• NUCLEAR TECHNIQUES
  • Vol. 47, Issue 8, 080502 (2024)
Yuhao ZHOU1,3, Wangtao XU1,3, Li LIU1,3, Longxiang ZHU1,2,3,*..., Luteng ZHANG1,3 and Liangming PAN1,3|Show fewer author(s)
Author Affiliations
  • 1Key Laboratory of Low-grade Energy Utilization Technologies and Systems, Ministry of Education, Chongqing University, Chongqing 400044, China
  • 2Postdoctoral Station of Power Engineering and Engineering Thermophysics at Chongqing University, Chongqing 400044, China
  • 3Department of Nuclear Engineering and Technology, Chongqing University, Chongqing 400044, China
  • show less
    DOI: 10.11889/j.0253-3219.2024.hjs.47.080502 Cite this Article
    Yuhao ZHOU, Wangtao XU, Li LIU, Longxiang ZHU, Luteng ZHANG, Liangming PAN. Prediction of interfacial area concentration based on interpretable neural network[J]. NUCLEAR TECHNIQUES, 2024, 47(8): 080502 Copy Citation Text show less
    References

    [1] Shen X, Hibiki T. Interfacial area concentration in gas–liquid bubbly to churn flow regimes in large diameter pipes[J]. International Journal of Heat and Fluid Flow, 54, 107-118(2015).

    [2] Ishii M, Hibiki T[M]. Thermo-fluid dynamics of two-phase flow(2011).

    [3] Ishii M, Kim S, Uhle J. Interfacial area transport equation: model development and benchmark experiments[J]. International Journal of Heat and Mass Transfer, 45, 3111-3123(2002).

    [4] Sun X D, Smith T R, Kim S et al. Interfacial area of bubbly flow in a relatively large diameter pipe[J]. Experimental Thermal and Fluid Science, 27, 97-109(2002).

    [5] Worosz T, Kim S, Hoxie C. Experiments in cap-bubbly two-phase flows for two-group IATE development[J]. Nuclear Technology, 190, 264-273(2015).

    [6] Vasavada S, Sun X, Ishii M et al. Benchmarking of the one-dimensional one-group interfacial area transport equation for reduced-gravity bubbly flows[J]. International Journal of Multiphase Flow, 35, 323-334(2009).

    [7] Huang Y P, Shan J Q, Chen B D. Application of artificial neural networks in analysis of CHF experimental data in round tubes[J/OL]. Researchgate, 15(2004). https://www.researchgate.net/publication/237570255

    [8] Zhao X G, Shirvan K, Salko R K et al. On the prediction of critical heat flux using a physics-informed machine learning-aided framework[J]. Applied Thermal Engineering, 164, 114540(2020).

    [9] Bishop C[M]. Neural networks for pattern recognition(1995).

    [10] Fausett L[M]. Fundamentals of neural networks(1994).

    [11] Nasseh S, Mohebbi A, Jeirani Z et al. Predicting pressure drop in venturi scrubbers with artificial neural networks[J]. Journal of Hazardous Materials, 143, 144-149(2007).

    [12] Principe J, Euliano N, Lefebvre W. Neural and adaptive systemfundamentals through simulations[M]. IEEE Transactions on Neural Networks(2000).

         Shen X Z, Hibiki T, Nakamura H. Developing structure of two-phase flow in a large diameter pipe at low liquid flow rate[J]. International Journal of Heat and Fluid Flow, 34, 70-84(2012).

    [13] LIU Jingyu. Research on interfacial transport of gas-liquid two phase flow[D](2013).

    [14] Shen X, Hibiki T, Nakamura H. Developing structure of two-phase flow in a large diameter pipe at low liquid flow rate[J]. International Journal of Heat and Fluid Flow, 34, 70-84(2012).

    [15] Dang Z R, Wang G Y, Ju P et al. Experimental study of interfacial characteristics of vertical upward air-water two-phase flow in 25.4 mm ID round pipe[J]. International Journal of Heat and Mass Transfer, 108, 1825-1838(2017).

    [16] Schlegel J P, Miwa S, Chen S et al. Experimental study of two-phase flow structure in large diameter pipes[J]. Experimental Thermal and Fluid Science, 41, 12-22(2012).

    [17] Wang G Y, Dang Z R, Ju P et al. Experimental study on interfacial structure and interfacial area transport in downward two-phase flow[J]. International Journal of Heat and Mass Transfer, 106, 1303-1317(2017).

    [18] Wang G Y, Zhang M H, Ishii M. Flow structure of bubbly to slug transition flow in a small pipe[J]. International Journal of Heat and Mass Transfer, 147, 118943(2020).

    [19] Qiao S X, Mena D, Kim S. Inlet effects on vertical-downward air-water two-phase flow[J]. Nuclear Engineering and Design, 312, 375-388(2017).

    [20] Smith T R, Schlegel J P, Hibiki T et al. Mechanistic modeling of interfacial area transport in large diameter pipes[J]. International Journal of Multiphase Flow, 47, 1-16(2012).

    [21] Smith T R, Schlegel J P, Hibiki T et al. Two-phase flow structure in large diameter pipes[J]. International Journal of Heat and Fluid Flow, 33, 156-167(2012).

    [22] Hibiki T, Ishii M. Interfacial area concentration in steady fully-developed bubbly flow[J]. International Journal of Heat and Mass Transfer, 44, 3443-3461(2001).

    [23] Hibiki T, Ishii M. One-group interfacial area transport of bubbly flows in vertical round tubes[J]. International Journal of Heat and Mass Transfer, 43, 2711-2726(2000).

    [24] Milliest M, Drew D A, Lahey R T. A first order relaxation model for the prediction of the local interfacial area density in two-phase flows[J]. International Journal of Multiphase Flow, 22, 1073-1104(1996).

    [25] Kocamustafaogullari G, Huang W D, Razi J. Measurement and modeling of average void fraction, bubble size and interfacial area[J]. Nuclear Engineering and Design, 148, 437-453(1994).

    [26] Tabei K, Hasatani M, Kuroda M. Elective gas±liquid interfacial area in a mobile-bed contactor[J]. International Chemical Engineering, 29, 679-688(1989).

    [27] Calderbank P H. Gas absorption from bubbles[J]. Chemical Engineering, 43, CE209-CE233(1967).

    [28] Serizawa A, Kataoka I. Phase distribution in two-phase flow[M], 179-224(1988).

    [29] Viswanathan K, Cheremisino N P. Flow patterns in the bubble[M]. Encyclopedia of Fluid Mechanics, 1180-1215(1985).

    [30] Akita K, Yoshida F. Bubble size, interfacial area, and liquid-phase mass transfer coefficient in bubble columns[J]. Industrial & Engineering Chemistry Process Design and Development, 13, 84-91(1974).

    [31] NIU Haining, PAN Liwei, WANG Shudong. Flow pattern and gas-liquid interfacial area in a microchannel contactor[J]. Modern Chemical Industry, 29, 60-64(2009).

    [32] JI Nan, YI Jinhao, ZHAO Pengcheng et al. Research on adaptive RBF neural network prediction method for core thermal-hydraulic parameters of fast reactor[J]. Nuclear Techniques, 45, 090601(2022).

    Yuhao ZHOU, Wangtao XU, Li LIU, Longxiang ZHU, Luteng ZHANG, Liangming PAN. Prediction of interfacial area concentration based on interpretable neural network[J]. NUCLEAR TECHNIQUES, 2024, 47(8): 080502
    Download Citation