• Title/Summary/Keyword: cavitation model

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A Study on Autonomous Cavitation Image Recognition Using Deep Learning Technology (딥러닝 기술을 이용한 캐비테이션 자동인식에 대한 연구)

  • Ji, Bahan;Ahn, Byoung-Kwon
    • Journal of the Society of Naval Architects of Korea
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    • v.58 no.2
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    • pp.105-111
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    • 2021
  • The main source of underwater radiated noise of ships is cavitation generated by propeller blades. After the Cavitation Inception Speed (CIS), noise level at all frequencies increases severely. In determining the CIS, it is based on the results observed with the naked eye during the model test, however accuracy and consistency of CIS values are becoming practical issues. This study was carried out with the aim of developing a technology that can automatically recognize cavitation images using deep learning technique based on a Convolutional Neural Network (CNN). Model tests on a three-dimensional hydrofoil were conducted at a cavitation tunnel, and tip vortex cavitation was strictly observed using a high-speed camera to obtain analysis data. The results show that this technique can be used to quantitatively evaluate not only the CIS, but also the amount and rate of cavitation from recorded images.

Numerical Simulation Model for Cryogenic Pump Cavitation

  • Tani, Naoki;Nagashima, Toshio
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2004.03a
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    • pp.234-239
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    • 2004
  • In the development of rocket turbo-pump, cavitation at the inducer is one of the major problems. Cryogenic fluids are commonly used for rocket propellant, therefore, thermodynamic effect becomes noticeable compared to conventional water cavitation. In the present study, a numerical simulation method for cryogenic cavitation is proposed, which reveals the difference between cryogenic and water cavitation.

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A Numerical Study on the Characteristics of Cavitation and Internal Flow According to Nozzle Length-to-Diameter Ratio (노즐 형상비에 따른 캐비테이션 및 내부 유동 특성에 관한 수치적 연구)

  • Han, Dong-Sik;Kim, Hyun-Kyu;Chang, Young-June;Jeon, Chung-Hwan
    • Journal of ILASS-Korea
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    • v.13 no.4
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    • pp.200-205
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    • 2008
  • Spray formation mechanism was controlled by a cavitation inside an injection nozzle. Nozzle geometry affects spray characteristics and formation behavior, which could determine engine performance and pollutant formation. A study was carried out on the influence of aspect ratio on cavitation inside a nozzle. The cavitation model available in Star-CD code was used to obtain cavitation behavior inside nozzle, which was compared with previous experimental results. In this paper, a CFD approach combining multiphase Volume-of-Fluid(VOF) and k-model was applied. The numerical results are similar with the experimental results.

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Physical and Numerical Investigation of Cavitating Flow-Induced Vibration of a Flexible Hydrofoil

  • Wu, Qin;Wang, Guoyu;Huang, Biao
    • International Journal of Fluid Machinery and Systems
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    • v.10 no.3
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    • pp.188-196
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    • 2017
  • The objective of this paper is to investigate the flow-induced vibration of a flexible hydrofoil in cavitating flows via combined experimental and numerical studies. The experiments are presented for the modified NACA66 hydrofoil made of POM Polyacetate in the closed-loop cavitation tunnel and the numerical investigations are performed using a hybrid coupled fluid structure interaction model. The results showed that with the decreasing of cavitation number, the vibration magnitude increases dramatically for the cloud cavitation and declines for the supercavitation. The cloud cavitation development strongly affects the vibration response, with the main frequency of the vibration being accordance with the cavity shedding frequency and other two frequencies corresponding to the bending and twisting frequencies.

Experimental Study on the Cavitation Noise of a Hydrofoil (3차원 날개의 캐비테이션 소음 계측시험)

  • Lee, Seung-Jae;Seo, Jong-Soo;Han, Jae-Moon
    • Journal of the Society of Naval Architects of Korea
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    • v.44 no.2 s.152
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    • pp.111-118
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    • 2007
  • In order to investigate the noise characteristics of the different caviation, noise measurements were carried out in a large cavitation tunnel of the Samsuug Ship Model Basin(SSMB). The noise measurements for a 3-dimensional hydrofoil were carried out at the angle of attack of $12^{\circ}$ and $16^{\circ}$ according to the decrease in cavitation number. It is exhibited that sound pressure level(SPL) increased sharply with cavitation inception. The frequency of the noise induced by sheet cavitation was higher than that of tip vortex cavitation in the phase of cavitation inception. Within the range of the high frequency, in the case of fully developed cavitation, sheet cavitation noise was significantly increased in sound pressure level compared with tip vortex cavitation noise. In this study, the noise characteristics of the different cavitation types were considered experimentally and would be utilized as a basis for the analysis of propeller cavitation noise.

Cavitation in a Shaft-less Double Suction Centrifugal Miniature Pump

  • Zhuang, Baotang;Luo, Xianwu;Zhu, Lei;Wang, Xin;Xu, Hongyuan
    • International Journal of Fluid Machinery and Systems
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    • v.4 no.1
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    • pp.191-198
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    • 2011
  • Based on the consideration that the cavitation would affect the operation stability of miniature pumps, the 3-D turbulent cavitating flow in a test pump was simulated by using a mixed cavitation model and k-${\omega}$ SST turbulence model. In order to investigate the influence of inlet geometry parameters on the cavitation performance of the miniature pump, two more impellers are designed for comparison. Based on the results, the following conclusions are drawn: 1) Cavitation performance of the double suction shaft-less miniature pump having different impeller is equivalent to the centrifugal pump having ordinary size, though the flow passage at impeller inlet is small; 2) The miniature pump having radial impeller can produce much higher pump head, but lower cavitation performance than that having the impeller based on the conventional design method; 3) It is believed that by applying the double suction design, the miniature pump achieved relatively uniform flow pattern upstream the impeller inlet, which is favorable for improving cavitation performance.

RANS simulation of cavitation and hull pressure fluctuation for marine propeller operating behind-hull condition

  • Paik, Kwang-Jun;Park, Hyung-Gil;Seo, Jongsoo
    • International Journal of Naval Architecture and Ocean Engineering
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    • v.5 no.4
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    • pp.502-512
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    • 2013
  • Simulations of cavitation flow and hull pressure fluctuation for a marine propeller operating behind a hull using the unsteady Reynolds-Averaged Navier-Stokes equations (RANS) are presented. A full hull body submerged under the free surface is modeled in the computational domain to simulate directly the wake field of the ship at the propeller plane. Simulations are performed in design and ballast draught conditions to study the effect of cavitation number. And two propellers with slightly different geometry are simulated to validate the detectability of the numerical simulation. All simulations are performed using a commercial CFD software FLUENT. Cavitation patterns of the simulations show good agreement with the experimental results carried out in Samsung CAvitation Tunnel (SCAT). The simulation results for the hull pressure fluctuation induced by a propeller are also compared with the experimental results showing good agreement in the tendency and amplitude, especially, for the first blade frequency.

Study on Flow Instability and Countermeasure in a Draft tube with Swirling flow

  • Nakashima, Takahiro;Matsuzaka, Ryo;Miyagawa, Kazuyoshi;Yonezawa, Koichi;Tsujimoto, Yoshinobu
    • International Journal of Fluid Machinery and Systems
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    • v.8 no.4
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    • pp.230-239
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    • 2015
  • The swirling flow in the draft tube of a Francis turbine can cause the flow instability and the cavitation surge and has a larger influence on hydraulic power operating system. In this paper, the cavitating flow with swirling flow in the diffuser was studied by the draft tube component experiment, the model Francis turbine experiment and the numerical simulation. In the component experiment, several types of fluctuations were observed, including the cavitation surge and the vortex rope behaviour by the swirling flow. While the cavitation surge and the vortex rope behaviour were suppressed by the aeration into the diffuser, the loss coefficient in the diffuser increased by the aeration. In the model turbine test the aeration decreased the efficiency of the model turbine by several percent. In the numerical simulation, the cavitating flow was studied using Scale-Adaptive Simulation (SAS) with particular emphasis on understanding the unsteady characteristics of the vortex rope structure. The generation and evolution of the vortex rope structures have been investigated throughout the diffuser using the iso-surface of vapor volume fraction. The pressure fluctuation in the diffuser by numerical simulation confirmed the cavitation surge observed in the experiment. Finally, this pressure fluctuation of the cavitation surge was examined and interpreted by CFD.

Influence of the empirical coefficients of cavitation model on predicting cavitating flow in the centrifugal pump

  • Liu, Hou-lin;Wang, Jian;Wang, Yong;Zhang, Hua;Huang, Haoqin
    • International Journal of Naval Architecture and Ocean Engineering
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    • v.6 no.1
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    • pp.119-131
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    • 2014
  • The phenomenon of cavitation is an unsteady flow, which is nearly inevitable in pump. It would degrade the pump performance, produce vibration and noise and even damage the pump. Hence, to improve accuracy of the numerical prediction of the pump cavitation performance is much desirable. In the present work, a homogenous model, the Zwart-Gerber-Belamri cavitation model, is considered to investigate the influence of the empirical coefficients on predicting the pump cavitation performance, concerning a centrifugal pump. Three coefficients are analyzed, namely the nucleation site radius, evaporation and condensation coefficients. Also, the experiments are carried out to validate the numerical simulations. The results indicate that, to get a precise prediction, the approaches of declining the initial bubble radius, the condensation coefficient or increasing the evaporation coefficient are all feasible, especially for declining the condensation coefficient, which is the most effective way.

Performance evaluation of an underwater body and pumpjet by model testing in cavitation tunnel

  • Suryanarayana, Ch.;Satyanarayana, B.;Ramji, K.
    • International Journal of Naval Architecture and Ocean Engineering
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    • v.2 no.2
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    • pp.57-67
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    • 2010
  • Experimental investigations were carried out on an Axi-symmetric Body Model fitted with Pump-jet Propulsor (PJP) in the Cavitation Tunnel at Naval Science and Technological Laboratory (NSTL). The tests were intended for evaluating the propulsion characteristics of the body and propulsor. The self propulsion point of the model for two configurations was determined after finding the corrections for tunnel blockage effects and differences in model length at zero trim. The results were found to match closely with the towing tank results. The rotor and stator torques also matched closely over full range of experiment. Further experiments were carried out on the body at $4.5^{\circ}$ angle of trim to investigate the propulsive performance and assess the operational difficulties in the sea. The results indicated an increase in resistance and decrease in rotor thrust; but the balance of torques between the rotor and stator was undisturbed, causing no concern to vehicle roll.