• 제목/요약/키워드: fuel failure

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인공신경망을 이용한 머신러닝 기반의 연료펌프 고장예지 연구 (Study of Fuel Pump Failure Prognostic Based on Machine Learning Using Artificial Neural Network)

  • 최홍;김태경;허경린;최성대;허장욱
    • 한국기계가공학회지
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    • 제18권9호
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    • pp.52-57
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    • 2019
  • The key technology of the fourth industrial revolution is artificial intelligence and machine learning. In this study, FMEA was performed on fuel pumps used as key items in most systems to identify major failure components, and artificial neural networks were built using big data. The main failure mode of the fuel pump identified by the test was coil damage due to overheating. Based on the artificial neural network built, machine learning was conducted to predict the failure and the mean error rate was 4.9% when the number of hidden nodes in the artificial neural network was three and the temperature increased to $140^{\circ}C$ rapidly.

1D AND 3D ANALYSES OF THE ZY2 SCIP BWR RAMP TESTS WITH THE FUEL CODES METEOR AND ALCYONE

  • Sercombe, J.;Agard, M.;Struzik, C.;Michel, B.;Thouvenin, G.;Poussard, C.;Kallstrom, K.R.
    • Nuclear Engineering and Technology
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    • 제41권2호
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    • pp.187-198
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    • 2009
  • In this paper, three power ramp tests performed on high burn-up Re-crystallized Zircaloy2 - UO2 BWR fuel rods (56 to 63 MWd/kgU) within the SCIP project are simulated with METEOR and ALCYONE 3D. Two of the ramp tests are of staircase type up to Linear Heat Rates of 420 and 520 W/cm and with long holding periods. Failure of the 420 W/cm fuel rod was observed after 40 minutes. The third ramp test consisted of a more standard ramp test with a constant power rate of 80 W/cm/min up to 410 W/cm with a short holding time. The tests were first simulated with the METEOR 1D fuel rod code, which gave accurate results in terms of profilometry and fission gas releases. The behaviour of a fuel pellet fragment and of the cladding piece on top of it was then investigated with ALCYONE 3D. The size and the main characteristics of the ridges after base irradiation and power ramp testing were recovered. Finally, the failure criteria validated for PWR conditions and fuel rods with low-to-medium burn-ups were used to analyze the failure probability of the KKL rodlets during ramp testing.

Study on the effect of long-term high temperature irradiation on TRISO fuel

  • Shaimerdenov, Asset;Gizatulin, Shamil;Dyussambayev, Daulet;Askerbekov, Saulet;Ueta, Shohei;Aihara, Jun;Shibata, Taiju;Sakaba, Nariaki
    • Nuclear Engineering and Technology
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    • 제54권8호
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    • pp.2792-2800
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    • 2022
  • In the core of the WWR-K reactor, a long-term irradiation of tristructural isotopic (TRISO)-coated fuel particles (CFPs) with a UO2 kernel was carried out under high-temperature gas-cooled reactor (HTGR)-like operating conditions. The temperature of this TRISO fuel during irradiation varied in the range of 950-1100 ℃. A fission per initial metal atom (FIMA) of uranium burnup of 9.9% was reached. The release of gaseous fission products was measured in-pile. The release-to-birth ratio (R/B) for the fission product isotopes was calculated. Aspects of fuel safety while achieving deep fuel burnup are important and relevant, including maintaining the integrity of the fuel coatings. The main mechanisms of fuel failure are kernel migration, silicon carbide corrosion by palladium, and gas pressure increase inside the CFP. The formation of gaseous fission products and carbon monoxide leads to an increase in the internal pressure in the CFP, which is a dominant failure mechanism of the coatings under this level of burnup. Irradiated fuel compacts were subjected to electric dissociation to isolate the CFPs from the fuel compacts. In addition, nondestructive methods, such as X-ray radiography and gamma spectrometry, were used. The predicted R/B ratio was evaluated using the fission gas release model developed in the high-temperature test reactor (HTTR) project. In the model, both the through-coatings of failed CFPs and as-fabricated uranium contamination were assumed to be sources of the fission gas. The obtained R/B ratio for gaseous fission products allows the finalization and validation of the model for the release of fission products from the CFPs and fuel compacts. The success of the integrity of TRISO fuel irradiated at approximately 9.9% FIMA was demonstrated. A low fuel failure fraction and R/B ratios indicated good performance and reliability of the studied TRISO fuel.

핵연료봉의 PCI파손에 영향을 미치는 인자들의 거동분석 (The Behaviors of the Material Parameters Affecting PCI Induced-Fuel Failure)

  • Sim, Ki-Seob;Woan Hwang;Sohn, Dong-Seong;Suk, Ho-Chun
    • Nuclear Engineering and Technology
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    • 제20권4호
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    • pp.241-245
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    • 1988
  • 핵연료봉의 PCI 파손은 원자로의 운전제한과 밀접한 관계가 있기 때문에, 출력급증 조건에서 핵연료봉의 PCI 파손을 지배하는 파손인자들의 거동을 검토하는 것은 매우 중요하다. 본 연구에서는 피복관에서의 원주방향 응력, 원주방향 변형도, 원주방향 주름 높이, 크립 변형율 및 변형도 에너지등의 파손인자들에 대한 거동특성을 핵연료봉 성능해석용 전산코드인 FEMAXI-IV를 이용하여 출력급증량 및 출력증가율의 운전인자들의 함수로 검토하였다.

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전투차량용 전기식 연료펌프의 고장분석 및 내열성능 평가 (Failure Analysis and Heat-resistant Evaluation of Electric Fuel Pump for Combat Vehicle)

  • 곽대환
    • 한국산학기술학회논문지
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    • 제21권11호
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    • pp.634-640
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    • 2020
  • 전투차량의 연료탱크에 설치되어 엔진으로 연료를 이송하는 장치인 전기식 연료펌프에 대하여 고장분석과 내열성능 평가가 수행되었다. 고장의 원인을 파악하기 위하여 직류 전동기가 적용된 연료펌프를 분해하여 검사를 수행하였다. 하우징 내부를 관찰한 결과를 바탕으로 고장 현상을 권선 소손, 브러시 조기 마모, 연료 혼입의 세 가지로 분류하였다. 연료펌프 내부 검사를 실시한 결과를 바탕으로, 과열에 의한 권선 소손을 고장을 발생시킨 주된 원인으로 추정하였다. 이에 따라서 전기식 연료펌프의 권선이 과열로 소손될 가능성을 확인하기 위하여 온도 센서를 고정자 표면과 브러시 홀더에 설치한 후 무부하 조건으로 24시간동안 가동을 실시하였다. 연료펌프의 주변 온도를 68 ℃로 설정하였을 때 고정자 온도는 최대 135.9 ℃까지 상승하였으며, 전동기의 고정자 및 회전자 권선이 소손되었다. 이 결과를 통해서 전기식 연료펌프를 위한 전동기 권선의 내열성능이 부족함을 확인할 수 있었으며, 이를 해결하기 위하여 현재 155 ℃ 이하에서 사용할 수 있는 절연등급 F종의 권선 및 함침액을 180 ℃ 이상에서도 사용할 수 있는 C종 이상의 절연등급으로 대체하도록 제안하였다.

피복관 열화거동에 미치는 수소화물 영향 평가 (Evaluation of Hydride Effect on Fuel Cladding Degradation)

  • 김현길;김일현;박상윤;박정용;정용환
    • 대한금속재료학회지
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    • 제48권8호
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    • pp.717-723
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    • 2010
  • The degradation behavior of fuel cladding is a very import concern in nuclear power generation, because the operation of nuclear plants can be limited by fuel cladding degradation. In order to evaluate the hydride effect on failure of zirconium fuel claddings, a ring tensile test for the circumferential direction was carried out at room temperature for claddings having different hydride characteristics such as density and orientation; microstructural evaluation was also performed for those claddings. The circumferential failure of the claddings was promoted by increasing the hydride concentration in the matrix; however, the failure of the claddings was affected by the hydride orientation rather than by the hydride concentration in the matrix. From fracture surface observation, the cladding failure during the ring tensile test was matched with the hydride orientation.

통계적 방법을 이용한 연료승압펌프의 신뢰도 예측 (Reliability Prediction of a Fuel Boost Pump using Statistical Methods)

  • 백낙곤;이형주;임진식
    • 한국추진공학회:학술대회논문집
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    • 한국추진공학회 2010년도 제35회 추계학술대회논문집
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    • pp.143-148
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    • 2010
  • 항공용 연료계통의 핵심부품인 연료승압펌프(FBP)의 신뢰도를 예측/평가하기 위하여 운용중에 지속적으로 발생되는 고장자료에 근거하여 고장추세분포를 도출하는데 Weibul Distribution 형태의 통계학적인 방법(Statistical Methods)을 사용하였다. 이를 토대로 하여 고장 자료분포를 시각적으로 분석하여 신뢰성 예측을 하였다. 분석결과, 형상모수(${\beta}$), 척도모수(${\eta}$) 및 평균고장시간(MTTF)을 산출하였다. 결과로부터 주요 고장원인이 기계부품의 마모나 노후화로 인하여 발생하는 마모고장기이며 산출된 평균고장시간 이전에 예방정비를 수행해야 사전에 고장을 방지할 수 있음을 알 수 있다.

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Fretting Wear of Fuel Rods due to Flow-Induced Vibration

  • Kim, Yong-Hwan;Jeon, Sang-Youn;Kim, Jae-Won
    • 한국원자력학회:학술대회논문집
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    • 한국원자력학회 1996년도 춘계학술발표회논문집(3)
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    • pp.21-26
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    • 1996
  • Recently several PWR Nuclear Plant experienced fuel rod fretting wear failures due to Flow Induced Vibration. When such multi-span supported fuel assembly has vibration excitation, it is important to know how fretting wears are progress and when the fuel rods are start to failure. In this study, we estimate the amount of wear depth using Archard theory when the fuel rod starts to relative motion against spacer grid dimples.

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Prediction of Dynamic Expected Time to System Failure

  • Oh, Deog-Yeon;Lee, Chong-Chul
    • 한국원자력학회:학술대회논문집
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    • 한국원자력학회 1997년도 추계학술발표회논문집(1)
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    • pp.244-250
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    • 1997
  • The mean time to failure (MTTF) expressing the mean value of the system life is a measure of system effectiveness. To estimate the remaining life of component and/or system, the dynamic mean time to failure concept is suggested. It is the time-dependent Property depending on the status of components. The Kalman filter is used to estimate the reliability of components using the on-line information (directly measured sensor output or device-specific diagnostics in the intelligent sensor) in form of the numerical value (state factor). This factor considers the persistency of the fault condition and confidence level in measurement. If there is a complex system with many components, each calculated reliability's or components are combined, which results in the dynamic MTTF or system. The illustrative examples are discussed. The results show that the dynamic MTTF can well express the component and system failure behaviour whether any kinds of failure are occurred or not.

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Analysis of cladding failure in a BWR fuel rod using a SLICE-DO model of the FALCON code

  • Khvostov, G.
    • Nuclear Engineering and Technology
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    • 제52권12호
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    • pp.2887-2900
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    • 2020
  • Cladding failure in a fuel rod during operation in a BWR is analyzed using a FALCON code-based model. Comparative calculation with a neighbouring, intact rod is presented, as well. A considerable 'hot spot' effect in cladding temperature is predicted with the SLICE-DO model due to a thermal barrier caused by the localized crud deposition. Particularly significant overheating is expected to occur on the affected side of the cladding of the failed rod, in agreement with signs of significant localized crud deposition as revealed by Post Irradiation Examination. Different possibilities (criteria) are checked, and Pellet-Cladding Mechanical Interaction (PCMI) is shown to be one of the plausible potential threats. It is shown that PCMI could lead to discernible concentrated inelastic deformation in the overheated part of the cladding. None of the specific mechanisms considered can be experimentally or analytically identified as an only cause of the rod failure. However, according to the current calculation, a possibility of cladding failure by PCMI cannot be excluded if the crud thickness exceeded 300 ㎛.