DOI 10.17586/0021-3454-2021-64-1-47-55
UDC 667.6
MODULE FOR A COMPREHENSIVE ASSESSMENT OF THE DRYING PROCESS OF THE GALVANIZED STRIP POLYMER COATING
Cherepovets State University, Department of Mathematical and Computer Software;
I. A. Varfolomeev
Cherepovets State University, Department of Mathematical and Computer Software; Associate Professor
E. V. Ershov
Cherepovets State University, Department of Computer Software; Associate Professor
Read the full article
Abstract. A software module is proposed for estimating the drying process of the polymer coating of a galvanized strip, characterized by a comprehensive assessment of the basic parameters of the process: temperature condition, solvent vapor concentration, color deviation in the polymer coating. To evaluate these parameters, physical models are constructed accounting for the features of the technological equipment used — a model of heat exchange processes occurring inside the drying furnace, a model of solvent evaporation from the strip surface during the drying of the polymer coating; a model for predicting the color deviation of the polymer coating using machine learning tools, including the "random forest" algorithm. The evaluation of each of the cardinal parameters is represented by a separate block, the totality of which forms the evaluation module. The software implementation of the module is performed, and experimental results are presented.
Keywords: polymer coated rolling, polymer coating drying, software module, evaluation module, integrated assessment, forecasting, machine learning, random forest, parametric identification, decision support system
References:
References:
- Ignatenko T. Metallosnabzheniye i sbyt, 2015, no. 04, pp. 36–45. (in Russ.)
- Rumyantsev M.I., Danilova D.S., Denisov S.V., Kuz'min A.L., Stekanov P.A. Aktual'nyye problemy sovremennoy nauki, tekhniki i obrazovaniya, 2011, no. 1, pp. 238–241. (in Russ.)
- Rumyantsev M.I., Chevardin Yu.A., Shubin I.G., Pichugin N.A., Filippova E.A. Proizvodstvo prokata, 2010, no. 10, pp.. 24–30. (in Russ.)
- Rumyantsev M.I., Kornilov V.L., Nosenko O.Yu. Materialy 66-y nauchno-tekhnicheskoy konferentsii sbornik dokladov (Materials of the 66th Scientific and Technical Conference Collection of Reports), Magnitogorsk, 2008, рр. 53–55. (in Russ.)
- Pilyugina N.I., Mikhaylovna T.S., Mozgovaya L.V. Vestnik of Nosov Magnitogorsk State Technical University, 2007, no. 3, pp. 73–75. (in Russ.)
- Masyutina E. U., Lovtsova E. M. Truboprovodnyy transport: teoriya i praktika, 2015, no. 6, pp. 8–11. (in Russ.)
- Castela A.S., Simões A.M. Progress in Organic Coatings, 2003, vol. 46, рр. 55–61.
- Bryant G.F., Butterfield M.H. Proceedings of the Institution of Electrical Engineers, 1964, vol. 111, рр. 393–405.
- González-Marcos A., Alba-Elías F., Castejón Limas M., Ordieres J. International Journal of Data Mining Modelling and Management, 2011, vol. 3, рр. 389–405.
- Boqiang L., Zhili D. Energy Policy, 2017, vol. 104, рр. 285–294.
- Varfolomeev I.A. Metod i algoritmy neyro-nechetkogo upravleniya mnogosvyaznymi teplovymi ob"yektami agregata polimernykh pokrytiy metalla (Method and Algorithms for Neuro-Fuzzy Control of Multiply Connected Thermal Objects of the Aggregate of Polymer Coatings of Metal), Candidate’s thesis, Cherepovets, 2013, 164 р. (in Russ.)
- Logachev M.V., Ivanitskiy N.I., Davidovich L.M. Raschety nagrevatel'nykh ustroystv. Chast' 2. Raschety elektricheskikh pechey i ustanovok (Calculations of Heating Devices. Part 2. Calculations of Electric Furnaces and Installations), Minsk, 2010. (in Russ.)
- Kalazhokov Z.Kh., Kalazhokov Kh.Kh., Ponomarenko N.S., Taova T.M. Methodical developments (Metodicheskiye Razrabotki), Nalchik, 2004, 37 р. (in Russ.)
- Kartiev S.B., Kureichik V.M. Software & Systems, 2016, no. 2, pp. 11–15. (in Russ.)
- Ivanova E.I. Software & Systems, 2015, no. 4, pp. 231–236. (in Russ.)
- Chistyakov S.P. Transactions of the Karelian Research Centre of the Russian Academy of Sciences, 2013, no. 2, pp. 117–136. (in Russ.)
- Oskolkov V.M., Varfolomeev I.A., Vinogradova L.N., Ershov E.V. Software & Systems, 2017, no. 1, pp. 143–147. (in Russ.)