Construction of a regression model for assessing the efficiency of separation of lightweight seeds on vibratory machines involving measures to reduce the harmful influence of the aerodynamic factor
DOI:
https://doi.org/10.15587/1729-4061.2022.253657Keywords:
aerodynamic factor, aerodynamic screen, vibratory machine, vibration motion, multiple linear regressionAbstract
When separating (cleaning) lightweight seed mixtures with the help of vibratory machines, there is an issue related to the harmful effect of air movement in the gaps between parallel working surfaces of vibratory machine units. This factor is particularly harmful to seed material, which is sensitive to air movement (some medicinal and vegetable crops). To address this issue, the design of vibratory machines is changed while their operational regimes are configured accordingly. This requires many full-scale experiments and (or) time-consuming personal computer-based simulation of the working processes of the vibrational motion of such seed mixtures.
This paper proposes several regression models that make it possible to replace time-consuming numerical modeling with simple analytical expressions (regression equations). These equations are used for a quantitative assessment of the degree of influence of aerodynamics on the kinematic parameters of the vibrational motion of particles of seed mixtures. The assessment is derived depending on the geometric characteristics of the aerodynamic screen, the design of the unit, and the amplitude of oscillations of the working surfaces of a vibratory machine. The models take the form of equations of multiple linear regression of the second order, obtained on the basis of a series of numerical experiments. The processes of vibration movement of the seed material of parsnips, lettuce, and fragrant dill were investigated. The coefficient of determination equaled 0.956...0.967.
The results reported here are useful for the construction of algorithms to optimize the design and adjust the operating modes of vibratory separators according to the criterion of minimizing the harmful effects of the aerodynamic factor
References
- Zaika, P. M., Il'in, V. Ya. (1978). Opredelenie statsionarnoy sostavlyayuschey skorosti vozdushnogo potoka mezhdu rabochimi poverkhnostyami mnogodekovogo vibroseparatora. V kn.: Primenenie noveyshikh matematicheskikh metodov i vychislitel'noy tekhniki v reshenii inzhenernykh zadach. Sb. n. tr. MIISP, XV (10), 54–58.
- El-Gamal, R. A., Radwan, S. M. A., ElAmir, M. S., El-Masry, G. M. A. (2011). Aerodynamic properties of some oilseeds crops under different moisture conditions. Journal of Soil Sciences and Agricultural Engineering, 2 (5), 495–507. doi: https://doi.org/10.21608/jssae.2011.55480
- Chen, B., Wang, B., Mao, F., Ke, B., Wen, J., Tian, R., Lu, C. (2020). Review on separation mechanism of corrugated plate separator. Annals of Nuclear Energy, 144, 107548. doi: https://doi.org/10.1016/j.anucene.2020.107548
- Ghiasi, P., Masoumi, A., Hemmat, A., Najafi, Gh. (2020). ANN-based Modeling of Sunflower Threshing Process and Defining the Optimal Operation Point for Separation Efficiency. Journal of Agricultural Machinery, 10 (1), 73–82. Available at: https://www.sid.ir/en/journal/ViewPaper.aspx?id=803384
- Zhang, N., Fu, J., Chen, Z., Chen, X., Ren, L. (2021). Optimization of the Process Parameters of an Air-Screen Cleaning System for Frozen Corn Based on the Response Surface Method. Agriculture, 11 (8), 794. doi: https://doi.org/10.3390/agriculture11080794
- Allen, T. T. (2010). Introduction to Engineering Statistics and Lean Sigma. Statistical Quality Control and Design of Experiments and Systems. Springer, 572. doi: https://doi.org/10.1007/978-1-84996-000-7
- Golovanevskiy, V. A., Arsentyev, V. A., Blekhman, I. I., Vasilkov, V. B., Azbel, Y. I., Yakimova, K. S. (2011). Vibration-induced phenomena in bulk granular materials. International Journal of Mineral Processing, 100 (3-4), 79–85. doi: https://doi.org/10.1016/j.minpro.2011.05.001
- Bourges, G., Medina, M. (2013). Air-seeds flow analysis in a distributor head of an “air drill” seeder. Acta Horticulturae, 1008, 259–264. doi: https://doi.org/10.17660/actahortic.2013.1008.34
- Aliiev, E., Gavrilchenko, A., Tesliuk, H., Tolstenko, A., Koshul’ko, V. (2019). Improvement of the sunflower seed separation process efficiency on the vibrating surface. Acta Periodica Technologica, 50, 12–22. doi: https://doi.org/10.2298/apt1950012a
- Luk’janenko, V., Nikiforov, А. (2017). Statement of the problem calculation of the velocity field of the air environment between two equidistant planes committed by simultaneous harmonic. Scientific journal «Engineering of nature management», 2 (8), 33–37. Available at: http://enm.khntusg.com.ua/index.php/enm/article/view/53
- Antoshchenkov, R., Nikiforov, А., Galych, I., Tolstolutskyi, V., Antoshchenkova, V., Diundik, S. (2020). Solution of the system of gas-dynamic equations for the processes of interaction of vibrators with the air. Eastern-European Journal of Enterprise Technologies, 2 (7 (104)), 67–73. doi: https://doi.org/10.15587/1729-4061.2020.198501
- Acevedo, M. F. (2013). Data Analysis and Statistics for Geography, Environmental Science, and Engineering. CRC Press, 557. doi: https://doi.org/10.1201/b13675
- Nikiforov, А., Nykyforova, А., Antoshchenkov, R., Antoshchenkova, V., Diundik, S., Mazanov, V. (2021). Development of a mathematical model of vibratory non-lift movement of light seeds taking into account the aerodynamic forces and moments. Eastern-European Journal of Enterprise Technologies, 3 (1 (111)), 70–78. doi: https://doi.org/10.15587/1729-4061.2021.232508
- Lukynenko, V., Nikiforov, A., Galych, I. (2015). The method of calculating the aerodynamic characteristics of three-dimensional figures of irregular shape. Visnyk Kharkivskoho natsionalnoho tekhnichnoho universytetu silskoho hospodarstva imeni Petra Vasylenka, 156, 459–464.
- Metcalfe, A., Green, D., Greenfield, T., Mansor, M., Smith, A., Tuke, J. (2019). Statistics in Engineering: With Examples in MATLAB and R. Chapman and Hall/CRC, 810. doi: https://doi.org/10.1201/9781315117232
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Copyright (c) 2022 Аnton Nykyforov, Roman Antoshchenkov, Ivan Halych, Viсtor Kis, Pavlo Polyansky, Vitalii Koshulko, Dmytro Tymchak, Alla Dombrovska, Inna Kilimnik
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