• 제목/요약/키워드: Condition-based Maintenance

검색결과 588건 처리시간 0.027초

Machine Condition Prognostics Based on Grey Model and Survival Probability

  • Tangkuman, Stenly;Yang, Bo-Suk;Kim, Seon-Jin
    • International Journal of Fluid Machinery and Systems
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    • 제5권4호
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    • pp.143-151
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    • 2012
  • Predicting the future condition of machine and assessing the remaining useful life are the center of prognostics. This paper contributes a new prognostic method based on grey model and survival probability. The first step of the method is building a normal condition model then determining the error indicator. In the second step, the survival probability value is obtained based on the error indicator. Finally, grey model coupled with one-step-ahead forecasting technique are employed in the last step. This work has developed a modified grey model in order to improve the accuracy of prediction. For evaluating the proposed method, real trending data of low methane compressor acquired from condition monitoring routine were employed.

임대공동주택 구성재의 열화도 패턴에 관한 연구 (A Study on the Deterioration Patterns of Building Components in the Rental Apartment Housing)

  • 이강희
    • 한국주거학회논문집
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    • 제17권4호
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    • pp.65-72
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    • 2006
  • Most of buildings have been deteriorated with time-elapse by reflection of the building location, material, environmental circumstances and so on. The performance would go down and be demolished if anything could not be done after constructed. The maintenance should be required to preserve a decent living condition or improve a inferior condition by various plans and practices. The maintenance plan needs various data such as a repair scope, a repair time, a forecasted cost, a plan of management and so forth. Among the above required data for planning the maintenance, the deterioration characteristics of the building components would be first analyzed. The deterioration pattern would be a key role to affect and make a maintenance plan. In this paper, it aimed at classifying the deterioration patterns of building components. A deterioration pattern would be analyzed between the cumulative repair cost and time-elapse and modeled with these relations. A deterioration patterns are classified into 4 types-a accelerated type, a straight type, a temporary type and a slowly type. As a result of this research, a accelerated type includes window, window frame, general paintings, general water proofing in building components. A straight type includes the lacquer paintings, furnishings in building components and water supply pipe, boiler, sanitaries in mechanical facilities and lighting in electric facilities. Based on these research results, further study should be conducted to include any other components and an estimating model.

해군 무기체계 한국형 상태진단시스템 발전방향 연구 (Development of Korean Condition Based Maintenance Systems to Monitor Naval Weapon Systems)

  • 오경원
    • 항공우주시스템공학회지
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    • 제10권4호
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    • pp.67-74
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    • 2016
  • 한국형 상태기준정비는 현재 한국해군 함정에 설치된 ICAS를 최대한 활용하여 전투준비태세를 완비하고, 선제적 정비/보급 지원과 군수자산의 경제적 운용, 데이터 기반 장비수명관리를 위한 것이다. 이러한 목적을 달성하기 위해서는 장비상태의 기준을 설정해야 하는데 이는 제작사에서 원천적인 기술을 제공하고 있지 않아 각 장비별 성능 맵 확보가 필요하고 고장패턴 등의 자료 축적이 필요하다. 본 연구에서는 소형 가스터빈엔진을 활용하여 가스터빈 성능 맵을 확인하고 고장정보를 축적하여 실시간으로 장비성능 확인과 성능 경향을 나타내게 하였고 이를 통해 운용자의 행동지침과 정비자의 검사 절차등을 명시하여 최적의 장비상태가 유지 될 수 있도록 솔루션을 개발하였다. 본 연구를 기반으로 실제 함정의 데이터를 이용한 상태진단기법 발전에 활용할 예정이다.

항만 구조물의 최적 정밀점검 시기 추정을 위한 추계학적 결정모형의 개발 (Development of Stochastic Decision Model for Estimation of Optimal In-depth Inspection Period of Harbor Structures)

  • 이철응
    • 한국해안·해양공학회논문집
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    • 제28권2호
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    • pp.63-72
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    • 2016
  • 경사제 피복재와 같은 항만 구조물의 유지관리 계획에서 중요한 최적 정밀점검시기를 쉽게 결정할 수 있는 RRP(Renewal Reward Process)기반 기대할인비용모형인 추계학적 결정모형을 개발하였다. PIM(Periodic Inspection and Maintenance)과 CBIM(Condition-Based Inspection and Maintenance) 정책을 동시에 적용하여 이전 모형들의 한계성을 극복할 수 있는 수학적 모형을 수립하였다. 또한 모형에 연속복리계수를 도입하여 점검 및 보수보강과 관련된 비용들의 시간에 따른 가치변화를 고려하였다. 먼저 파괴율 함수가 일정한 조건에서 해석해를 유도하고, 분포함수에 따른 영향 등 다각적 민감도 분석을 수행하여 본 연구에서 유도된 해석해가 기존에 제시된 해석해를 포함하며 적용성이 더 우수함을 확인 할 수 있었다. 추계학적 확률과정을 이용하는 경우에도 본 연구에서 수립된 모형은 경사제 피복재와 같은 구조물의 추계학적 누적피해도의 비선형성을 올바로 해석할 수 있다. 특히 MCS(Monte-Carlo Simulation) 기반 표본경로기법을 사용하여 모형의 피해강도함수의 계수들을 비교적 쉽게 산정할 수 있었다. 마지막으로 본 연구에서 개발된 추계학적 결정 모형을 경사제 피복재에 만족스럽게 적용하였다. 누적피해의 거동 특성, 사용한계의 수준 그리고 구조물의 중요도에 따라 단위시간당 기대 총 비용이 최소가 되는 경사제의 피복재의 최적 정밀점검 시점을 비교적 쉽게 결정할 수 있었다.

유지관리를 위한 교량 시설물 자산 평가 방법에 대한 연구 (Study about the Evaluation of Bridge Asset Valuation for Maintenance)

  • 이동현;김주엽;지승구;이상순;김지원
    • 한국도로학회논문집
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    • 제14권6호
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    • pp.13-23
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    • 2012
  • PURPOSES : This study is to improve the highway management and rehabilitation efficiently by method for asset management. METHODS : Based on the literature review, The concept of this paper is to investigate the use of asset values from a Bridge management system to improvement of maintenance system more efficiently. This study is suggested for an evaluation method based on the current bridge condition by Written-down replacement cost of the assets. RESULTS : We suggests the optimization methodology of road asset valuation for budge distribution and performance measure. CONCLUSIONS : We evaluate all of national highway's bridge by the optimization methodology of road asset valuation, and suggest application methods of asset result.

OPTIMISATION OF ASSET MANAGEMENT METHODOLOGY FOR A SMALL BRIDGE NETWORK

  • Jaeho Lee;Kamalarasa Sanmugarasa
    • 국제학술발표논문집
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    • The 4th International Conference on Construction Engineering and Project Management Organized by the University of New South Wales
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    • pp.597-602
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    • 2011
  • A robust asset management methodology is essential for effective decision-making of maintenance, repair and rehabilitation of a bridge network. It can be achieved by a computer-based bridge management system (BMS). Successful BMS development requires a reliable bridge deterioration model, which is the most crucial component in a BMS, and an optimal management philosophy. The maintenance optimization methodology proposed in this paper is developed for a small bridge network with limited structural condition rating records. . The methodology is organized in three major components: (1) bridge health index (BHI); (2) maintenance and budget optimization; and (3) reliable Artificial Intelligence (AI) based bridge deterioration model. The outcomes of the paper will help to identify BMS implementation problems and to provide appropriate solutions for managing small bridge networks.

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CMMS(Computerized Maintenance Management System)의 실 시간적인 CBMS(Condition Based Maintenance System) 연구 (Development of CMMS for the real-time CBMS)

  • 박주식;박재현;강경식;이광배
    • 대한안전경영과학회지
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    • 제2권4호
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    • pp.1-8
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    • 2000
  • Equipment and machine of industrial plant are give effect to mechanical-stress of many working-stop or long time operating. Therefore, to be old and decrepit of every king of equipment. As long time operating equipment period into increase conservation and of repair equipment time is efficacious necessity of utility factor gradually that of productivity of diminution and complete equipment expense of increase. Conservation at special skill working and necessity is that will effectually and complete a period prevention management diagnosis can conservation point at issues at in advance.

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전차선로 검측을 위한 네트워크 기반 델레메트리 시스템 개발 (The Development of Network-based Telemetry System for Railway Catenary Inspection)

  • 나해경;박영;조용현;박현준;최원석;김응권;송준태
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2007년도 하계학술대회 논문집 Vol.8
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    • pp.478-479
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    • 2007
  • With increasing interest in the reduction of cost for operation and maintenance of overhead catenary system, various methods of condition monitoring have been developed. In this paper, we proposed network-based telemetry system for condition monitoring in railway and acquired data from any kind of sensor in catenary line and structure at high voltage. This development gives the solution for online condition monitoring in railway. To check the validity of our approach in terms of application, we realized network-based telemetry System.

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Evaluation of Deterioration on Steel Bridges Based on Bridge Condition Ratings

  • Park, Chan-Hee
    • Corrosion Science and Technology
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    • 제3권4호
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    • pp.166-171
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    • 2004
  • Recent developments in Bridge Management Systems (BMS) and in Life-Cycle Cost (LCC) of bridges, have raised the need for evaluation procedure of future condition (Deterioration) of a bridge. Predicting future deterioration is not an easy task due to limited past data to extrapolate from and also due to difficulty in measuring actual deterioration such as section loss of steel on an actual steel bridge. Also, increase in live load and reduction of resistance are random variables, thus a probabilistic approach should be adopted for determining the future deterioration. Due to difficulties in evaluation of future deterioration on steel bridges, accepting uncertainties within a reasonable error, a deterministic procedure using bridge condition rating can be a useful tool for projection of future condition of bridges to identify repair and maintenance needs. The object of this paper is to determine applicability of evaluating deterioration of steel bridge components based on Bridge condition ratings. Bridge condition ratings of bridge components show wide variation for bridges of same age and does not directly correlate well with the age of the bridge and/or deterioration of the bridge. High uncertainty can be reduced by breaking down the rating and by sensitivity analysis. From refined condition rating data, generalized deterioration profile of structures based on age can be derived. Examples are shown for sample bridges in USA. Approximately, 3,000 short to medium span steel bridges were listed in the inventory database. Results show wide variation of rating factors but by subdividing the Bridge condition ratings for various categories general deterioration profiles of steel bridges can be determined.