• 제목/요약/키워드: Failure Rate Model

검색결과 631건 처리시간 0.028초

Off-line PD Model Classification of Traction Motor Stator Coil Using BP

  • Park Seong-Hee;Jang Dong-Uk;Kang Seong-Hwa;Lim Kee-Joe
    • KIEE International Transactions on Electrophysics and Applications
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    • 제5C권6호
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    • pp.223-227
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    • 2005
  • Insulation failure of traction motor stator coil depends on the continuous stress imposed on it and knowing its insulation condition is an issue of significance for proper safety operation. In this paper, application of the NN (Neural Network) as a scheme of the off-line PD (partial discharge) diagnosis method that occurs at the stator coil of a traction motor was studied. For PD data acquisition, three defective models were made; internal void discharge model, slot discharge model and surface discharge model. PD data for recognition were acquired from a PD detector. Statistical distributions and parameters were calculated to perform recognition between model discharge sources. These statistical distribution parameters are applied to classify PD sources by the NN with a good recognition rate on the discharge sources.

경제성에 기반한 배전계통 설비투자 우선순위 결정에 관한 연구 (A Study on the Decision Strategy of Investment Priority Focused on Economics in Distribution Network)

  • 박창호
    • 조명전기설비학회논문지
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    • 제23권9호
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    • pp.31-39
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    • 2009
  • 본 논문에서는 경제성 평가를 기반으로 하는 배전 설비투자 우선순위를 결정하기 위하여 배전계통 구성, 설비 및 부하정보를 이용하여 배전계통을 모델링 하고, 현 계통의 신뢰도를 개선하기 위한 방향으로 설비투자 대안들을 설계한 다음, 이 대안들을 대상으로 신뢰도 및 경제성을 평가하는 모델을 제시하였다. 이러한 투자대안들의 신뢰도 영향과 경제성을 분석하기 위하여 한전의 주요 배전설비(15종)의 신도율(시변고장율)과 설비투자시 영향을 받는 고객들의 정전비용을 적용하여 경제적 효과를 산출하였으며, 이러한 투자 방법론의 유효성을 검증하기 위하여 한전의 배전사업소 실제 투자안을 대상으로 하여 경제성 평가를 수행한 결과와 비교분석하였다.

2상 유한체적모델 기반의 광역적 토석류 유동해석기법 (Two-phase Finite Volume Analysis Method of Debris Flows in Regional-scale Areas)

  • 정상섬;홍문현
    • 한국지반공학회논문집
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    • 제38권4호
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    • pp.5-20
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    • 2022
  • 본 연구에서는 토석류의 유동과 밀도 변화를 분석하기 위해 운동량방정식으로 단순화된 2상 유한체적모델(Landflow 모델)을 구성하였으며, Hershel-Buckley 유동모델을 사용하여 토석류의 내부 및 기저 마찰과 복잡한 지형 및 연행침식을 분석하였다. 또한 토석류 해석 모델을 수치적으로 해결하기 위하여 Harten-Lax-van Leer-Contact(HLLC) 방법을 포함한 관련 유한체적모델을 도입하여 토석류의 경계면에 대한 해를 구하였다. 충격흡수능력, 수치적 등방성, 모델정확도, 질량보존을 검증하기 위해 제안된 모델을 기반으로 원형 댐파괴, 비뉴턴 유체의 댐파쇄 및 다중 토석류 사례분석을 수행하였다. 해석 결과로부터 본 해석모델의 토석류 해석에 대한 수치적 안정성과 정확도를 확인하였다. 또한, 다양한 유동학적 특성의 토석류 흐름을 체계적으로 시뮬레이션하고 토석류 유동특성이 거동에 미치는 영향을 분석하였다.

PCA 및 변수 중요도를 활용한 냉동컨테이너 고장 탐지 방법론 비교 연구 (A Comparative Study on the Methodology of Failure Detection of Reefer Containers Using PCA and Feature Importance)

  • 이승현;박성호;이승재;이희원;유성열;이강배
    • 한국융합학회논문지
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    • 제13권3호
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    • pp.23-31
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    • 2022
  • 본 연구는 H해운사에서 제공받은 Starcool사의 실제 냉동 컨테이너 운영데이터를 분석하였다. H사의 현장 전문가와 인터뷰를 통해 4가지 고장 알람 중 Critical 및 Fatal Alarm만 고장으로 정의하였고, 냉동 컨테이너 특성상 모든 변수를 사용하는 것은 비용측면에서 비효율을 초래하는 것을 확인하였다. 이에 본 연구는 특성 중요도 및 PCA 기법을 통한 냉동 컨테이너 고장 탐지 방법을 제시한다. 모델의 성능 향상을 위해 XGBoost, LGBoost 등과 같은 트리계열 모델을 통해 변수 중요도(Feature Importance)를 기반으로 변수 선택(Feature selcetion)을 하고 선택되지 않은 변수는 PCA를 사용하여 전체 변수의 차원을 축소시켜 각 모델별로 지도학습을 수행한다. 부스팅 기반의 XGBoost, LGBoost 기법은 본 연구에서 제안하는 모델의 결과가 62개의 모든 변수를 사용한 지도 학습의 결과보다 재현율(Recall)이 각각 0.36, 0.39씩 향상되는 되는 결과를 보였다.

원판(圓板)의 열판건조(熱板乾燥)에서 컴퓨터 시뮬레이션에 의한 내부온도(內部溫度)와 함수율(含水率) 분포모형(分布模型) (Distribution Model Based on Computer Simulation for Internal Temperature and Moisture Content in Press Drying of Tree Disks)

  • 여환명;정희석
    • Journal of the Korean Wood Science and Technology
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    • 제22권2호
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    • pp.61-70
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    • 1994
  • This study was executed to find the applicability of press drying of tree disk by investigating the shrinkage and drying defect and to form appropriate model by comparing the actual moisture content(MC) and internal temperature in respect of drying time with calculated values based computer simulation to which was applied finite difference method. In press drying disk, heating period, constant drying rate period maintained plateau temperature at 100$^{\circ}C$ and falling drying rate period were significantly distinguished. Actual MC and internal temperature were analogous to those calculated at comparing points. Heat transfer model formed by Fourier's law using specific heat of moist wood and conduction coefficient considering fractional volume of each element of wood cell wall, bound water, free water and air showed applicability as basic data to developing heat expansion, shrinkage and drying stress during press drying. Also mass transfer model formed by Fick's diffusion law using water vapor diffusion coefficient showed applicability. Longitudinal shrinkage was developed by pressure of hot press and tangential shrinkage was restrained by hygrothermal recovery. The heart check, surface check and ring failure were occurred differently in species, but V-shaped crack didn't develop.

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최대월파량의 발생에 따른 사석방파제 배후면 피복석의 안정성에 관한 연구 (A study on stability of rear side armor with maximum overtopping)

  • 류청로;김홍진;최종욱;김헌태
    • 한국해양공학회:학술대회논문집
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    • 한국해양공학회 2003년도 춘계학술대회 논문집
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    • pp.121-127
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    • 2003
  • Wave overtopping is one of the most important hydraulic responses of breakwater because it significantly affects its functional efficiency, the safety of transit and mooring on the rear side, wave transmission in the sheltered area, rear side armor stones and to some extent, the structural safety itself. In this study, hydraulic model tests has been carried out to investigate the influence of berm's size on overtopping rate by maximum overtopping rate and mean overtopping rate. The hydrodynamic characteristics of berm breakwater by the overtopping rate can be summarized as follows: 1. It is better to use maximum overtopping rate than to use mean overtopping rate for design of coastal structures in the point of view of stability. 2. When construct berm to decrease energy of waves that it was needed to make breaking conditions of wave on the berm. 3. Under the relative length of berm was over 0.13 overtopping rate was significantly decreased. 4. Overtopping rate affected significantly by the relative length of yhe berm than height of the berm.

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Determination of escape rate coefficients of fission products from the defective fuel rod with large defects in PWR

  • Pengtao Fu
    • Nuclear Engineering and Technology
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    • 제55권8호
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    • pp.2977-2983
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    • 2023
  • During normal operation, some parts of the fission product in the defective fuel rods can release into the primary loops in PWR and the escape rate coefficients are widely used to assess quantitatively the release behaviors of fission products in the industry. The escape rate coefficients have been standardized and have been validated by some drilling experiments before the 1970s. In the paper, the model to determine the escape rate coefficients of fission products has been established and the typical escape rate coefficients of noble gas and iodine have been deduced based on the measured radiochemical data in one operating PWR. The result shows that the apparent escape rate coefficients vary with the release-to-birth and decay constants for different fission products of the same element. In addition, it is found that the escape rate coefficients from the defective rod with large defects are much higher than the standard escape rate coefficients, i.e., averagely 4.4 times and 1.8 times for noble gas and iodine respectively. The enhanced release of fission products from the severe secondary hydriding of several defective fuel rods in one cycle may lead to the potential risk of the temporary shutdown of the operating reactors.

한국형 무인운전 고무차륜 AGT 시스템의 유지보수를 위한 신뢰성 기반의 고장 예방정비 시스템 개발에 관한 연구 (A Study on the Development of Web-based Preventive Maintenance System for the Driverless Rubber-Tired K-AGT)

  • 손영탁;천환규;엄호영;이호용;한석윤;서명원
    • 한국정밀공학회지
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    • 제27권5호
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    • pp.36-47
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    • 2010
  • The Korean Railroad Research Institute (KRRI) has developed the rubber tired AGT system (Model: K-AGT) between 1999 and 2005. The K-AGT is a light rail transit system does not require a driver and generally operates on an elevated railroad for transporting passengers. Accidents caused by driverless vehicles can severely affect social confidence, safety and economy therefore, it is very important to minimize the occurrences of such faults, and to accurately perform detailed maintenance tasks and thoroughly investigate the cause of any repeated failures. This research develops the web-based Preventive Maintenance (PM) system for the KAGT train system. The framework of the PM system is based on performing a reliability analysis and a failure mode effects analyses (FMEA) procedure on all the sub-systems in the K-AGT system. Out of the devices that have a low reliability, the high failure ranked devices are included high in the list for performing the overall maintenance plans. Through registration of historical failure data, the reliability indexes can be updated. Such a process is repeated continuously and can achieve very accurate predictions for device operational life times and failure rates. Therefore, this research describes the development of the overall PM system consists of a reliability analysis module, a failure mode effect analysis module, and maintenance request module.

안전주입 실패를 동반한 제어봉구동장치 관통부 파단 사고 실험 기반 국내 안전해석코드 SPACE 예측 능력 평가 (Evaluation of SPACE Code Prediction Capability for CEDM Nozzle Break Experiment with Safety Injection Failure)

  • 남경호
    • 한국안전학회지
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    • 제37권5호
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    • pp.80-88
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    • 2022
  • The Korean nuclear industry had developed the SPACE (Safety and Performance Analysis Code for nuclear power plants) code, which adopts a two-fluid, three-field model that is comprised of gas, continuous liquid and droplet fields and has the capability to simulate three-dimensional models. According to the revised law by the Nuclear Safety and Security Commission (NSSC) in Korea, the multiple failure accidents that must be considered for the accident management plan of a nuclear power plant was determined based on the lessons learned from the Fukushima accident. Generally, to improve the reliability of the calculation results of a safety analysis code, verification is required for the separate and integral effect experiments. Therefore, the goal of this work is to verify the calculation capability of the SPACE code for multiple failure accidents. For this purpose, an experiment was conducted to simulate a Control Element Drive Mechanism (CEDM) break with a safety injection failure using the ATLAS test facility, which is operated by Korea Atomic Energy Research Institute (KAERI). This experiment focused on the comparison between the experiment results and code calculation results to verify the performance of the SPACE code. The results of the overall system transient response using the SPACE code showed similar trends with the experimental results for parameters such as the system pressure, mass flow rate, and collapsed water level in component. In conclusion, it can be concluded that the SPACE code has sufficient capability to simulate a CEDM break with a safety injection failure accident.

로지스틱 테스트함수의 불완전 디버깅에 관한 연구 (A Study on the Imperfect Debugging of Logistic Testing Function)

  • 최규식;문명호;양계탁
    • 한국항행학회논문지
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    • 제14권1호
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    • pp.119-126
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    • 2010
  • 지난 30여년간 개발소프트웨어의 잔여결함, 결함률 및 신뢰도와 같은 신뢰도 척도를 분석하기 위해 소프트웨어의 신뢰도 성장 모델이 개발되어 왔다. 이들 대부분은 개발중 검출되는 소프트웨어의 오류가 완벽하게 수정되는 것으로 가정하였다. 즉, 이들은 테스트중에 검출되는 오류가 완벽하게 제거되는 것을 가정하여 그들의 연구를 진행해왔던 것이다. 그러나 오류를 검출하는 것이 어려울 뿐만 아니라 그 과정에서 새로운 오류가 도입되기도 하기 때문에 오류를 완벽하게 제거하기는 대단히 어렵다. 따라서 본 논문에서는 그동안 가장 보편 타당한 것으로 평가되어 왔던 웨이불형과 비교하여 로지스틱 테스트 노력함수를 적용한 불왼전한 소프트웨어의 테스트 노력을 제안하여 연구 검토한다.