Application of soybean oil and glycerol in animal feed production, ANN model
Authors
Dragojlović, DankaPezo, Lato
Čolović, Dušica
Vidosavljević, Strahinja
Pezo, Milada L.
Čolović, Radmilo
Kokić, Bojana
Đuragić, Olivera
Article (Published version)
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In the past few decades the diet preparation in feed production has evolved towards more complicated technological operations, which include different liquid addition. A wide scale of different liquids is used in contemporary animal feed production, from oils and glycerol to more expensive products in a liquid form, such as enzymes, flavourings, amino acids, vitamins and others. In the presented study the liquid addition in feed production was observed, with a specific goal to investigate the spraying systems in order to better understand the effects of fluids, such as soybean oil and glycerol, on feed production. The dispersion angles of spraying nozzle for glycerol and soybean oil were determined as an indicator of the uniform application of liquids during feed production. Dispersion of the material was accomplished using the two-fluid nozzle. The performance of Artificial Neural Network (ANN) was compared with experimental data in order to develop rapid and accurate method for predi...ction of dispersion angle. The ANN model showed high prediction accuracy (r2 = 0.945).
Keywords:
ANN / Dispersion / Liquid addition / Nozzle / Spray patternSource:
Acta Periodica Technologica, 2019, 50, 51-58Funding / projects:
- Investigation of contemporary biotechnological processes in animal feed production aimed at increasing food competitiveness, quality and safety (RS-MESTD-Integrated and Interdisciplinary Research (IIR or III)-46012)
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VinčaTY - JOUR AU - Dragojlović, Danka AU - Pezo, Lato AU - Čolović, Dušica AU - Vidosavljević, Strahinja AU - Pezo, Milada L. AU - Čolović, Radmilo AU - Kokić, Bojana AU - Đuragić, Olivera PY - 2019 UR - https://vinar.vin.bg.ac.rs/handle/123456789/8821 AB - In the past few decades the diet preparation in feed production has evolved towards more complicated technological operations, which include different liquid addition. A wide scale of different liquids is used in contemporary animal feed production, from oils and glycerol to more expensive products in a liquid form, such as enzymes, flavourings, amino acids, vitamins and others. In the presented study the liquid addition in feed production was observed, with a specific goal to investigate the spraying systems in order to better understand the effects of fluids, such as soybean oil and glycerol, on feed production. The dispersion angles of spraying nozzle for glycerol and soybean oil were determined as an indicator of the uniform application of liquids during feed production. Dispersion of the material was accomplished using the two-fluid nozzle. The performance of Artificial Neural Network (ANN) was compared with experimental data in order to develop rapid and accurate method for prediction of dispersion angle. The ANN model showed high prediction accuracy (r2 = 0.945). T2 - Acta Periodica Technologica T1 - Application of soybean oil and glycerol in animal feed production, ANN model IS - 50 SP - 51 EP - 58 DO - 10.2298/APT1950051D ER -
@article{ author = "Dragojlović, Danka and Pezo, Lato and Čolović, Dušica and Vidosavljević, Strahinja and Pezo, Milada L. and Čolović, Radmilo and Kokić, Bojana and Đuragić, Olivera", year = "2019", abstract = "In the past few decades the diet preparation in feed production has evolved towards more complicated technological operations, which include different liquid addition. A wide scale of different liquids is used in contemporary animal feed production, from oils and glycerol to more expensive products in a liquid form, such as enzymes, flavourings, amino acids, vitamins and others. In the presented study the liquid addition in feed production was observed, with a specific goal to investigate the spraying systems in order to better understand the effects of fluids, such as soybean oil and glycerol, on feed production. The dispersion angles of spraying nozzle for glycerol and soybean oil were determined as an indicator of the uniform application of liquids during feed production. Dispersion of the material was accomplished using the two-fluid nozzle. The performance of Artificial Neural Network (ANN) was compared with experimental data in order to develop rapid and accurate method for prediction of dispersion angle. The ANN model showed high prediction accuracy (r2 = 0.945).", journal = "Acta Periodica Technologica", title = "Application of soybean oil and glycerol in animal feed production, ANN model", number = "50", pages = "51-58", doi = "10.2298/APT1950051D" }
Dragojlović, D., Pezo, L., Čolović, D., Vidosavljević, S., Pezo, M. L., Čolović, R., Kokić, B.,& Đuragić, O.. (2019). Application of soybean oil and glycerol in animal feed production, ANN model. in Acta Periodica Technologica(50), 51-58. https://doi.org/10.2298/APT1950051D
Dragojlović D, Pezo L, Čolović D, Vidosavljević S, Pezo ML, Čolović R, Kokić B, Đuragić O. Application of soybean oil and glycerol in animal feed production, ANN model. in Acta Periodica Technologica. 2019;(50):51-58. doi:10.2298/APT1950051D .
Dragojlović, Danka, Pezo, Lato, Čolović, Dušica, Vidosavljević, Strahinja, Pezo, Milada L., Čolović, Radmilo, Kokić, Bojana, Đuragić, Olivera, "Application of soybean oil and glycerol in animal feed production, ANN model" in Acta Periodica Technologica, no. 50 (2019):51-58, https://doi.org/10.2298/APT1950051D . .