• 제목/요약/키워드: User safety

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딥러닝 기반 사용자 특징 정보 모델링을 통한 사용자 안전 프로파일링 (Deep Learning Based User Safety Profiling Using User Feature Information Modeling)

  • 김계경
    • 한국소프트웨어감정평가학회 논문지
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    • 제17권2호
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    • pp.143-150
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    • 2021
  • 산업 현장에서 발생하는 다양한 안전사고의 원인이 되는 위험 요소를 분석하여 사용자에게 발생하는 안전사고를 줄일 수 있는 지능형 기술 개발에 대한 필요성이 커지고 있다. 본 논문에서는 산업 현장에서 발생하는 안전사고와 관련된 사용자 정보를 특정하고 모델링하여 사용자에게 일어나는 안전 사고를 미리 예방할 수 있는 사용자 안전 프로파일링에 대한 기술을 제안하였다. 사용자 프로파일링은 사용자의 혈압, 맥박, 움직임 등의 정보로부터 사용자의 생체, 작업 패턴, 작업 유형에 대한 안전 상태를 정(positive)과 부(negative)로 특정 및 모델링하고 딥러닝 인공지능 분석기술을 이용하여 사용자의 안전 상태를 정상과 비정상 상태로 분류할 수 있도록 하였다. 제안된 기술의 타당성을 검증하기 위하여 산업 현장에서 근무하는 사용자 5명을 대상으로 10종 이상의 사용자 정보를 리빙랩에서 획득하여 지능형 분석 시스템을 학습한 후 5개의 테스트 셋을 이용하여 정확도 시험을 반복 시행하여 93.6%의 사용자 안전 프로파일링 시스템의 정확도를 얻을 수 있었다.

모바일 단말기에서 사용자의 의미기반 검색을 위한 인터페이스 설계 (The Design Interface for Retrieval Meaning Base of User Mobile Unit)

  • 조현섭;오훈
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2007년도 제38회 하계학술대회
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    • pp.1665-1667
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    • 2007
  • Recently, retrieval of various video data has become an important issue as more and more multimedia content services are being provided. To effectively deal with video data, a semantic-based retrieval scheme that allows for processing diverse user queries and saving them on the database is required. In this regard, this paper proposes a semantic-based video retrieval system that allows the user to search diverse meanings of video data for electrical safetyrelated educational purposes by means of automatic annotation processing. If the user inputs a keyword to search video data for electrical safety-related educational purposes, the mobile agent of the proposed system extracts the features of the video data that are afterwards learned in a continuous manner, and detailed information on electrical safety education is saved on the database. The proposed system is designed to enhance video data retrieval efficiency for electrical safety-related educational purposes.

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Evaluating Staircase Safety Using BIM-based Virtual Simulation: Focusing on the Elderly in the Republic of Korea

  • Yang, Hyuncheul;Jeong, Kwangbok;Kim, Sohyun;Lee, Jaewook
    • 국제학술발표논문집
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    • The 9th International Conference on Construction Engineering and Project Management
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    • pp.1146-1153
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    • 2022
  • As the population is aging, accidents involving elderly people are also increasing (2014:11,667 persons; 2018: 11,797 persons). In the case of the elderly population, falling accidents are the primary direct or indirect causes of death; in particular, they face an elevated risk of staircase falls. This study proposes a method of evaluating the safety of staircases using Building Information Modeling (BIM)-based virtual simulation. By making a virtual user with the behavioral characteristics of the elderly respond to a staircase in a BIM model, its safety performance can be evaluated. The evaluation criteria were derived from regulations, elements, and characteristics relevant to the safety of staircases. To validate the proposed method, safety evaluation tests were simulated on actual staircases. The evaluation result of the test simulation shows the safety scores of 1.97 points for the elderly user and 2.95 points for the average male adult user against a required safety score of a minimum of 2 points. That is, safety is relative to users as the safety of the same staircase can be different depending upon the different behavioral characteristics of users. The study suggests that the risk of staircase-related fall accidents to the elderly can be reduced by improving staircase designs through the proposed method.

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A VR-Trainer for Forklift Operation Safety Skills

  • Ahn, Seungjun;Wyllie, Mitchell J.;Lee, Gun;Billinghurst, Mark
    • 국제학술발표논문집
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    • The 8th International Conference on Construction Engineering and Project Management
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    • pp.122-128
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    • 2020
  • This research investigates how a Virtual Reality (VR)-based simulation could be used to train safe operation skills for forklift operators. Forklift operation is categorized as high-risk work by many occupational health and safety regulators and authorities due to high injury and fatality rates involved with forklifts. Therefore, many safety guidelines have been developed for forklift operators. Typically, forklift operation safety training is delivered based on instructional texts or videos, which have limitations in influencing people's safety behavior. Against this background, we propose a VR-based forklift simulator that can enable safe operation skills training through a feedback system. The training program consists of several modules to teach how to perform the basic tasks of forklift operation, such as driving, loading and unloading, following the safety guidelines. The system provides instantaneous instructions and feedback regarding safe operation. This training system is based on the model of "learning-by-doing". The user can repeat the training modules as many times as necessary before being able to perform the given task without violating any safety guidelines. The last training module tests the user's acquisition of all safety skills required. The user feedback from several demonstration sessions showed the potential usefulness of the proposed training system.

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현업실무자 중심의 지식관리시스템도입을 통한 생산성 향상 (Productivity Improvement Through the Knowledge Management System Focused on End-user)

  • 정한욱;이창호
    • 대한안전경영과학회지
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    • 제2권3호
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    • pp.37-46
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    • 2000
  • A company needs low cost and high efficient S/W tools to improve the white color productivity in daily operation, These needs may be satisfied by end-user knowledge management system to be suggested in this paper. We suggest that the end-user knowledge management is not made by specialized developer but directly made by end-users of some related managers using company-wide DB and department DB. We expect that this end-user knowledge management system will increase the efficiency of end-user daily operation and minimize the total life cycle cost of end-user computing system in industry. The suggested end-user knowledge management system has been tested in some companies through the training course.

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User Density Estimation System at Closed Space using High Frequency and Smart device

  • Chung, Myoungbeom
    • 한국컴퓨터정보학회논문지
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    • 제22권11호
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    • pp.49-55
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    • 2017
  • Recently, for safety of people, there are proposed so many technologies which detect density of people at the specific place or space. The representative technology for crowd density estimation was using image analysis method from CCTV images. However, this method had a weakness which could not be used and which's accuracy was lower at the dark or smog space. Therefore, in this paper, to solve this problem, we proposed a user density estimation system at closed space using high frequency and smart device. The system send inaudible high frequencies to smart devices and it count the smart devices which detect the high frequencies on the space. We tested real-time user density with the proposed system and ten smart devices to evaluate performance. According to the testing results, we confirmed that the proposed system's accuracy was 95% and it was very useful. Thus, because the proposed system could estimate about user density at specific space exactly, it could be useful technology for safety of people and measurement of space use state at indoor space.

교육시설의 사용자 중심 화재안전수준 평가모형 개발 (Development of User-centered Fire Safety Evaluation Model for School Buildings)

  • 박성철;김진욱
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2021년도 가을 학술논문 발표대회
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    • pp.238-239
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    • 2021
  • This study presented the development of a user centered school facility fire safety evaluation model that would support fire safety evaluation, which is globally recognized as being important in terms of school safety, to be more efficiently implemented in the school field mainly by students. The study consisted of five steps. First, actual condition survey tools were developed based on the major fire safety evaluation items derived through literature review. Second, the characteristics of domestic school facilities in terms of fire safety were developed using the survey tools. Third, an evaluation model at a level utilizable by students was developed based on the foregoing characteristics. Fourth, the applicability of the model was verified through a trial application of the model to elementary school students. Finally, legal and institutional improvement plans and fire safety education materials were presented through a policy proposal.

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원격 전기안전 교육을 위한 모바일 에이전트 시스템 설계 (Design of Mobile Agent System for Remote Electric Safety Education)

  • 조현섭;유인호;장성환;유기수
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2006년도 제37회 하계학술대회 논문집 D
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    • pp.1951-1952
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    • 2006
  • To effectively deal with video data, a semantic-based retrieval scheme that allows for processing diverse user queries and saving them on the database is required. In this regard, this paper proposes a semantic-based video retrieval system that allows the user to search diverse meanings of video data for electrical safetyrelated educational purposes by means of automatic annotation processing. If the user inputs a keyword to search video data for electrical safety-related educational purposes, the mobile agent of the proposed system extracts the features of the video data that are afterwards learned in a continuous manner, and detailed information on electrical safety education is saved on the database. The proposed system is designed to enhance video data retrieval efficiency for electrical safety-related educational purposes.

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전기 안전 교육을 위한 모바일 에이전트 기반 비디오 검색 시스템 (A Video Retrieval System for Electric Safety Education based on Mobile Agent)

  • 조현섭;이근왕;김희숙
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 제36회 하계학술대회 논문집 D
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    • pp.2830-2832
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    • 2005
  • Recently, retrieval or various video data has become an important issue as more and more multimedia content services are being provided. To effectively deal with video data, a semantic-based retrieval scheme that allows for processing diverse user queries and saving them on the database is required. In this regard, this paper proposes a semantic-based video retrieval system that allows the user to search diverse meanings of video data for electrical safetyrelated educational purposes by means of automatic annotation processing. If the user inputs a keyword to search video data for electrical safety-related educational purposes, the mobile agent of the proposed system extracts the features of the video data that are afterwards learned in a continuous manner, and detailed information on electrical safety education is saved on the database. The proposed system is designed to enhance video data retrieval efficiency for electrical safety-related educational purposes.

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애니메이션을 이용한 전기 안전 교육용 모바일 에이전트 기반 비디오 검색 시스템 (A Video Retrieval System for Animation Using Electric Safety Education Based on Mobile Agent)

  • 조현섭;민진경;유인호
    • 한국산학기술학회:학술대회논문집
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    • 한국산학기술학회 2006년도 춘계학술발표논문집
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    • pp.320-323
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    • 2006
  • Recently, retrieval of various video data has become an important issue as more and more multimedia content services are being provided. To effectively deal with video data, a semantic-based retrieval scheme that allows for processing diverse user queries and saving them on the database is required. In this regard, this paper proposes a semantic-based video retrieval system that allows the user to search diverse meanings of video data for electrical safetyrelated educational purposes by means of automatic annotation processing. If the user inputs a keyword to search video data for electrical safety-related educational purposes, the mobile agent of the proposed system extracts the features of the video data that are afterwards learned in a continuous manner, and detailed information on electrical safety education is saved on the database. The proposed system is designed to enhance video data retrieval efficiency for electrical safety-related educational purposes.

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