Application of multi-agent programming for modeling the viscosity state of mash in alcohol production
Larysa Gumeniuk
lorapost@gmail.comLutsk National Technical University (Ukraine)
https://orcid.org/0000-0002-7678-7060
Ludmyla Markina
Lutsk National Technical University (Ukraine)
https://orcid.org/0000-0003-0735-0743
Viktor Satsyk
Lutsk National Technical University (Ukraine)
Pavlo Humeniuk
Lutsk National Technical University (Ukraine)
Anton Lashch
Lutsk National Technical University (Ukraine)
Abstract
In alcohol production from starch-containing raw materials, it is essential to know the viscosity of the resulting solution. The main drawback of control systems in the solution preparation process is the lack of viscosity monitoring. This prevents the use of processing modes that would ensure efficient execution of the subsequent thermoenzymatic treatment of the solution. This work is dedicated to examining the qualitative impact of the timing of enzyme addition on the change in solution viscosity, aiming to improve the quality of the process control during its preparation. The study was conducted in the free multi-agent programming environment NetLogo, which is used for modeling complex systems evolving over time.
Keywords:
optimization models, NetLogo, dynamic viscosity, alcohol productionReferences
[1] Casey G. P., Ingledew W. M.: Ethanol tolerance in yeasts. Crit. Rev. in Microbiology 13(3), 1986, 219–280 [https://doi.org/10.3109/10408418609108739].
Google Scholar
[2] Drevetskiy V. V., Vorobyuk S. P., Kutya V. M.: Control of values of solid residue using viscosity of the grainflour mixture. Bulletin of the Engineering Academy of Ukraine 1, 2012, 180–182.
Google Scholar
[3] Folly R. et al.: control of feed load changes in alcohol fermentation. Brazilian Journal of Chemical Engineering 14(4), 1997 [https://doi.org/10.1590/S0104-66321997000400012].
Google Scholar
[4] Galbe M. Zacchi G.: Simulation of ethanol production processes based on enzymatic hydrolysis of woody biomass. Comput. Chem. Eng, 1994 [https://doi.org/10.1016/0098-1354(94)80112-6].
Google Scholar
[5] Jarovenko V. L.: Guide to the production of alcohol. Raw materials, technology, and chemical control. Light and Agro-Food Industry, 1981.
Google Scholar
[6] Lee J., Singh V., Eckhoff S. R.: Effects of Processing Conditions on the Viscosity of Corn Mash During Ethanol Production. Transactions of the ASABE 58(5), 2015, 1387–1393.
Google Scholar
[7] Lotysh V., Gumeniuk L., Humeniuk P.: Comparison of the effectiveness of time series analysis methods: SMA, WMA, EMA, EWMA, and Kalman filter for data analysis. Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska 13(3), 2023, 71–74 [https://doi.org/10.35784/iapgos.3652].
Google Scholar
[8] Marinchenko V. et al.: Technology of alcohol. Vinnytsia, 2003.
Google Scholar
[9] Markina L. et al.: Optimization of Ethanol Production Using State-Space Modeling and Optimal Control Technology. 13th International Conference on Dependable Systems, Services and Technologies (DESSERT’2023), Greece, 2023, 1–7 [https://doi.org/10.1109/DESSERT61349.2023.10416529].
Google Scholar
[10] Melnik Y. R. et al.: Thinning of rye batter using the enzyme preparation shearzyme 500L. Chemistry, Technology and Application of Substances 7(1), 2024, 171–176 [https://doi.org/10.23939/ctas2024.01.171].
Google Scholar
[11] Palchevsky B., Markina L.: Intelligent control system for the process of preparation of the batch and its water-heat treatment in the production of alcohol. Scientific Notes 75/2023, 22–26 [https://doi.org/10.36910/775.24153966.2023.75.3].
Google Scholar
[12] Palchevsky B., Markina L.: Optimization of the process of controlling the preparation of the batch in alcohol production. Perspective Technologies And Devices 20, 2022, 82–87 [https://doi.org/10.36910/6775-2313-5352-2022-20-13].
Google Scholar
[13] Peng Z., Jin Y., Du J.: Enzymatic Properties of endo-1,4-β-xylanase from Wheat Malt. Protein and peptide letters 26(5), 2019, 332–333 [https://doi.org/10.2174/0929866526666190228144851].
Google Scholar
[14] Rivera E. et al.: Kinetic modeling and parameter estimation in a tower bioreactor for bioethanol production. Applied Biochemistry and Biotechnology 148, 2008, 163–173.
Google Scholar
[15] Vorobyuk S., Drevetskyi V.: Process automation of continuous quality control of mixture preparation at the distillery. Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska 4(4), 2014, 59–61 [https://doi.org/10.5604/20830157.1130194].
Google Scholar
[16] http://ccl.northwestern.edu/netlogo (available: 15.05.2024).
Google Scholar
[17] https://drive.google.com/file/d/1M-tZZCoC3jZ8Ekfdvq7eldgwzockICfH/ view?%20pli=1 (available: 25.05.2024).
Google Scholar
Authors
Larysa Gumeniuklorapost@gmail.com
Lutsk National Technical University Ukraine
https://orcid.org/0000-0002-7678-7060
Lutsk National Technical University,
Ph.D.Eng. Associate Professor, Department of Automation and Computer – Integrated Technologies.
Research interests: Modeling of reliability and safety of the automated control systems.
Authors
Ludmyla MarkinaLutsk National Technical University Ukraine
https://orcid.org/0000-0003-0735-0743
Authors
Viktor SatsykLutsk National Technical University Ukraine
Authors
Pavlo HumeniukLutsk National Technical University Ukraine
Authors
Anton LashchLutsk National Technical University Ukraine
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