• 제목/요약/키워드: Rainflow counting method

검색결과 40건 처리시간 0.028초

인공 신경망을 이용한 광대역 과정의 피로 손상 모델 개발 (Development of a Fatigue Damage Model of Wideband Process using an Artificial Neural Network)

  • 김호성;안인규;김유일
    • 대한조선학회논문집
    • /
    • 제52권1호
    • /
    • pp.88-95
    • /
    • 2015
  • For the frequency-domain spectral fatigue analysis, the probability density function of stress range needs to be estimated based on the stress spectrum only, which is a frequency domain representation of the response. The probability distribution of the stress range of the narrow-band spectrum is known to follow the Rayleigh distribution, however the PDF of wide-band spectrum is difficult to define with clarity due to the complicated fluctuation pattern of spectrum. In this paper, efforts have been made to figure out the links between the probability density function of stress range to the structural response of wide-band Gaussian random process. An artificial neural network scheme, known as one of the most powerful system identification methods, was used to identify the multivariate functional relationship between the idealized wide-band spectrums and resulting probability density functions. To achieve this, the spectrums were idealized as a superposition of two triangles with arbitrary location, height and width, targeting to comprise wide-band spectrum, and the probability density functions were represented by the linear combination of equally spaced Gaussian basis functions. To train the network under supervision, varieties of different wide-band spectrums were assumed and the converged probability density function of the stress range was derived using the rainflow counting method and all these data sets were fed into the three layer perceptron model. This nonlinear least square problem was solved using Levenberg-Marquardt algorithm with regularization term included. It was proven that the network trained using the given data set could reproduce the probability density function of arbitrary wide-band spectrum of two triangles with great success.

Short-term fatigue analysis for tower base of a spar-type wind turbine under stochastic wind-wave loads

  • Li, Haoran;Hu, Zhiqiang;Wang, Jin;Meng, Xiangyin
    • International Journal of Naval Architecture and Ocean Engineering
    • /
    • 제10권1호
    • /
    • pp.9-20
    • /
    • 2018
  • Due to integrated stochastic wind and wave loads, the supporting platform of a Floating Offshore Wind Turbine (FOWT) has to bear six Degrees of Freedom (DOF) motion, which makes the random cyclic loads acting on the structural components, for instance the tower base, more complicated than those on bottom-fixed or land-based wind turbines. These cyclic loads may cause unexpected fatigue damages on a FOWT. This paper presents a study on short-term fatigue damage at the tower base of a 5 MW FOWT with a spar-type platform. Fully coupled time-domain simulations code FAST is used and realistic environment conditions are considered to obtain the loads and structural stresses at the tower base. Then the cumulative fatigue damage is calculated based on rainflow counting method and Miner's rule. Moreover, the effects of the simulation length, the wind-wave misalignment, the wind-only condition and the wave-only condition on the fatigue damage are investigated. It is found that the wind and wave induced loads affect the tower base's axial stress separately and in a decoupled way, and the wave-induced fatigue damage is greater than that induced by the wind loads. Under the environment conditions with rated wind speed, the tower base experiences the highest fatigue damage when the joint probability of the wind and wave is included in the calculation. Moreover, it is also found that 1 h simulation length is sufficient to give an appropriate fatigue damage estimated life for FOWT.

점용접 표준시편에 대한 가속내구시험법의 적용 (Application of Accelerated Vibration Testing to Spot-welding Specimen)

  • 김관주;조성신;정진성
    • 한국자동차공학회논문집
    • /
    • 제11권3호
    • /
    • pp.209-213
    • /
    • 2003
  • It is advantage of accelerated vibration testing to compress service exposures to operating vibration into a reduced laboratory test by increasing the amplitude or frequency of the applied input excitations. This paper proposes an accelerated test method to estimate the high-cycle fatigue life under random excitation. The method consists of conducting a test with amplified input excitation and extrapolating linearly the lift in the accelerated condition into the real lift in field condition. The extrapolation is carried out applying the high-cycle irregular excitation fatigue theory including the rainflow counting, Miner’s damage accumulation rule, and Goodman’s mean stress correction. As a verification, those estimated lift is compared with that acquired by experiment f3r the simple case of spot welding specimen with good agreement. This testing procedure will provide an useful scheme that can reduce testing period associated with developing time schedule of new product.

FEA를 이용한 Lug의 피로 수명 평가에 관한 연구 (A Study on the Prediction of the Fatigue Life of a Lug through the Finite Element Analysis)

  • 이원석;이현우
    • 한국정밀공학회지
    • /
    • 제15권10호
    • /
    • pp.88-95
    • /
    • 1998
  • The purpose of this study is to predict the life of a Lug under the real service load history. The techniques of predicting a fatigue life under load spectrum are discussed and some are developed. The stress is calculated by multiplying the stress under unit force with the Finite Element Analysis. The cycles are counted by the Rainflow counting method and then the mean stress effect is considered by the suggested conversion function. The Manson's Double Linear Damage Rule is used as the cummulative damage method.

  • PDF

레일연마에 따른 고속철도 레일 피로수명 평가 (Evaluation of Rail Fatigue Life by Rail Grinding in the High Speed Railway)

  • 박원서;임형준;박용걸;성덕룡;강윤석
    • 한국철도학회:학술대회논문집
    • /
    • 한국철도학회 2011년도 정기총회 및 추계학술대회 논문집
    • /
    • pp.783-792
    • /
    • 2011
  • The control of rail surface irregularity is very important for the high speed train service in the high speed rail. In order to manage it, initial, preventative, and maintainable rail grinding have been performed and among them, preventative rail grinding conducts in every each year. This study carried out the field test for dynamic track response according to rail surface irregularity comparing before and after rail grinding. In addition, the change of dynamic track responses according to rail grinding was analyzed and the fatigue life was estimated though Rainflow Counting Method and RMC Equivalence Stress. Therefore, it suggested that rail fatigue life should be increased by rail grinding, because amount of impact occurred on track is decreased by getting rid of rail surface irregularity.

  • PDF

신뢰성 분석을 이용한 무개화차용 엔드빔의 피로수명 평가와 계획예방정비 (Reliability Estimation of End Beam for Uncorved Freight Car using Damage Summation Method)

  • 이경영;전주헌;백석홈;조석수;주원식
    • 대한기계학회:학술대회논문집
    • /
    • 대한기계학회 2004년도 추계학술대회
    • /
    • pp.394-399
    • /
    • 2004
  • Increased cumulative running times of railroad vehicle brings out such degradation as wear and fatigue. It don't adapt corrective maintenance which repairs a poor pan after a trouble but use preventive maintenance which fixes a bad part before a trouble. There were a few researches for preventive maintenance such as inspect affairs and facilities management. They couldn't estimate the operation reliability on railroad vehicle. Therefore, this study proposes the preventive maintenance procedure that predict repair period of end beam for uncovered freight car using reliability function and instantaneous failure rate on the basis of fatigue test and load history data.

  • PDF

드럼 세탁기 Spider의 피로수명 신뢰성 평가에 대한 연구 (A Study on Reliability Estimation for Fatigue Life of the Spider from a Drum Washing Machine)

  • 이성민;조상봉;조성진;김영수;강동우;정연수;정보선
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 2004년도 추계학술대회 논문집
    • /
    • pp.46-49
    • /
    • 2004
  • The spider of a drum washing machine receives the repeated fatigue loadings during laundering. Although the spider is designed statically safely, it often happens fatigue failure. Therefore it requires the safe design for fatigue and needs the prediction of quantitative fatigue life. The S-N diagram for a spider material is developed by fatigue test and statistical analysis. The stresses are measured directly from strain gages on the spider. To predict the fatigue life of spider, the rainflow counting method and Miner's rule are used. The data for fatigue life are analyzed statistically. From these data, reliability estimation for fatigue life can be done and also, equivalent fatigue life can be obtained. It will be applied to make and improve to a short period for design and prototype test.

  • PDF

CFD prediction of vortex induced vibrations and fatigue assessment for deepwater marine risers

  • Kamble, Chetna;Chen, Hamn-Ching
    • Ocean Systems Engineering
    • /
    • 제6권4호
    • /
    • pp.325-344
    • /
    • 2016
  • Using 3D computational fluid dynamics techniques in recent years have shed significant light on the Vortex Induced Vibrations (VIV) encountered by deep-water marine risers. The fatigue damage accumulated due to these vibrations has posed a great concern to the offshore industry. This paper aims to present an algorithm to predict the crossflow and inline fatigue damage for very long (L/D > $10^3$) marine risers using a Finite-Analytical Navier-Stokes (FANS) technique coupled with a tensioned beam motion solver and rainflow counting fatigue module. Large Eddy Simulation (LES) method has been used to simulate the turbulence in the flow. An overset grid system is employed to mesh the riser geometry and the wake field around the riser. Risers from NDP (2003) and Miami (2006) experiments are used for simulation with uniform, linearly sheared and non-uniform (non-linearly sheared) current profiles. The simulation results including inline and crossflow motion, modal decomposition, spectral densities and fatigue damage rate are compared to the experimental data and useful conclusions are drawn.

강철도교 피로평가 시스템 개발 및 검증 (Test and Development of Fatigue Assesement System for Steel Railway Bridges)

  • 경갑수;최일윤;이준석;김이현;박진우
    • 한국철도학회:학술대회논문집
    • /
    • 한국철도학회 2005년도 추계학술대회 논문집
    • /
    • pp.185-190
    • /
    • 2005
  • In order to evaluate that factors such as span length, member type and train loading affected on fatigue of steel railway bridges, in this paper, a series of field tests were carried out for some plate girder bridges. From the result estimated by rainflow counting method to analyze real strain-time curve obtained from the field test, it was known that the fatigue effect is more significant in the bridges having short span length and the secondary members regardless of train load types.

  • PDF

국내 강철도 교량의 충격계수 및 응력빈도분포의 평가 (Assessment of the Impact Factor and the Stress Histogram of Railway Bridges in Korea)

  • 최준혁;조선규;장동일
    • 한국강구조학회 논문집
    • /
    • 제9권4호통권33호
    • /
    • pp.489-500
    • /
    • 1997
  • 현재 국내에서 공용되고 있는 철도 교량은 약 3,000여개이며, 그 가운데 강교량이 차지하는 비율은 47% 정도로서 도로교에 비해 강교량이 차지하는 비율이 훨씬 높은 것을 알 수 있다. 또한, 강철도교의 장지간 교량의 대부분이 강판형과 트러스 형식을 채택하고 있으며, 이들 교량은 대부분이 30년 이상의 공용이력을 갖고 있어 각 교량에서 피로 및 부식에 의한 손상이 진행되고 있을 것으로 예상된다. 따라서 본 연구에서는 강철도교의 내하력과 내구성에 기초한 유지관리의 구축 및 이들의 데이터 베이스화를 위한 기초적인 단계로서 철도교에서의 응력빈도 특성 및 충격의 영향을 조사하는 것을 목적으로 하고 있다. 이들을 수행하기 위해 강철도 교량을 대상으로 시험차량에 의한 동적 주행시험을 통하여 충격계수를 산정하였으며, 이로부터 교량지간별, 교량형식별 그리고 차량의 주행 속도별 충격의 영향을 평가하였다. 또한, 공용하중하의 실동응력파를 획득하고 Rainflow Counting Method에 의한 빈도해석을 실시하여 응력범위 히스토그램을 산출하였으며, 트러스 형식별, 통과 열차별, 구조 부재별에 따른 응력분포 특성을 비교, 고찰하였으며, 이로부터 피로손상의 정도를 평가하였다. 그 결과, 트러스교에 있어서는 하현재와 세로보의 응력범위가 가장 큰 것으로 나타났으며 응력빈도 분포의 형태는 교량의 형식, 하중체계 그리고 통과량에 따라 크게 달라짐을 알 수 있었다. 또한 충격의 영향은 지간뿐만 아니라 차량의 주행속도에 크게 좌우됨을 알 수 있었다.

  • PDF