• 제목/요약/키워드: cavitation algorithm

검색결과 47건 처리시간 0.021초

Cavitation optimization of single-orifice plate using CFD method and neighborhood cultivation genetic algorithm

  • Zhang, Yu;Lai, Jiang;He, Chao;Yang, Shihao
    • Nuclear Engineering and Technology
    • /
    • 제54권5호
    • /
    • pp.1835-1844
    • /
    • 2022
  • Single-orifice plate is wildly utilized in the piping system of the nuclear power plant to throttle and depressurize the fluid of the pipeline. The cavitation induced by the single-orifice plate may cause some serious vibration of the pipeline. This study aims to find the optimal designs of the single-orifice plates that may have weak cavitation possibilities. For this purpose, a new single-orifice plate with a convergent-flat-divergent hole was modeled, a multi-objective optimization method was proposed to optimize the shape of a single-orifice plate, while computational fluid dynamics method was adopted to obtain the fluid physical quantities. The reciprocal cavitation number and the developmental integral were treated as cavitation indexes (e.g., objectives for the optimization algorithm). Two non-dominant designs ultimately achieved illustrated obvious reduction in the cavitation indexes at a Reynolds number Re = 1 ×105 defined based on fluid velocity. Besides, the sensitivity analysis and temperature effects were also performed. The results indicated that the convergent angle of the single-orifice plate dominants the cavitation behavior globally. The optimal designs of single-orifice plates result in lower downstream jet areas and lower upstream pressure. For a constant Reynolds number, the higher temperature of liquid water, the easier it is to undergo cavitation. Whereas there is a diametric phenomenon for a constant fluid velocity. Moreover, the regression models were carried out to establish the mathematical relation between temperature and cavitation indexes.

Cavitation 현상에 관한 수치적 연구 (The Numerical Study on the Cavitation)

  • 장선용;이창진
    • 한국추진공학회:학술대회논문집
    • /
    • 한국추진공학회 2004년도 제23회 추계학술대회 논문집
    • /
    • pp.126-131
    • /
    • 2004
  • Pressure-based 알고리듬을 기반으로 한 cavitation 현상의 수치해석 코드를 개발하였다. Wall function을 사용한 k-\varepsilon$ 난류모델을 사용하였으며, cavitation 모델에는 volume transport equation을 사용하였다. 유동장은 저속이기 때문에 압축성 효과는 고려하지 않았다.

  • PDF

급유홈의 크기와 위치가 원통형 저널 베어링의 정적성능에 미치는 영향 (The Effect of Dimensions and Location of Oil Grooves on the Static Performance of a Cylindrical Journal Bearing)

  • 손상익;김경웅
    • Tribology and Lubricants
    • /
    • 제26권4호
    • /
    • pp.209-218
    • /
    • 2010
  • In this study, the effect of dimensions and location of oil grooves on the static performance of a cylindrical journal bearing is analyzed numerically. Axial length, circumferential length and location of oil grooves are considered as parameters. Cavitation occurs within the diverging region of a journal bearing. The distribution of cavitation region where cavitation occurs varies with dimensions and location of oil grooves and affects the performance of a journal bearing. Elrod's cavitation algorithm which implements JFO boundary conditions based on the principle of mass conservation at the interfaces between cavitation and full film region is adopted in order to consider the effect of cavitation. The result shows that parameters, especially location of oil grooves have a great effect on the static performance of a journal bearing.

Process of pulsations of the spherical cavity in a liquid under the influence of ultrasonic vibrations

  • Kuznetsova, Elena L.;Starovoitov, Eduard I.;Vakhneev, Sergey;Kutina, Elena V.
    • Advances in aircraft and spacecraft science
    • /
    • 제9권2호
    • /
    • pp.95-102
    • /
    • 2022
  • The paper investigates the process of pulsation of a spherical cavity (bubble) in a liquid under the influence of a source of ultrasonic vibrations. The process of pulsation of a cavitation pocket in liquid is investigated. The Kirkwood-Bethe model was used to describe the motion. A numerical solution algorithm based on the Runge-Kutta-Felberg method of 4-5th order with adaptive selection of the integration step has been developed and implemented. It was revealed that if the initial bubble radius exceeds a certain value, then the bubble will perform several pulsations until the moment of collapse. The same applies to the case of exceeding the amplitude of ultrasonic vibrations of a certain value. The proposed algorithm makes it possible to fully describe the process of cavitation pulsations, to carry out comprehensive parametric studies and to evaluate the influence of various process parameters on the intensity of cavitation.

ADJOINT METHOD FOR CONTROLLED CAVITATION INVERSE NOZZLE DESIGN

  • Petropoulou, S.;Gavaises, M.;Theodorakakos, A.
    • International Journal of Automotive Technology
    • /
    • 제7권3호
    • /
    • pp.283-288
    • /
    • 2006
  • A mathematical methodology is proposed for designing nozzle hole shapes producing controlled geometric cavitation. The proposed methodology uses an unstructured RANS flow solver, with the ability to compute sensitivity derivatives via an adjoint algorithm. The adjoint formulation for the N-S equations is presented while variation of the turbulence viscosity is not taken into account during the geometry modifications. The sensitivities are calculated in a mode independently of the shape parameterisation. The method is used to develop and evaluate conceptual shapes for nozzle hole cavitation reduction. The localized region at the hole inlet producing cavitation, is parameterised using its radius of curvature, while a cost function is formulated to eliminate the negative pressures present at this location. Sensitivity derivatives are used to assess the dependence of the localized region on the minimum pressure, and to drive the geometry to the targeted shape. The results show that the computer model can provide nozzle hole entry shapes that produce predefined flow characteristics, and thus can be used as an inverse design tool for nozzle hole cavitation control.

합성곱 신경망을 이용한 프로펠러 캐비테이션 침식 위험도 연구 (A Study on the Risk of Propeller Cavitation Erosion Using Convolutional Neural Network)

  • 김지혜;이형석;허재욱
    • 대한조선학회논문집
    • /
    • 제58권3호
    • /
    • pp.129-136
    • /
    • 2021
  • Cavitation erosion is one of the major factors causing damage by lowering the structural strength of the marine propeller and the risk of it has been qualitatively evaluated by each institution with their own criteria based on the experiences. In this study, in order to quantitatively evaluate the risk of cavitation erosion on the propeller, we implement a deep learning algorithm based on a convolutional neural network. We train and verify it using the model tests results, including cavitation characteristics of various ship types. Here, we adopt the validated well-known networks such as VGG, GoogLeNet, and ResNet, and the results are compared with the expert's qualitative prediction results to confirm the feasibility of the prediction algorithm using a convolutional neural network.

서로 다른 캐비테이션 모델을 이용한 실린더 주위의 캐비테이션 유동현상 전산해석 (NUMERICAL ANALYSIS OF CAVITATING FLOW PAST CYLINDER WITH THREE DIFFERENT CAVITATION MODELS)

  • 김승윤;박원규;정철민
    • 한국전산유체공학회지
    • /
    • 제16권1호
    • /
    • pp.60-66
    • /
    • 2011
  • Engineering interests of submerged bodies and turbomachinery has led researchers to study various cavitation models for decades. The governing equations used for the present work are the two-phase Navier-Stokes equations with homogeneous mixture model. The solver employed on implicit dual time preconditioning algorithm in curvilinear coordinates. Three different cavitation models were applied to two axisymmetric cylinders and compared with experiments. It is concluded that the Merkle's new cavitation model has successfully accounted for cavitating flows and well captured the re-entrant jet phenomenon over the 0-caliber cylinder.

능동 제어 베어링으로 지지된 축-베어링 시스템의 동특성에 관한 연구 (A Study on Dynamic Characteristics of a Rotor-Bearing System Supported by Actively Controlled Hydrodynamic Journal Bearing)

  • 노병후;김경웅
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 2001년도 춘계학술대회 논문집
    • /
    • pp.635-638
    • /
    • 2001
  • This paper presents the dynamic characteristics of r rotor-bearing system supported by an actively controlled hydrodynamic journal bearing. The proportional, derivative and integral controls are adopted for the control algorithm to control the hydrodynamic journal bearing with an axially groove. Also, the cavitation algorithm implementing the Jakobsson-Floberg-olsson boundery condition is adopted to predict cavitation regions in the fluid film more accurately than conventional analysis, which uses the Reynolds condition. The speed at onset of instability of a rotor-bearing system is increased by both proportional and derivative control of the bearing. The integral control has no effect on stability characteristics of hydrodynamic journal bearing. The PD-control is more effective than proportional or derivative control. Results show the active control of bearing can be adopted for the stability improvement of a rotor-bearing system.

  • PDF

전기추진선의 최대추력 운항을 위한 추력손실 억제에 관한 연구 (Suppression of the Thrust Loss for the Maximum Thrust Operation in the Electric Propulsion Ship)

  • 김소연;윤영두;설승기
    • 대한조선학회논문집
    • /
    • 제44권3호
    • /
    • pp.238-247
    • /
    • 2007
  • This paper presents the thrust loss suppression algorithm in the electric propulsion ship. The thrust loss due to cavitation can be regarded as the disturbance torque. The disturbance torque is estimated by means of the disturbance observer. Considering the estimated disturbance torque, the speed reference of the propeller is modified to suppress the thrust loss. The experimental results which performed in the cavitation tunnel with electric machine operating system and its controller will be shown to verify the proposed algorithm.

공동현상을 고려한 소형 정밀 모터용 빗살무늬 저널베어링의 해석 (Analysis of a Hydrodynamic Herringbone-Grooved Journal Bearing in a Small Precision Motor Considering Cavitation)

  • 창동일;장건희
    • 대한기계학회논문집A
    • /
    • 제24권11호
    • /
    • pp.2680-2687
    • /
    • 2000
  • The Reynolds equation, incorporating Elrods cavitation algorithm, is discretized on a rectangular grid in computational space through coordinate mapping in order to accurately analyze a herringbone grooved journal bearing of a spindle motor in a computer hard disk drive. The pressure distribution and cavitation area are determined by using the finite volume method. Predicted results are compared to experimental data of previous researchers. It was found that positive pressure is developed within the converging section of the bearing and that a cavity occurs in the diverging section. Cavitation has been neglected in the previous analysis of the herringbone grooved bearing. Load capacity and bearing torque are increased due to the increased of eccentricity and L/D and the decrease of the grooved width ratio. The maximum load capacity was found to occur at a groove angle of 30 degrees while bearing torque remains constant due to the variation of the groove angle. The cavitation region is significantly decreased with the inclusion of herringbone grooves. However, the region increases with the increase of the eccentricity, L/D, groove angle and the rotational speed and the decrease of the grooved width ratio.