Study on the onset of nucleate boiling in narrow annular channel by genetic neural network

被引：10
|
作者：
Wei, Huiming [1 ]
Su, G. H. [1 ]
Tian, W. X. [1 ]
Qiu, S. Z. [1 ]
Yang, X. B. [1 ]
机构：
[1] Xi An Jiao Tong Univ, Dept Nucl Sci & Technol, State Key Lab Multiphase Flow Power Engn, Xian 710049, Peoples R China
来源：
INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER | 2010年 / 37卷 / 06期
基金：
中国国家自然科学基金;
关键词：
Onset nucleate boiling; Genetic algorithm; Genetic neural network; Prediction; PREDICTION;
D O I：
10.1016/j.icheatmasstransfer.2009.11.017
中图分类号：
O414.1 [热力学];
学科分类号：
摘要：
A study on ONB is performed by GNN in vertical narrow annuli with bilateral heating. Based on GA and ANN, a GNN model predicting non has been developed. The q(ONB) prediction is investigated by GNN with distilled water flowing upward through narrow annuli with 0.95 mm, 1.5 mm and 2.0 mm gaps, respectively. The GNN prediction results have a good agreement with experimental data. A parametric study has been conducted to investigate the effects of system pressure, mass flux, wall superheat and geometrical structure on q(ONB) by applying GNN. Simulation and analysis results show that GNN can effectually predict q(ONB). (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码：596 / 599
页数：4
相关论文
共 50 条
  • [1] Study on the Onset of Nucleate Boiling in Narrow Annular Channel by Using Wavelet and Wavelet Neural Network
    Wei, Huiming
    Su, G. H.
    Qiu, S. Z.
    Yang, Xingbo
    ICONE17, VOL 4, 2009, : 507 - 516
  • [2] VISUALIZATION STUDY ON ONSET OF NUCLEATE BOILING FOR NATURAL CIRCULATION FLOW IN A NARROW RECTANGULAR CHANNEL
    Tian, Chunping
    Cao, Xiaxin
    Wang, Jianjun
    Yan, Changqi
    Yang, Kuan
    Zhu, Zhiqiang
    Xu, Jianjun
    PROCEEDINGS OF THE 25TH INTERNATIONAL CONFERENCE ON NUCLEAR ENGINEERING, 2017, VOL 6, 2017,
  • [3] Study on onset of nucleate boiling in bilaterally heated narrow annuli
    Wu, Y. W.
    Su, G. H.
    Hu, B. X.
    Qiu, S. Z.
    INTERNATIONAL JOURNAL OF THERMAL SCIENCES, 2010, 49 (05) : 741 - 748
  • [4] Experimental Study on the Onset of Nucleate Boiling in Narrow Channel by Using Grey Relational Analysis (GRA)
    Han, Dong
    Gao, Puzhen
    Yan, Liming
    Lv, Lulu
    7TH INTERNATIONAL SYMPOSIUM ON MULTIPHASE FLOW, HEAT MASS TRANSFER AND ENERGY CONVERSION, 2013, 1547 : 88 - 95
  • [5] Transition from boiling onset to fully-developed nucleate boiling in a narrow vertical channel
    Daniel, Erik
    Hollingsworth, D. Keith
    Witte, Larry C.
    HEAT TRANSFER ENGINEERING, 2007, 28 (10) : 885 - 894
  • [6] Experimental study on onset of nucleate boiling in narrow rectangular channel under static and heaving conditions
    Hong, Gang
    Yan, Xiao
    Yang, Yan-Hua
    Liu, Shan
    Huang, Yan-ping
    ANNALS OF NUCLEAR ENERGY, 2012, 39 (01) : 26 - 34
  • [7] Onset of Nucleate Boiling in narrow, rectangular channel for downward flow under low pressure
    Song, Jung Hyun
    Lee, Juhyung
    Chang, Soon Heung
    Jeong, Yong Hoon
    ANNALS OF NUCLEAR ENERGY, 2017, 109 : 498 - 506
  • [8] Onset of Nucleate Boiling Model for Rectangular Upward Narrow Channel: CFD Based Approach
    Rabhi, Achref
    Aslanidou, Ioanna
    Kyprianidis, Konstantinos
    Fdhila, Rebei Bel
    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2021, 165
  • [9] Transient flow boiling in a semi-annular duct: From the Onset of Nucleate Boiling to the Fully Developed Nucleate Boiling
    Scheiff, V
    Baudin, N.
    Ruyer, P.
    Sebilleau, J.
    Colin, C.
    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2019, 138 : 699 - 712
  • [10] Experimental study on the Onset of Nucleate Boiling in a narrow rectangular channel under transversely non-uniform and uniform heating
    Kim, Taewoo
    Al-Yahia, Omar S.
    Jo, Daeseong
    EXPERIMENTAL THERMAL AND FLUID SCIENCE, 2018, 99 : 158 - 168
12345