Assessments of experimental designs in response surface modelling process: Estimating ventilation rate in naturally ventilated livestock buildings

Energy and Buildings

Volumn 62, Issue , 2013, Pages 570-580

  Shen, Xiong ^a,b   Zhang, Guoqiang ^b   Bjerg, Bjarne ^c  

^a TIANJIN UNIVERSITY   (China)

^b AARHUS UNIVERSITY   (Denmark)

^c UNIVERSITY OF COPENHAGEN   (Denmark)

Author keywords

CFD; Design of experiment; FDS; Response surface methodology; SPV

Indexed keywords

BOXBEHNKEN DESIGN (BBD); FDS; FRACTION OF DESIGN SPACES; RESPONSE SURFACE METHODOLOGY; RESPONSE SURFACE MODELLING; SPACE FILLING DESIGNS; SPV; STATISTICAL MODELLING;

AGRICULTURE; COMPUTATIONAL FLUID DYNAMICS; DESIGN OF EXPERIMENTS; SURFACE PROPERTIES; VENTILATION;

STRUCTURAL DESIGN;

EID: 84876489627     PISSN: 03787788     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enbuild.2013.03.038     Document Type: Article

References (40)

1. F.D. Molina-Aiz, D.L. Valera, and A.J. Álvarez Measurement and simulation of climate inside Almería-type greenhouses using computational fluid dynamics Agricultural and Forest Meteorology 125 1-2 2004 33 51 (Pubitemid 39081848)
2. G. Zhang, B. Bjarne, S.S. Jan, and K. Peter Reducing odor emission from pig production buildings by ventilation control Livestock Environment VIII 31 August-4 September, Iguassu Falls, Brazil 2008
3. K. Naghman, S. Yuehong, and S.B. Riffat A review on wind driven ventilation techniques Energy & Buildings 40 8 2008 1586 1604 (Pubitemid 351625819)
4. B.L. Brockett, and L.D. Albright Natural ventilation in single airspace buildings Journal of Agricultural Engineering Research 37 2 1987 141 154 (Pubitemid 215325)
5. H.G.J. Snell, F. Seipelt, and H.F.A.V.d. Weghe Ventilation Rates and gaseous emissions from naturally ventilated dairy houses Biosystems Engineering 86 1 2003 67 73 (Pubitemid 37065096)
6. X. Shen, G. Zhang, and B. Bjerg Investigation of response surface methodology for modelling ventilation rate of a naturally ventilated building Building and Environment 54 0 2012 174 185
7. T.G.M. Demmers, V.R. Phillips, L.S. Short, L.R. Burgess, R.P. Hoxey, and C.M. Wathes Validation of ventilation rate measurement methods and the ammonia emission from naturally ventilated dairy and beef buildings in the United Kingdom Journal of Agricultural Engineering Research 79 1 2001 107 116 (Pubitemid 33715456)
8. H. Wang, and Q. Chen A new empirical model for predicting single-sided, wind-driven natural ventilation in buildings Energy and Buildings 54 2012 386 394
9. G.G. Wang, and S. Shan Review of metamodeling techniques in support of engineering design optimization Journal of Mechanical Design 129 4 2007 370 380 (Pubitemid 46736217)
10. T. Ayata, E. ArcaklIoǧ lu, and O. YIldIz Application of ANN to explore the potential use of natural ventilation in buildings in Turkey Applied Thermal Engineering 27 1 2007 12 20 (Pubitemid 44486897)
11. A. Mahdavi, and C. Pröglhöf A model-based approach to natural ventilation Building and Environment 43 4 2008 620 627 (Pubitemid 350177313)
12. P.M. Ferreira, E.A. Faria, and A.E. Ruano Neural network models in greenhouse air temperature prediction Neurocomputing 43 1-4 2002 51 75 (Pubitemid 34041226)
13. C.D. Montgomery Design and Analysis of Experiments 2005 John Wiley & Sons New York
14. T. Samruamphianskun, P. Piumsomboon, and B. Chalermsinsuwan Effect of ring baffle configurations in a circulating fluidized bed riser using CFD simulation and experimental design analysis Chemical Engineering Journal 210 0 2012 237 251
15. T.W. Simpson, J.D. Peplinski, P.N. Koch, and J.K. Allen Metamodels for computer-based engineering design: survey and recommendations Engineering with Computers 17 2 2001 129 150 (Pubitemid 32659225)
16. W. Verlinde, D. Gabriels, and J.P.A. Christiaens Ventilation coefficient for wind-induced natural ventilation in cattle buildings: a scale model study in a wind tunnel Transactions of the Asae 41 3 1998 783 788 (Pubitemid 28320528)
17. I.A. Naas, D.J. Moura, R.A. Bucklin, and F.B. Fialho An algorithm for determining opening effectiveness in natural ventilation by wind Transactions of the Asae 41 3 1998 767 771 (Pubitemid 28320526)
18. M.J. Anderson, P.J. Whitcomb, and R.S.M Simplified Optimizing Processes Using Response Surface Methods for Design of Experiments 2004 CSC Press New York
19. J.T. Santner, J.B. Williams, and W. Notz The Design and Analysis of Computer Experiments 2003 Springer New York
20. A.I. Khuri, and S. Mukhopadhyay Response surface methodology Wiley Interdisciplinary Reviews: Computational Statistics 2 2 2010 128 149
21. C.M. Anderson-Cook, and R.H. Myers Fraction of design space to assess prediction capability of response surface designs Journal of Quality Technology 35 4 2003 377 386
22. M.F. Islam, and L.M. Lye Combined use of dimensional analysis and modern experimental design methodologies in hydrodynamics experiments Ocean Engineering 36 3-4 2009 237 247
23. T.T. Allen, M.A. Bernshteyn, and K. Kabiri-Bamoradian Constructing meta-models for computer experiments Journal of Quality Technology 35 3 2003 264 274
24. C.W. Carpenter Effect of Design Selection on Response Surface Performance 1993 NASA Langley Research Center Hampton, VA
25. T. Norton, J. Grant, R. Fallon, and D.-W. Sun Optimising the ventilation configuration of naturally ventilated livestock buildings for improved indoor environmental homogeneity Building and Environment 45 4 2010 983 995
26. G. Box, and D. Behnken Some new three level designs for the study of quantitative variables Technometrics 2 1960 455 475
27. R. Unal, L.A. Roger, and M.L. Mark Response surface model building and multidisciplinary optimization using D-optimal designs 7th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization St. Louis, MO 1998
28. R. Unal, K. Chauncey Wu, and D.O. Stanley Structural design optimization for a space truss platform using response surface methods Quality Engineering 9 3 1997 441 447 (Pubitemid 127675294)
29. Q. Chen Ventilation performance prediction for buildings: a method overview and recent applications Building and Environment 44 4 2009 848 858 (Pubitemid 50270022)
30. S. Van Buggenhout, A. Van Brecht, S. Eren Özcan, E. Vranken, W. Van Malcot, and D. Berckmans Influence of sampling positions on accuracy of tracer gas measurements in ventilated spaces Biosystems Engineering 104 2 2009 216 223
31. L. Cochran, and R. Derickson A physical modeler's view of computational wind engineering Journal of Wind Engineering and Industrial Aerodynamics 99 4 2011 139 153
32. A.I. Dounis, and C. Caraiscos Advanced control systems engineering for energy and comfort management in a building environment - a review Renewable and Sustainable Energy Reviews 13 6-7 2009 1246 1261
33. J. Franke, A. Hellsten, H. Schlünzen, and B. Carissimo Best practice guideline for the CFD simulation of flows in the urban environment A.H. Jörg Franke, H. Schlünzen, B. Carissimo, Quality Assurance and Improvement of Microscale Meteorological Models 2007 COST, Office Brussels, Belgium
34. W. Simpson, M. Timothy, J.J. Korte, and F. Mistree Comparison of response surface and Kriging models for multidisciplinary design optimization 7th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization 1998 Institute of Aeronautics American Institute of Aeronautics and Astronautics and Astronautics, Inc. St. Louis, MO, USA 11
35. J. Zhao, B. Jin, and Z. Zhong Study of the separation efficiency of a demister vane with response surface methodology Journal of Hazardous Materials 147 1-2 2007 363 369 (Pubitemid 47088823)
36. V. Khalajzadeh, G. Heidarinejad, and J. Srebric Parameters optimization of a vertical ground heat exchanger based on response surface methodology Energy and Buildings 43 6 2011 1288 1294
37. M. Peksen, L. Blum, and D. Stolten Optimisation of a solid oxide fuel cell reformer using surrogate modelling, design of experiments and computational fluid dynamics International Journal of Hydrogen Energy 37 17 2012 12540 12547
38. J. Song, Z. Song, and R. Sun Study of uniform experiment design method applying to civil engineering Procedia Engineering 31 2012 739 745
39. L. Zhou, and F. Haghighat Optimization of ventilation systems in office environment, part II: results and discussions Building and Environment 44 4 2009 657 665 (Pubitemid 50271472)
40. I. Seginer Some artificial neural network applications to greenhouse environmental control Computers and Electronics in Agriculture 18 2-3 1997 167 186 (Pubitemid 127417996)