Journals / Sigma Mühendislik ve Fen Bilimleri Dergisi / 2020 / Cilt: 38 - Sayı: 2

CUT DIAMETER OF CYCLONE SEPARATORS: PART I. MULTIPLE NONLINEAR REGRESSION

Pages
613–622
Publication Date
2021-06-01
DOI
—
🏛️Bibliographic metadata and full text access for this article are provided via DergiPark.
DergiPark Record ↗
✨

AI Summary & Key Takeaways

AI Insight
⚡ TL;DR(Too Long; Didn't Read)

Performance tests indicated that both models can be used confidently to predict cut diameter in cyclone separators.

📌 3 Key Takeaways

🎯
Objective & Hypothesis:Pressure drop and particle collection efficiency are the two operating parameters for assessing the performance of cyclone separators.
📊
Key Findings & Data:Modified Lapple’s formula represents the cut diameters with R2 = 0.9969 and relative mean square error (RMSE) of 2.533*10-9.
💡
Conclusion & Impact:Performance tests indicated that both models can be used confidently to predict cut diameter in cyclone separators.
🔬Design:Modeling & Simulation
📍Scope:Comprehensive Sample
⚙️Variables:Cut diameter · cyclone separators · multiple nonlinear regression

Abstract

Pressure drop and particle collection efficiency are the two operating parameters for assessing the performance of cyclone separators. Although a great number of practical models exists for predicting the cyclone pressure drop in the design phase, models for estimating particle collection efficiency is very limited. In this study, an improved mathematical model for calculating cut diameter in cyclone separators, which is a measure of particle collection efficiency, was developed based on Lapple’s formula. Modified Lapple’s formula represents the cut diameters with R2 = 0.9969 and relative mean square error (RMSE) of 2.533*10-9. Also, a new empirical regression model was proposed (R2 = 0.9619). The average errors of both models were very close to zero. Performance tests indicated that both models can be used confidently to predict cut diameter in cyclone separators.

🔖

Cite This Article

DEMİR, S., KARADENİZ, A., ULUTAŞ, K. (2021). CUT DIAMETER OF CYCLONE SEPARATORS: PART I. MULTIPLE NONLINEAR REGRESSION. Sigma Mühendislik ve Fen Bilimleri Dergisi, Cilt: 38 - Sayı: 2, 613–622. https://ajindex.com/articles/418939

📄 Full Text PDF Viewer

📄

PDF görüntüleyici hazırlanıyor...

References (18)

  1. Demir S., “A Practical Model for Estimating Pressure Drop in Cyclone Separators: An Experimental Study”, Powder Technol, 268, 329-338, 2014
  2. Shepherd C.B., Lapple C.E., “Flow Pattern and Pressure Drop in Cyclone Dust Collectors”, Ind. Eng. Chem. Res., 31, 972-984, 1939
  3. Alexander R.M., “Fundamentals of Cyclone Design and Operation”, Proc. Australian Inst. Min. and Metall., 152, 203-228, 1949
  4. Stairmand C.J., “Pressure Drop in Cyclone Separators”,. Eng. Lond. 16B, 409-411, 1949
  5. First M.W., “Fundamental Factors in the Design of Cyclone Dust Collectors”, PhD Thesis, Harvard University, USA, 1950
  6. Barth W., “Design and Layout of the Cyclone Separator on the Basis of New Investigations”, Brennst.Warme-Kraft, 8, 1-9, 1956
  7. Casal J., Martinez-Benet J.M, “A Better Way to Calculate Cyclone Pressure Drop”, Chem. Eng. N.Y., 99, 100-111, 1983
  8. Chen J., Shi M, “A Universal Model to Calculate Cyclone Pressure Drop”, Powder Technol., 171, 184-191, 2007
  9. Theodore L., De Paola V., “Predicting cyclone efficiency”, JAPCA J. Air Waste Ma., 30, 1132-1133, 1980
  10. Elsayed K., Lacor C., “Optimization of Cyclone Separator Geometry for Minimum Pressure Drop Using Mathematical Models and CFD Simulations”, Chem. Eng. Sci. 65, 6048-6058, 2010
  11. Elsayed K., Lacor C. “Numerical Modeling of the Flow Field and Performance in Cyclones of Different Cone-tip Diameters”, Comput. Fluids, 51, 48-59, 2011
  12. Elsayed K., Lacor C., “The Effect of Cyclone Inlet Dimensions on the Flow Pattern and Performance”, Appl. Math. Model., 35, 1952-1968, 2011
  13. Elsayed K., Lacor C., “The Effect of Dust Outlet Geometry on the Performance and Hydrodynamics of Gas Cyclones”, Comput. Fluids, 68, 134-147, 2012
  14. Ci H., Sun G., “Effects of Wall Roughness on the Flow Field and Vortex Length of Cyclone”, Procedia Eng., 102 6919-6928, 2015
  15. Azadi M., Mohebbi A., “A CFD study of the effect of cyclone size on its performance parameters”, J Hazard. Mater., 182, 835-841, 2010
  16. Brar L.S., Sharma R.P., Elsayed K., “The Effect of the Cyclone Length on the Performance of Stairmand High-Efficiency Cyclone”, Powder Technol. 286, 668-677, 2015
  17. Brar L.S., Sharma R.P., Dwivedi R., “Effect of Vortex Finder Diameter on Flow Field and Collection Efficiency of Cyclone Separators”, Part. Sci. Technol., 33, 34-40, 2015
  18. Demir S., Karadeniz A., Aksel M., “Effects of Cylindrical and Conical Heights on Pressure and Velocity Fields in Cyclones”, Powder Technol.295