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Response surface method-based optimization of the shroud of an axial cooling fan for high performance and low noise

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Abstract

We optimized the shroud of an axial cooling fan in a mechanical room of a household refrigerator using the response surface method (RSM) based on numerical predictions in terms of high flow rate and low noise. Computational fluid dynamics (CFD) techniques and an acoustic analogy were used to predict the volume flow rate (VFR) and noise in the system. The numerical methods were validated by comparing their VFR and acoustic power level predictions with the measured data. Then, the RSM was used to optimize the design parameters of the shroud of an axial cooling fan. The numerical prediction using optimum design obtained for maximum VFR from the RSM showed that the VFR can be increased by 21.8% at the cost of an increase in the acoustic power level by 1 dB. The prediction for minimum noise reveals that the acoustic power level can be reduced by 3.55 dB at the same flow rate as the original model. The orifice length of the shroud and the serrated structure are found to contribute significantly to the flow rate and radiated noise, respectively. Physical reasons for these observations are given based on detailed investigations of the variations of flow fields due to the design parameters.

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References

  1. J. L. Rosa, A. Robin, M. B. Silva, C. A. Baldan and M. P. Peres, Electrodeposition of copper on titanium wires: Taguchi experimental design approach, Journal of Materials Processing Technology, 209 (2009) 1181–1188.

    Article  Google Scholar 

  2. L. Davis, Handbook of genetic algorithm, New York: Van Nostrand (1991).

    Google Scholar 

  3. D. C. Montgomery, Design and analysis of Experiments, 6th edition, New York: Wiley (2005).

    MATH  Google Scholar 

  4. S. Lee, S. Heo and C. Cheong, Prediction and reduction of internal blade-passing frequency noise of the centrifugal fan in a refrigerator, International Journal of Refrigeration, 33(6) (2010) 1129–1141.

    Article  Google Scholar 

  5. S. Heo, C. Cheong and T.-H. Kim, Development of lownoise centrifugal fans for a refrigerator using inclined S-shaped trailing edge, International Journal of Refrigeration, 34(8) (2011) 2076–2091.

    Article  Google Scholar 

  6. F. Guo, C. Cheong and T.-H. Kim, Development of lownoise Axial cooling fans in a household refrigerator, Journal of Mechanical Science and Technology, 25(12) (2011) 2995–3004.

    Article  Google Scholar 

  7. C. Sarraf, H. Nouri, F. Ravelet and F. Bakir, Experimental study of blade thickness effects on the overall and local performances of a Controlled Vortex Designed axial-flow fan, Experimental Thermal and Fluid Science, Arts et Metiers ParisTech, DynFluid, 151 Boulevard de l’Hôpital, 75013 Paris, France (2011).

  8. A. I. Khuri and J. A. Cornell, Response surfaces, 2nd edition, New York: Marcel Dekker (1996).

    MATH  Google Scholar 

  9. G. K Batchelor, An introduction to fluid dynamics, Cambridge Univ. Press, Cambridge, England (1967).

    MATH  Google Scholar 

  10. N. Curle, The influence of solid boundaries upon aerodynamic sound, Proceedings of the Royal Society of London. Series A, Mathematical and Physical Sciences, 231 (1955) 505–514.

    Article  MathSciNet  MATH  Google Scholar 

  11. D. A. Bies, Circular saw aerodynamic noise, Journal of Sound and Vibration, Department of Mechanical Engineering, University of Adelaide, South Australia 5001, Australia (1992).

    Google Scholar 

  12. D. J. Moreau, L. A. Brooks and C. J. Doolan, Flat plate self-noise reduction at low-to-moderate Reynolds number with trailing edge serrations, Proceedings of ACOUSTICS 2011, 2–4 November 2011, Gold Coast, Australia.

  13. R. H. Myers and D. C. Montgomery, Response surface methodology, John Wiley and Sons, New York (1995).

    MATH  Google Scholar 

  14. J. Sentek, Influence of geometrical parameters upon the sound power level of centrifugal fans, Journal of Sound and Vibration, University of Mining and Metallurgy, Cracow, Poland (1978).

    Google Scholar 

  15. G. Derringer and R. Suich, Simultaneous optimization of several response variables, Journal of Quality Technology, 12(4) (1980) 214–219.

    Google Scholar 

  16. M. S. Howe, Aerodynamic noise of a serrated trailing edge, Journal of Fluids and Structures, 5(1) (1991) 33–45.

    Article  Google Scholar 

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Correspondence to Cheolung Cheong.

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Recommended by Editor Yeon June Kang

Cheolung Cheong received his B.S. in Aerospace Engineering from Seoul National University in 1997. He received his M.S. and Ph.D degrees in Mechanical and Aerospace Engineering from Seoul National University, Korea, in 1999 and 2003. He is now an associate professor at the School of Mechanical Engineering, Pusan National University in Busan, Korea. Dr. Cheong’s current research interests include fan broadband noise, wind turbine noise, and computational aeroacoustics.

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Ren, G., Heo, S., Kim, TH. et al. Response surface method-based optimization of the shroud of an axial cooling fan for high performance and low noise. J Mech Sci Technol 27, 33–42 (2013). https://doi.org/10.1007/s12206-012-1220-y

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  • DOI: https://doi.org/10.1007/s12206-012-1220-y

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