• 제목/요약/키워드: Curve Estimation Regression

검색결과 138건 처리시간 0.025초

확률적 방법에 의한 크리프 균열성장 계수의 분포 추정 (Estimation for the Distribution of Creep Crack Growth Coefficients by Probabilistic Assessment)

  • 이상호;윤기봉;최병학;민두식;안종석;이길재;김선화
    • 대한금속재료학회지
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    • 제48권9호
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    • pp.791-797
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    • 2010
  • The creep crack growth rate (da/dt) of the Cr-Mo steels tested by pre-crack and the voltage (or resistance) variables were related into fracture parameter (Ct), crack growth coefficient (H), and an exponent (q) in the parts of Base, weld and HAZ. The fracture parameter (Ct) has various variables relating to the specimen and crack shape, applied stress, and creep strain curve. The H and q was inferred by OLS regression (ordinary least square method), and the H values were solved in statistics and probability assessment, which were attained fromPDF's distributions (probability density function). The HAZ part has the highest value of q by OLS regression and the widest distribution of H by PDF of WEIBULL, which means that the crack sensitivity of HAZ should be cautioned against the creep crack growth and failure.

Fragility assessment for electric cabinet in nuclear power plant using response surface methodology

  • Tran, Thanh-Tuan;Cao, Anh-Tuan;Nguyen, Thi-Hong-Xuyen;Kim, Dookie
    • Nuclear Engineering and Technology
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    • 제51권3호
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    • pp.894-903
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    • 2019
  • An approach for collapse risk assessment is proposed to evaluate the vulnerability of electric cabinet in nuclear power plants. The lognormal approaches, namely maximum likelihood estimation and linear regression, are introduced to establish the fragility curves. These two fragility analyses are applied for the numerical models of cabinets considering various boundary conditions, which are expressed by representing restrained and anchored models at the base. The models have been built and verified using the system identification (SI) technique. The fundamental frequency of the electric cabinet is sensitive because of many attached devices. To bypass this complex problem, the average spectral acceleration $S_{\bar{a}}$ in the range of period that cover the first mode period is chosen as an intensity measure on the fragility function. The nonlinear time history analyses for cabinet are conducted using a suite of 40 ground motions. The obtained curves with different approaches are compared, and the variability of risk assessment is evaluated for restrained and anchored models. The fragility curves obtained for anchored model are found to be closer each other, compared to the fragility curves for restrained model. It is also found that the support boundary conditions played a significant role in acceleration response of cabinet.

Water quality big data analysis of the river basin with artificial intelligence ADV monitoring

  • Chen, ZY;Meng, Yahui;Wang, Ruei-yuan;Chen, Timothy
    • Membrane and Water Treatment
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    • 제13권5호
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    • pp.219-225
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    • 2022
  • 5th Assessment Report of the Intergovernmental Panel on Climate Change Weather (AR5) predicts that recent severe hydrological events will affect the quality of water and increase water pollution. To analyze changes in water quality due to future climate change, input data (precipitation, average temperature, relative humidity, average wind speed, and solar radiation) were compiled into a representative concentration curve (RC), defined using 8.5. AR5 and future use are calculated based on land use. Semi-distributed emission model Calculate emissions for each target period. Meteorological factors affecting water quality (precipitation, temperature, and flow) were input into a multiple linear regression (MLR) model and an artificial neural network (ANN) to analyze the data. Extensive experimental studies of flow properties have been carried out. In addition, an Acoustic Doppler Velocity (ADV) device was used to monitor the flow of a large open channel connection in a wastewater treatment plant in Ho Chi Minh City. Observations were made along different streams at different locations and at different depths. Analysis of measurement data shows average speed profile, aspect ratio, vertical position Measure, and ratio the vertical to bottom distance for maximum speed and water depth. This result indicates that the transport effect of the compound was considered when preparing the hazard analysis.

추령천 유역의 유황별 유달율 계산 (Pollutant Load Delivery Ratio for Flow Duration at the Chooryeong-cheon Watershed)

  • 김영주;윤광식;손재권;최진규;장남익
    • 한국농공학회논문집
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    • 제52권4호
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    • pp.19-26
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    • 2010
  • To provide the basic information for the water quality management of the Sumjin River Basin, delivery ratios for flow duration were studied. Using the day-interval data set of discharge and water quality observed from the Chooryeong-cheon watershed, the flow-duration and discharge-load relation curves for the watershed were established, then the load-duration curve was constructed. Delivery ratios for flow duration were also developed. Delivery ratios showed wide variation according to flow conditions. In general, delivery ratio of high flow condition showed higher value reflecting nonpoint source pollution contribution from the forest dominating watershed. To resolve this problem, a regression model explaining the relation between flow rate and delivery ratio was suggested. The delivery ratios for different flow regime could be used for pollutant load estimation and TMDL (Total maximum daily load) development.

배전기기 고장률 추출에 관한 연구 (A Study on Failure Rate Extraction of Power Distribution System Equipment)

  • 문종필;김재철;이희태;추철민;안재민
    • 한국조명전기설비학회:학술대회논문집
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    • 한국조명전기설비학회 2007년도 춘계학술대회 논문집
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    • pp.366-368
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    • 2007
  • In this paper, the Time-varying Failure Rate (TFR) of power distribution system equipment is extracted from the recorded failure data of Korea Electric Power Corporation (KEPCO). For TFR extraction, it is used that the fault data accumulated by KEPCO during 10 years. The TFR is approximated to bathtub curve using the exponential (random failure) and Weibull (aging failure) distribution function. In addition, Kaplan-Meier estimation is applied to TFR extraction because of incomplete failure data of KEPCO. Finally, Probability plot and regression analysis is applied. It is presented that the extracted TFR is more effective and useful than Mean Failure Rate (MFR) through the comparison between TFR and MFR.

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Long-gauge 광섬유 센서를 이용한 철도교 PSC 거더의 처짐유추 (Deflection Estimation of a PSC Railroad Girder using Long-gauge Fiber Optic Sensors)

  • 정원석;김성일;김남식;이희업
    • 한국철도학회논문집
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    • 제9권4호
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    • pp.467-472
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    • 2006
  • This paper deals with the applicability of long-gauge deformation fiber optic sensors (FOS) to prestressed concrete structures. A main motivation is the desire to monitor the deflection of the railway bridges without intervenes of the signal intensity fluctuations. A 25 m long, 1.8 m deep PSC girder was fabricated compositely with 22 cm thick reinforced concrete deck. Two pairs of 3 m long-gauge sensors are attached to the prestressed concrete girder with parallel topology. Using the relationship between curvature and vortical deflection and the quadratic regression of curvatures at the discrete point, it is possible to extrapolate the deflection curve of the girder. The estimated deflection based on the developed method is compared with the results using conventional strain gauges and LVDTS. It has been demonstrated that the proposed instrumentation technique is capable of estimating the vertical deflection and neutral axis position of the prestressed concrete girder up to weak nonlinear region.

국내외 판내부 지진기록을 이용한 한국 표준수평설계스펙트럼의 개발 (Development of Korean Standard Horizontal Design Spectrum Based on the Domestic and Overseas Intra-plate Earthquake Records)

  • 김재관;김정한;이진호;허태민
    • 한국지진공학회논문집
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    • 제20권6호
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    • pp.369-378
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    • 2016
  • The design spectrum for Korea, which is known to belong to an intra-plate region, is developed from the ground motion records of the earthquakes occurred in Korea and overseas intra-plate regions. The horizontal spectrum is defined as geometric mean spectrum, GMRotI50. From the statistical analysis of the geometric mean spectra, a mean plus one standard deviation spectrum in lognormal distribution is obtained. Regression analysis is performed on this curve to determine the shape of spectrum including transition periods. The developed design spectrum is valid for the estimation both spectral acceleration and displacement.

액상화.횡방향 영구지반변형을 받는 연속된 지중매설관로의 구조적 손상도곡선 도출 (Fragility Curve of Continuous Buried Pipeline subjected to Transverse Permanent Ground Deformation due to Liquefaction)

  • 김태욱;임윤묵
    • 한국지진공학회:학술대회논문집
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    • 한국지진공학회 2006년도 학술발표회 논문집
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    • pp.358-365
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    • 2006
  • In this study, fragility curves of continuous buried pipelines subjected to transverse PGD (permanent ground deformation) due to liquefaction are proposed. For the waterworks system, continuos buried pipelines made of ductile iron, poly ethylene, and poly vinyl chloride are analyzed and fragility curves are drawn. Fragility curves are based on the repetitive analyses results and formulated with the dominant factors of behaviour of buried pipeline. With the use of fragility curves, engineers can estimate the status of damage of buried pipeline without overall knowledge of relevant features. Especially, fragility curves proposed in this study will act as a major module of earthquake loss estimation method. Moreover, critical value of magnitude and width of transverse PGD (by which the full damage status of buried pipelines are induced) are estimated. With the use of regression curves of these values, pre evaluation of seismic safety of buried pipelines located within liquefaction hazardous region will be possible.

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조도계수와 유량의 불확실성을 고려한 청미천 유역의 홍수위 해석 (Flood stage analysis considering the uncertainty of roughness coefficients and discharge for Cheongmicheon watershed)

  • 신샛별;박지훈;송정헌;강문성
    • 한국수자원학회논문집
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    • 제50권10호
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    • pp.661-671
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    • 2017
  • 본 연구의 목적은 하천의 조도계수와 유량의 불확실성을 고려하여, 부정류 흐름에서 홍수위 해석에 미치는 영향을 정량적으로 분석하는 데 있다. 본 연구에서는 GLUE (Generalized Likelihood Uncertainty Estimation) 기법을 적용하여 조도계수와 유량의 불확실성이 홍수위 해석에 미치는 영향을 분석하고, 강우사상의 크기와 불확실성과의 관계를 분석하였다. 조도계수의 불확실성은 하천기본계획을 참고하여 0.025~0.040의 범위에서 분석하였다. 유량의 불확실성은 수위 h일 때의 유량을 Q라고 할 때, $Q=A(h-B)^C$로 표현되는 수위-유량관계식의 회귀계수 A, B, C를 통해 분석하였다. 수위-유량관계식의 회귀계수를 비선형 회귀분석을 통해 추정하였으며, 회귀계수는 t 분포를 가정하여 95% 신뢰도로 상한과 하한의 범위를 산정하였다. 산정된 회귀계수의 범위는 A는 5.138~18.442, B는 -0.524~0.104, C는 2.427~2.924로 산정되었다. 범위 내에서 10,000개의 매개변수 세트를 추출하여 HEC-RAS (Hydrologic Engineering Center's River Analysis System)에 적용하여 Monte Carlo 모의를 수행하였다. 강우사상 1~3에서 모의된 홍수위의 95% 신뢰구간의 평균적인 범위는 각각 0.39 m, 0.83 m, 0.96 m이며, 첨두 홍수위가 발생했을 때의 범위는 각각 0.52 m, 1.36 m, 1.75 m로 산정되었다. 또한 이천관측소의 1986~2015년의 일 강우에 대한 빈도해석을 수행하였으며, 수행 결과 GEV (Generalized Extreme Vlaue) 분포일 때 강우사상 1~3의 재현기간은 각각 1년, 10년, 25년 빈도에 해당되었다. 본 연구를 통해 강우사상의 크기와 불확실성의 관계를 분석하였으며, 향후 다양한 강우사상에 적용하여 검증한다면 홍수위의 불확실성을 예측하여, 하천관리 등을 위한 구조물의 계획 및 설계 시 의사 결정에 실질적인 도움이 될 수 있을 것으로 사료된다.

Bayesian과 Bootstrap 방법을 이용한 수위-유량 관계곡선의 불확실성 분석 (Uncertainty Analysis of Stage-Discharge Curve Using Bayesian and Bootstrap Methods)

  • 임종훈;권형수;주홍준;왕원준;이종소;유영훈;김형수
    • 한국습지학회지
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    • 제21권2호
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    • pp.114-124
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    • 2019
  • 본 연구는 수위-유량 관계곡선을 이용한 하천 유량 산정방법의 불확실성을 감소시키는 것을 목적으로 하였다. 하천 유량 자료는 수문해석과 수자원 관리를 하는데 있어서 필수적으로 요구되는 자료이기 때문에 정량적으로 정확한 산정 방법을 고찰할 필요가 있다. 이를 위해 Bayesian 및 Bootstrap 방법을 이용한 수위-유량 관계식의 매개변수와 기존의 매개변수를 비교하였으며, 불확실성을 평가하기 위해서 표준오차법에 t-분포를 적용한 추정치 결과의 신뢰구간을 비교하였다. 그 결과, 본 연구를 통해 개발된 회귀분석에 의한 추정값은 약 1~5 %미만의 차이가 보이며, 각 지점에서 수위에 따라 기존보다 더 적용성이 우수한 결과를 보이는 부분도 존재함을 확인하였다. 따라서 본 연구에서 제시한 방법별로 하천의 특성 및 수위에 맞게 적용한다면 보다 더 신뢰성 있는 유량 자료를 확보할 수 있을 것으로 생각된다.