• 제목/요약/키워드: facility safety management

검색결과 706건 처리시간 0.031초

XGBoost를 활용한 시설물의 부재 상태 예측 (Condition Estimation of Facility Elements Using XGBoost)

  • 장태연;윤시후;지석호;임석빈
    • 한국건설관리학회논문집
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    • 제24권1호
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    • pp.31-39
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    • 2023
  • 시설물의 고령화로 인한 유지관리 비용을 줄이고 안전성을 확보하기 위해서는 시설물 유지관리 데이터를 활용하여 향후 시설물의 상태를 예측하고 이를 유지관리 의사결정에 활용하는 것이 중요하다. 이를 위해 본 연구는 XGBoost를 활용하여 다양한 유지관리 정보로부터 향후 시설물의 부재 상태를 추정하는 방법론을 제안함을 목표로 한다. 방법론의 유효성을 검증하기 위해 교량시설물을 대상으로 샘플 데이터를 구축하고, 차기 정밀안전점검 및 정밀안전진단 시 부재 상태등급 예측모델을 개발 및 평가했다. 예측모델의 성능 평가 결과, 주요 부재(바닥판, 주형, 교대/교각) 상태등급을 예측하는 데 준수한 성능을 보였다(평균 F1 score 0.869). 또한 개발된 예측모델의 실무적 활용 가능성을 실증하기 위해 FMS 유지관리 데이터 관리 기능과 주요부재 상태등급 예측 기능을 제공하는 테스트베드를 구축했다. 이를 통해 본 연구에서 구축한 샘플 데이터와 예측모델을 활용하여 시설물 관리자에게 유지관리 의사결정에 필요한 시설물 정보 및 시설물 상태 예측정보를 제공할 수 있음을 확인할 수 있었다. 향후에는 추가적으로 데이터를 수집하고 다량의 데이터가 축적된 경우 좋은 성능을 보인다고 알려진 딥러닝 알고리즘을 활용함으로써 예측 성능을 높일 수 있다. 또한 제안된 방법론을 터널, 항만 등 다양한 시설물에 적용하여 상태등급 예측모델을 개발할 수 있다.

Design and operation of the transparent integral effect test facility, URI-LO for nuclear innovation platform

  • Kim, Kyung Mo;Bang, In Cheol
    • Nuclear Engineering and Technology
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    • 제53권3호
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    • pp.776-792
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    • 2021
  • Conventional integral effect test facilities were constructed to enable the precise observation of thermal-hydraulic phenomena and reactor behaviors under postulated accident conditions to prove reactor safety. Although these facilities improved the understanding of thermal-hydraulic phenomena and reactor safety, applications of new technologies and their performance tests have been limited owing to the cost and large scale of the facilities. Various nuclear technologies converging 4th industrial revolution technologies such as artificial intelligence, drone, and 3D printing, are being developed to improve plant management strategies. Additionally, new conceptual passive safety systems are being developed to enhance reactor safety. A new integral effect test facility having a noticeable scaling ratio, i.e., the (UNIST reactor innovation loop (URI-LO), is designed and constructed to improve the technical quality of these technologies by performance and feasibility tests. In particular, the URI-LO, which is constructed using a transparent material, enables better visualization and provides physical insights on multidimensional phenomena inside the reactor system. The facility design based on three-level approach is qualitatively validated with preliminary analyses, and its functionality as a test facility is confirmed through a series of experiments. The design feature, design validation, functionality test, and future utilization of the URI-LO are introduced.

공급사슬관리에서 생산입지선정 문제와 안전재고 최적화 문제의 통합모형 개발에 관한 연구 (A Study on Developing an Integrated Model of Facility Location Problems and Safety Stock Optimization Problems in Supply Chain Management)

  • 조건
    • 한국경영과학회지
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    • 제31권1호
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    • pp.91-103
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    • 2006
  • Given a bill of materials (BOM) tree T labeled by the breadth first search (BFS) order from node 0 to node n and a general network ${\Im}=(V,A)$, where V={1,2,...,m} is the set of production facilities and A is the set of arcs representing transportation links between any of two facilities, we assume that each node of T stands for not only a component. but also a production stage which is a possible stocking point and operates under a periodic review base-stock policy, We also assume that the random demand which can be achieved by a suitable service level only occurs at the root node 0 of T and has a normal distribution $N({\mu},{\sigma}^2)$. Then our integrated model of facility location problems and safety stock optimization problem (FLP&SSOP) is to identify both the facility locations at which partitioned subtrees of T are produced and the optimal assignment of safety stocks so that the sum of production cost, inventory holding cost, and transportation cost is minimized while meeting the pre-specified service level for the final product. In this paper, we first formulate (FLP&SSOP) as a nonlinear integer programming model and show that it can be reformulated as a 0-1 linear integer programming model with an exponential number of decision variables. We then show that the linear programming relaxation of the reformulated model has an integrality property which guarantees that it can be optimally solved by a column generation method.

지능형 홈 분전반을 이용한 영유아 시설 전기 안전 관리 (A Management of Child Care Facility for Electrical Safety using Home-Smart Cabinet Panel(H-SCP))

  • 안재민;임용배;배석명
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2011년도 제42회 하계학술대회
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    • pp.2144-2145
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    • 2011
  • We carry out a demonstration project to verify performance of a Home- Smart Cabinet Panel(H-SCP) at the child care facility. It is difficult to prevent an electrical disaster using a existing cabinet panel because electrical events are invisible and unforeseeable. So we construct a integrated information system with a Home-Smart Cabinet Panel(H-SCP) for management of low-voltage customers. The integrated information system with the H-SCP maintain the transmitted data from H-SCP, alert a electrical event to a administrator and show a state of customer health in real time respectively. A manager of electrical safety can prevent electrical disaster to maintain electrical facilities after analysis on the integrated information system.

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도로선형과 기하구조 연구를 위한 드라이빙 시뮬레이터의 교통안전시설 요소분석 (A Study of driving simulator applications for road safety in geometric design)

  • 정성학
    • 대한안전경영과학회:학술대회논문집
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    • 대한안전경영과학회 2008년도 추계학술대회
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    • pp.561-567
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    • 2008
  • The objectives of this study is to: (1) develop how applications for driving simulator of national highway safety designs when those are appeared; (2) examine the degree to which those geometric designs of the horizontal and vertical profile; and (3) search positive safety and passive highway safety design of the point at which highway alignment factors initiate driving safety to facility or highway design.

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국내 대학 실험실 독성가스 시설의 안전관리를 위한 표준 체크리스트 개발 (Development of Standard Checklist for Safety Management of Toxic Gas facility in Domestic University Laboratory)

  • 이성진;김병덕;하동명
    • 한국가스학회지
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    • 제19권6호
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    • pp.92-98
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    • 2015
  • 독성가스는 고압가스안전관리법에 의해 관리된다. 독성가스는 "고압가스안전관리법에서 규정한, 31종의 가스와 $LC_{50}$이 5000 ppm 이하인 가스"이다. 전자산업의 발달에 따라 우리나라 독성가스 사용량은 폭발적으로 증가하였다. 이에 국내 대학교 실험실의 독성가스 관련 연구 수요도 함께 증가해 왔다. 그러나 국내 실험실 독성가스 안전관리와 관련한 연구는 전무한 상태이다. 본 연구에서는 국내 대학 실험실의 실태조사를 통해 독성가스 안전관리에 있어서의 약점들을 파악하였다. 이 같은 약점을 극복하기 위해 독성가스 안전관리 방안을 제시하였다. 또한 제시된 방안에 따라 독성가스 시설이 안전하게 관리되는지를 확인하고, 이를 통한 개선을 위해 표준 체크리스트를 개발하였다. 이 연구 결과는 국내 대학 실험실에서 독성가스 시설의 안전관리를 강화할 것이며, 이를 모든 실험실에 대한 안전 지침으로 제공한다.

사회기반 시설물의 안전점검 및 정밀안전진단결과 DB 구축방안 연구 (Database Construction Plan of Infrastructure Safety Inspection and In-depth Inspection Results)

  • 유종모;신은철
    • 한국지반신소재학회논문집
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    • 제13권4호
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    • pp.133-141
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    • 2014
  • 본 연구에서는 교량, 터널, 댐, 상수도 등 사회기반 시설물의 안전점검 및 정밀안전진단결과를 DB화하고 업무프로세스를 자동화하기 위해 각 시설물별로 점검진단에 필요한 항목을 표준화해서 분류체계를 마련하였고 사전조사에서부터 현장조사, 시설물평가, 보고서작성에 이르는 전 과정에서 걸쳐 데이터베이스 기반의 자료구조를 정의하고 파일럿시스템을 구현하였다. 또한 점검진단결과 DB가 효과적으로 활용될 수 있도록 개선방안을 제시하고, 시설물정보관리종합시스템 운영규정, 점검진단 세부지침 등 관련 규정/지침에 대한 개선방안을 제시하였다.

도시철도 역사방송설비 원격제어시스템에 관한 고찰 (A Study of Broadcasting Facility Remote Management System at Station)

  • 최윤석
    • 한국철도학회:학술대회논문집
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    • 한국철도학회 2010년도 춘계학술대회 논문집
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    • pp.2069-2075
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    • 2010
  • The broadcasting system for the customer safety and conveniency is one of the important convenience facilities taking charge of customer guidance, emergency situation broadcasts for the people waiting at the platform, waiting lounge and train approaching broadcasts. To maintain this broadcasting facility local management control system(LMC) is needed. LMC observes operation status of the facility components which is set up at station and the observation results are confirmed through out remote management PC installed in the jurisdiction branch office. The staff only observes and confirms the errors of the electrical power source at broadcasting facility components accordingly the real mechanical troubles are detected by on-the-spot survey. this paper deals with existing broadcasting system only acting as a simple observation function and the research of LMC function extension which controls, monitors and tests broadcasting facility.

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화학물질관리법상의 유해화학물질 안전관리 개선방안 연구 : 안전성평가 사례 중심 (Development on the Safety Management System of Hazardous Chemicals under the Chemicals Control Act: Focusing on Safety Assessment System)

  • 유병태;이은별;김종구
    • 한국안전학회지
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    • 제34권3호
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    • pp.96-101
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    • 2019
  • Chemicals Control Act have been strengthened to control more safely hazardous chemicals from 2015. In particular, the standards for the installation and management of handling facilities was enhanced with specific regulations depending on type of the facilities and the hazardous chemicals. However, some standards for handling facilities caused difficulties in implementing the strengthened standards due to various field conditions, such as lack of physical space. The Ministry of Environment is implementing Safety Assessment System (SAS) to solve these problems since 2018. However, many plants have difficulties in preparing alternative methods to pass the safety evaluation. The purpose of this study was to review and analyze the SAS and to suggest alternative measures in terms of management and technical aspects through the case study of hydrochloric acid storage tanks. The following safety solutions were suggested for handling facilities that had insufficient the space and capacity for the retaining wall due to physical space. Firstly, insufficient space was resolved by introducing equipment relocation or demolition, and retaining wall expansion. Secondly, the wall of the surrounding buildings was used as an alternative to the retaining wall with additional chemical resistant treatment. Finally, sensor installation and facility inspection were suggested as ways to improve chemical safety. Therefore, improvement of chemical accident prevention system is required not only in terms of facilities supplementation but also management aspect. The results of this study are expected to be available for similar facilities and will be based on the preparation of additional safety assessment as alternatives measures in the future.

폐기물 소각시설 내부 소음에 관한 연구 (A Study on Noise in Waste Facilities)

  • 서병석;박노국;전용한
    • 대한안전경영과학회지
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    • 제22권2호
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    • pp.15-21
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    • 2020
  • Industrial facilities need design to predict and reduce noise from design to prevent and reduce noise. The purpose of this study is to predict worker's environment and evaluate safety by analyzing noise inside underground blower room and air compressor room with fluid machinery in waste facility. This waste incineration facility was analyzed based on the ground floor, ground floor blower chamber, and air compressor chamber. The results of SPL(Sound Pressure Level) analysis at 1.5m away, which are frequently used to measure the SPL as a noise source, are as follows. SPL of basement level: 46.80[dB], SPL of ground layer: 48.57[dB]. As a result, it was expected that the noise level would be considerably lower than the 8 hours 50[dB] noise exposure per day.