Mathematical model for predicting the expansion rate of fire extinguishing foam produced in devices with meshes

Authors

  • Andrey N. Kamlyuk State Educational Establishment «University of Сivil Protection of the Ministry for Emergency Situations of the Republic of Belarus»; 220118, Belarus, Minsk, Mashinostroiteley str., 25 https://orcid.org/0000-0002-9347-0778
  • Aleksey O. Likhomanov State Educational Establishment «University of Сivil Protection of the Ministry for Emergency Situations of the Republic of Belarus»; 220118, Belarus, Minsk, Mashinostroiteley str., 25 https://orcid.org/0000-0002-9374-1486
  • Yuriy V. Garaev State Educational Establishment «University of Сivil Protection of the Ministry for Emergency Situations of the Republic of Belarus»; 220118, Belarus, Minsk, Mashinostroiteley str., 25 https://orcid.org/0000-0002-4980-2712
  • Dmitriy A. Vashkevich State Educational Establishment «University of Сivil Protection of the Ministry for Emergency Situations of the Republic of Belarus»; 220118, Belarus, Minsk, Mashinostroiteley str., 25 https://orcid.org/0009-0001-3403-4474

DOI:

https://doi.org/10.33408/2519-237X.2026.10-1.53

Keywords:

foam-generating device, mesh, foam expansion rate, mathematical model

Abstract

Purpose. Based on the results of experimental studies, a mathematical model is developed for predicting the foam multiplicity, taking into account the main parameters of the foam formation process on the grids of foam-generating devices.

Methods. The general methodology of the work included the theoretical (analysis, synthesis, comparison) and experimental research methods. The foam expansion rate was determined experimentally using the developed method. Processing of experimental data and creation of a mathematical model included the use of statistical regression analysis.

Findings. As a result of the research, experimental data were obtained on the dependence of the foam multiplicity on a number of parameters of the foaming process on the mesh of foam-generating devices (mesh cell size, distance from nozzle outlet to mesh, nozzle outlet diameter, foaming solution flow velocity and its properties). In particular, to take into account the size of the mesh cell, a generalized parameter Km was used, reflecting the proportion of the part filled with wire from the entire surface area of the mesh. The flow velocity of the foaming solution and its properties are taken into account using the capillarity number Ca. Based on the analysis and generalization of the obtained data, the mathematical model was developed for predicting the expansion rate of fire-extinguishing foam, reflecting the listed parameters of foam formation on the meshes. The predicted values according to the developed model coincide with the experimental values (analysis of residuals confirmed the adequacy of the model). The average error in calculating the foam expansion ratio is less than 10 %.

Application field of research. Design and operation of foam-generating devices with meshes. The proposed model allows for the selection of the required foam-generating device configuration taking into account the foam concentrate used and the foam solution flow conditions to produce the most effective fire extinguishing foam.

Author Biographies

Andrey N. Kamlyuk, State Educational Establishment «University of Сivil Protection of the Ministry for Emergency Situations of the Republic of Belarus»; 220118, Belarus, Minsk, Mashinostroiteley str., 25

Scientific Secretary; PhD in Physical and Mathematical Sciences, Associate Professor

Aleksey O. Likhomanov, State Educational Establishment «University of Сivil Protection of the Ministry for Emergency Situations of the Republic of Belarus»; 220118, Belarus, Minsk, Mashinostroiteley str., 25

Chair of Automatic System Security, Associate Professor; PhD in Technical Sciences, Associate Professor

Yuriy V. Garaev, State Educational Establishment «University of Сivil Protection of the Ministry for Emergency Situations of the Republic of Belarus»; 220118, Belarus, Minsk, Mashinostroiteley str., 25

Chair of Automatic System Security, Lecturer

Dmitriy A. Vashkevich, State Educational Establishment «University of Сivil Protection of the Ministry for Emergency Situations of the Republic of Belarus»; 220118, Belarus, Minsk, Mashinostroiteley str., 25

Operational and Analytical Department, Senior Inspector

References

Kamlyuk A.N., Likhomanov A.O., Grachulin A.V. Pennye orositeli dlya avtomaticheskikh ustanovok pozharotusheniya [Foam sprinklers for automatic fire extinguishing installations]: monograph. Minsk: University of Сivil Protection, 2023. 244 p. (rus). ISBN: 978-985-590-186-1.

Kamlyuk A.N., Grachulin A.V. Kompressionnaya pena dlya nuzhd pozharnykh podrazdeleniy [Compression foam for the needs of fire departments]: monograph. Minsk: University of Civil Protection, 2019. 224 p. (rus). ISBN: 978-985-590-050-5.

Kamlyuk A.N., Morozov A.A., Parmon V.V. Stvol pozharnyy ruchnoy universal'nyy kombinirovannyy s vozmozhnost'yu izmeneniya raskhoda ognetushashchego sredstva: ot modelirovaniya do ognevykh ispytaniy [A universal combined hand-held fire nozzle with the ability to change the flow rate of fire extinguishing agent: from modeling to fire testing]: monograph. Minsk: University of Civil Protection, 2024. 189 p. (rus). ISBN: 978-985-590-220-2.

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Kamluk A.N., Likhomanov A.O., Govor E.G., Grachulin A.V. Mathematical model of foam expansion rate generated in sprinklers. Magazine of Civil Engineering, 2024. Vol. 17, No. 7. Article 13102. 11 p. DOI: https://doi.org/10.34910/MCE.131.2.

Kamlyuk A.N., Likhomanov A.O., Govor E.G. Zavisimost' ob"emnoy ustoychivosti nizkokratnykh pen ot ikh kratnosti [Dependence of the volume stability of low-expansion foam on the expansion rate]. Proceedings of the National Academy of Sciences of Belarus. Physical-technical series, 2024. Vol. 69, No. 4. Pp. 194–205. (rus). DOI:10.29235/1561-8358-2024-69-3-194-205. EDN: https://elibrary.ru/SQVQWY.

Kamlyuk A.N. Kolichestvennoe opisanie mekhanizmov obrazovaniya vozdushno-mekhanicheskoy peny nizkoy kratnosti dlya nuzhd pozharotusheniya [Quantitative description of the mechanisms of formation of low multiplicity air-mechanical foam for firefighting needs]. Journal of Civil Protection, 2024. Vol. 8, No. 3. Pp. 276–288. (rus). DOI: https://doi.org/10.33408/2519-237X.2024.8-3.276. EDN: https://elibrary.ru/EJOWFD.

Yanovskiy T.A., Yanovskiy A.G. Mnogomernyy regressionnyy analiz i ego prilozheniya na osnove paketa STATISTICA [Multivariate regression analysis and its applications based on the STATISTICA package]: textbook. Volgograd: Volgograd State Technical University, 2015. 64 p. EDN: https://elibrary.ru/VHVBJF.

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Published

2026-02-25

How to Cite

Kamlyuk А. Н., Likhomanov А. О., Garaev Ю. В. and Vashkevich Д. А. (2026) “Mathematical model for predicting the expansion rate of fire extinguishing foam produced in devices with meshes”, Journal of Civil Protection, 10(1), pp. 53–64. doi: 10.33408/2519-237X.2026.10-1.53.

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