Open Access
Issue
EPJ Web Conf.
Volume 358, 2026
EFM25 – Energy & Fluid Mechanics 2025
Article Number 01020
Number of page(s) 6
DOI https://doi.org/10.1051/epjconf/202635801020
Published online 12 March 2026
  1. Y. Qiu, D. Garg, S.-M. Kim, S. Mudawar, C.R. Kharangate, Machine learning algorithms to predict flow boiling pressure drop in mini/micro-channels based on universal consolidated data, Int. J. Heat Mass Transf. 178, 121607 (2021). https://doi.org/10.1016/j.ijheatmasstransfer.2021.121607 [Google Scholar]
  2. H. Yang, J. Wang, J. Wen, H. Xie, Assessment of machine learning models and conventional correlations for predicting heat transfer coefficient of liquid hydrogen during flow boiling, Int. J. Hydrogen Energy 49(B), 753–770 (2024). https://doi.org/10.1016/j.ijhydene.2023.09.058 [Google Scholar]
  3. L. Breiman, Random Forests, Mach. Learn. 45(1), 5–32 (2001). https://doi.org/10.1023/A:1010933404324 [CrossRef] [Google Scholar]
  4. A.P. Engelbrecht, Fundamentals of Computational Swarm Intelligence, (John Wiley and Sons, New York, 2005). [Google Scholar]
  5. D. Jalili, S. Jang, M. Jadidi, G. Giustini, A. Keshmiri, Y. Mahmoudi, Physics informed neural networks for heat transfer prediction in two phase flows, Int. J. Heat Mass Transf. 221, 125089 (2024). https://doi.org/10.1016/j.ijheatmasstransfer.2023.125089 [Google Scholar]
  6. M. Kekez, Model-based imputation of sound level data at thoroughfare using computational intelligence, Open Eng. 11(1), 519–527 (2021). https://doi.org/10.1515/eng-2021-0051 [Google Scholar]
  7. M. Kekez, An approach to license plate recognition in real time using multi-stage computational intelligence classifier, Int. J. Electron. Telecommun. 69(2), 275–280 (2023). https://doi.org/10.24425/ijet.2023.144361 [Google Scholar]
  8. M. Piasecka, Heat transfer mechanism, pressure drop and flow patterns during FC-72 flow boiling in horizontal and vertical minichannels with enhanced walls, Int. J. Heat Mass Transf. 66, 472–488 (2013). https://doi.org/10.1016/j.ijheatmasstransfer.2013.07.046 [Google Scholar]
  9. B. Maciejewska, P. Łabędzki, A. Piasecki, M. Piasecka, Comparison of FEM calculated heat transfer coefficient in a minichannel using two approaches: Trefftz base functions and ADINA software, EPJ Web of Conf. 143, 02070 (2017). https://doi.org/10.1051/epjconf/201714302070 [CrossRef] [EDP Sciences] [Google Scholar]
  10. M. Piasecka, T. Musiał, A. Piasecki, Cooling liquid flow boiling heat transfer in an annular minigap with an enhanced wall, EPJ Web of Conf. 213, 02066 (2019). https://doi.org/10.1051/epjconf/201921302066 [CrossRef] [EDP Sciences] [Google Scholar]
  11. B. Maciejewska, M. Piasecka, A. Piasecki, The heat transfer and instabilities results during the onset of flow boiling in minichannels, E3S Web of Conf. 128, 01016 (2019). https://doi.org/10.1051/e3sconf/201912801016 [Google Scholar]
  12. M. Piasecka, S. Hożejowska, A. Pawińska, Trefftz functions methods in analysis of the effect of enhanced heated surface on FC-72 flow boiling in minichannels, Appl. Therm. Eng. 236(C), 121689 (2023). https://doi.org/10.1016/j.applthermaleng.2023.121689 [Google Scholar]
  13. Ł. Orman, N. Radek, S. Honus, J. Pietraszek, Comparative analysis of boiling heat transfer on surfaces modified with thermal and mechanical techniques, Prod. Eng. Arch. 31(3), 401–409 (2025). https://doi.org/10.30657/pea.2025.31.37 [Google Scholar]
  14. J.C. Chen, Correlation for boiling heat transfer to saturated fluids in convective flow, Ind. Eng. Chem. Process Des. Dev. 5(3), 322–329 (1966). [Google Scholar]
  15. S.G. Kandlikar, M.E. Steinke, Flow boiling heat transfer coefficient in minichannels correlation and trends, in Proceedings of 12th Int. Heat Transf. Conf., Grenoble, France, 1178 (2002). [Google Scholar]
  16. B. Agostini, A. Bontemps, Vertical flow boiling of refrigerant R134a in small channels, Int. J. Heat Fluid Flow 26, 296–306 (2005). https://doi.org/10.1016/j.ijheatfluidflow.2004.08.003 [Google Scholar]
  17. S.S. Bertsch, E.A. Groll, S.V. Garimella, Review and comparative analysis of studies on saturated flow boiling in small channels, Nanoscale Microscale Thermophys. Eng. 12, 187–227 (2008). https://doi.org/10.1080/15567260802317357 [CrossRef] [Google Scholar]
  18. P.A. Kew, K. Cornwell, Correlations for the prediction of boiling heat transfer in small diameter channels, Appl. Therm. Eng. 17, 705–715 (1997). https://doi.org/10.1016/S1359-4311(96)00071-3 [Google Scholar]
  19. K.E. Gungor, R.H.S. Winterton, Simplified general correlation for saturated flow boiling and comparisons with data, Chem. Eng. Res. Des. 65, 148–156 (1987). [Google Scholar]
  20. G.M. Lazarek, S.H. Black, Evaporative heat transfer, pressure drop and critical heat flux in a small vertical tube, Int. J. Heat Mass Transf. 25, 945–960 (1982). https://doi.org/10.1016/0017-9310(82)90070-9 [Google Scholar]
  21. Z. Liu, R.H.S. Winterton, A general correlation for saturated and subcooled flow boiling in tubes and annuli based on a nucleate pool boiling equation, Int. J. Heat Mass Transf. 34, 2759–2766 (1991). https://doi.org/10.1016/0017-9310(91)90234-6 [Google Scholar]
  22. M.M. Mahmoud, T.G. Karayiannis, Heat transfer correlation for flow boiling in small to micro tubes, Int. J. Heat Mass Transf. 66, 553–574 (2013). https://doi.org/10.1016/j.ijheatmasstransfer.2013.07.042 [Google Scholar]
  23. D. Mikielewicz, J. Mikielewicz, J. Tesmar, Improved semi-empirical method for determination of heat transfer coefficient in flow boiling in conventional and small diameter tubes, Int. J. Heat Mass Transf. 50(19–20), 3949–3956 (2007). https://doi.org/10.1016/j.ijheatmasstransfer.2007.01.024 [Google Scholar]
  24. M. Piasecka, Correlations for flow boiling heat transfer in minichannels with various orientations, Int. J. Heat Mass Transf. 81, 114–121 (2015). https://doi.org/10.1016/j.ijheatmasstransfer.2014.10.003 [Google Scholar]
  25. K. Strąk, M. Piasecka, The applicability of heat transfer correlations to flows in minichannels and new correlation for subcooled flow boiling, Int. J. Heat Mass Transf. 158, 119933 (2020). https://doi.org/10.1016/j.ijheatmasstransfer.2020.119933 [Google Scholar]
  26. M. M. Shah, Chart correlation for saturated boiling heat transfer equations and further study, ASHRAE Trans. 88, 185–196 (1982). [Google Scholar]
  27. L. Sun, K. Mishima, An evaluation of prediction methods for saturated flow boiling heat transfer in mini-channels, Int. J. Heat Mass Transf. 52, 5323–5329 (2009). https://doi.org/10.1016/j.ijheatmasstransfer.2009.06.041 [Google Scholar]
  28. T. Tran, M.W. Wambsganss, D.M. France, Small circular and rectangular channel boiling with two refrigerants, Int. J. Multiph. Flow 22, 485–498 (1996). https://doi.org/10.1016/0301-9322(96)00002-X [Google Scholar]
  29. G.R. Warrier, V.K. Dhir, L.A. Momoda, Heat transfer and pressure drop in narrow rectangular channels, Exp. Therm. Fluid Sci. 26, 53–64 (2002). https://doi.org/10.1016/S0894-1777(02)00107-3 [Google Scholar]

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