학과
  • 정기효 Kihyo Jung. 울산대학교 산업경영공학부

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