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Turbulence-Kinetic-Energy Budget in the Urban-Like Boundary Layer Using Large-Eddy Simulation

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Abstract

We describe and explain the turbulent processes at play in the lower part of the urban boundary layer through performing a large-eddy simulation of the flow over an urban-like canopy composed of a staggered array of cubes with a packing density of 25%. The simulation models neutral thermal conditions at a Reynolds number (based on both velocity at the top of the domain and the domain height) of \(Re = 50{,}000\). A dynamic Smagorinsky model is implemented in order to allow for energy backscattering from subgrid scales. A wall refinement of the grid allows resolving the viscous sublayer. Turbulent statistics up to the third order, as well as each term of the turbulence-kinetic-energy budget, are computed individually everywhere in the domain. Results are discussed in relation to experimental and numerical data from the literature in order to describe turbulent energy transfers occurring in the roughness sublayer. The fine grid resolution close to surfaces serves to analyze in depth the three-dimensional distribution of turbulence production inside the urban canopy layer. This analysis in turn leads to discovering areas, never previously documented in an urban-like canopy, of highly positive and highly negative production close to the surface, away from the well-known high production area in the shear layer. Furthermore, evidence of a close link between high and low production areas near the surfaces and singular points in the mean flow is presented, thus laying the groundwork for a simple pre-diagnostic tool to detect turbulence-kinetic-energy production areas near surfaces.

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References

  • Adrian RJ (2007) Hairpin vortex organization in wall turbulence. Phys Fluids 19(4):041,301

    Google Scholar 

  • Blackman K, Perret L (2016) Non-linear interactions in a boundary layer developing over an array of cubes using stochastic estimation. Phys Fluids 28(9):095,108

    Google Scholar 

  • Blackman K, Perret L, Calmet I, Rivet C (2017) Turbulent kinetic energy budget in the boundary layer developing over an urban-like rough wall using PIV. Phys Fluids 29(8):085,113

    Google Scholar 

  • Boppana VBL, Xie ZT, Castro IP (2010) Large-Eddy simulation of dispersion from surface sources in arrays of obstacles. Boundary-Layer Meteorol 135(3):433–454

    Google Scholar 

  • Bou-Zeid E, Overney J, Rogers BD, Parlange MB (2009) The effects of building representation and clustering in large-eddy simulations of flows in urban canopies. Boundary-Layer Meteorol 132(3):415–436

    Google Scholar 

  • Brooke JW, Hanratty T (1993) Origin of turbulence-producing eddies in a channel flow. Phys Fluids 5(4):1011–1022

    Google Scholar 

  • Calmet I, Magnaudet J (1997) Large-eddy simulation of high-Schmidt number mass transfer in a turbulent channel flow. Phys Fluids 9(2):438–455

    Google Scholar 

  • Castro IP, Cheng H, Reynolds R (2006) Turbulence over urban-type roughness: deductions from wind-tunnel measurements. Boundary-Layer Meteorol 118(1):109–131

    Google Scholar 

  • Castro IP, Xie ZT, Fuka V, Robins AG, Carpentieri M, Hayden P, Hertwig D, Coceal O (2017) Measurements and computations of flow in an urban street system. Boundary-Layer Meteorol 162(2):207–230

    Google Scholar 

  • Cheng H, Castro IP (2002) Near wall flow over urban-like roughness. Boundary-Layer Meteorol 104(2):229–259

    Google Scholar 

  • Cheng H, Hayden P, Robins A, Castro I (2007) Flow over cube arrays of different packing densities. J Wind Eng Ind Aerodyn 95(8):715–740

    Google Scholar 

  • Christen A, Rotach MW, Vogt R (2009) The budget of turbulent kinetic energy in the urban roughness sublayer. Boundary-Layer Meteorol 131(2):193–222

    Google Scholar 

  • Coceal O, Thomas TG, Castro IP, Belcher SE (2006) Mean flow and turbulence statistics over groups of urban-like cubical obstacles. Boundary-Layer Meteorol 121(3):491–519

    Google Scholar 

  • Coceal O, Thomas TG, Belcher SE (2007a) Spatial variability of flow statistics within regular building arrays. Boundary-Layer Meteorol 125(3):537–552

    Google Scholar 

  • Coceal O, Dobre A, Thomas TG, Belcher SE (2007b) Structure of turbulent flow over regular arrays of cubical roughness. J Fluid Mech 589:375–519

    Google Scholar 

  • Dwyer MJ, Patton EG, Shaw RH (1997) Turbulent kinetic energy budgets from a large-eddy simulation of airflow above and within a forest canopy. Boundary-Layer Meteorol 84(1):23–43

    Google Scholar 

  • Eisma H, Tomas J, Pourquie M, Elsinga G, Jonker H, Westerweel J (2018) Effects of a fence on pollutant dispersion in a boundary layer exposed to a rural-to-urban transition. Boundary-Layer Meteorol 169(2):185–208

    Google Scholar 

  • Ferziger JH, Perić M, Street RL (2002) Computational methods for fluid dynamics, vol 3. Springer, New York

    Google Scholar 

  • Finnigan J (2000) Turbulence in plant canopies. Ann Rev Fluid Mech 32(1):519–571

    Google Scholar 

  • Germano M, Piomelli U, Moin P, Cabot WH (1991) A dynamic subgrid-scale eddy viscosity model. Phys Fluids 3(7):1760–1765

    Google Scholar 

  • Giometto MG, Christen A, Meneveau C, Fang J, Krafczyk M, Parlange MB (2016) Spatial characteristics of roughness sublayer mean flow and turbulence over a realistic urban surface. Boundary-Layer Meteorol 160(3):425–452

    Google Scholar 

  • Helman J, Hesselink L (1989) Representation and display of vector field topology in fluid flow data sets. Computer 8:27–36

    Google Scholar 

  • Herpin S, Perret L, Mathis R, Tanguy C, Lasserre JJ (2018) Investigation of the flow inside an urban canopy immersed into an atmospheric boundary layer using laser Doppler anemometry. Exp Fluids 59(5)

  • Hudson JD, Dykhno L, Hanratty T (1996) Turbulence production in flow over a wavy wall. Exp Fluids 20(4):257–265

    Google Scholar 

  • Inagaki A, Kanda M (2010) Organized structure of active turbulence over an array of cubes within the logarithmic layer of atmospheric flow. Boundary-Layer Meteorol 135(2):209–228

    Google Scholar 

  • Jackson PS (1981) On the displacement height in the logarithmic velocity profile. J Fluid Mech 111:15

    Google Scholar 

  • Kanda M, Moriwaki R, Kasamatsu F (2004) Large-eddy simulation of turbulent organized structures within and above explicitly resolved cube arrays. Boundary-Layer Meteorol 112(2):343–368

    Google Scholar 

  • Kastner-Klein P, Rotach MW (2004) Mean flow and turbulence characteristics in an urban roughness sublayer. Boundary-Layer Meteorol 111(1):55–84

    Google Scholar 

  • Kim J, Moin P, Moser R (1987) Turbulence statistics in fully developed channel flow at low reynolds number. J Fluid Mech 177:133–166

    Google Scholar 

  • Kono T, Tamura T, Ashie Y (2010) Numerical investigations of mean winds within canopies of regularly arrayed cubical buildings under neutral stability conditions. Boundary-Layer Meteorol 134(1):131–155

    Google Scholar 

  • Leonardi S, Castro IP (2010) Channel flow over large cube roughness: a direct numerical simulation study. J Fluid Mech 651:519

    Google Scholar 

  • Lilly DK (1992) A proposed modification of the Germano subgrid-scale closure method. Phys Fluids 4(3):633–635

    Google Scholar 

  • Lyons S, Hanratty T, McLaughlin J (1989) Turbulence-producing eddies in the viscous wall region. AIChE J 35(12):1962–1974

    Google Scholar 

  • Macdonald RW (2000) Modelling the mean velocity profile in the urban canopy layer. Boundary-Layer Meteorol 97(1):25–45

    Google Scholar 

  • Meinders E, Hanjalić K (1999) Vortex structure and heat transfer in turbulent flow over a wall-mounted matrix of cubes. Int J Heat Fluid Flow 20(3):255–267

    Google Scholar 

  • Monnier B, Goudarzi SA, Vinuesa R, Wark C (2018) Turbulent structure of a simplified urban fluid flow studied through stereoscopic particle image velocimetry. Boundary-Layer Meteorol 166(2):239–268

    Google Scholar 

  • Oke TR (1997) Urban environments. The surface climates of Canada, pp 303–327

  • Perret L, Blackman K, Savory E (2016) Combining wind-tunnel and field measurements of street-canyon flow via stochastic estimation. Boundary-Layer Meteorol 161(3):491–517

    Google Scholar 

  • Perry A, Henbest S, Chong M (1986) A theoretical and experimental study of wall turbulence. J Fluid Mech 165:163–199

    Google Scholar 

  • Pope SB (2001) Turbulent flows. IOP Publishing, Bristol

    Google Scholar 

  • Raupach MR, Antonia RA, Rajagopalan S (1991) Rough-wall turbulent boundary layers. Appl Mech Rev 44(1):1–25

    Google Scholar 

  • Reynolds RT, Castro IP (2008) Measurements in an urban-type boundary layer. Exp Fluids 45(1):141–156

    Google Scholar 

  • Rotach MW (1999) On the influence of the urban roughness sublayer on turbulence and dispersion. Atmos Environ 33(24):4001–4008

    Google Scholar 

  • Roth M, Inagaki A, Sugawara H, Kanda M (2015) Small-scale spatial variability of turbulence statistics, (co)spectra and turbulent kinetic energy measured over a regular array of cube roughness. Environ Fluid Mech 15(2):329–348

    Google Scholar 

  • Scarano F, Riethmuller ML (2000) Advances in iterative multigrid piv image processing. Exp Fluids 29(1):S051–S060

    Google Scholar 

  • Smagorinsky J (1963) General circulation experiments with the primitive equations: I. the basic experiment. Mon Wea Rev 91(3):99–164

    Google Scholar 

  • Tomas J, Eisma H, Pourquie M, Elsinga G, Jonker H, Westerweel J (2017) Pollutant dispersion in boundary layers exposed to rural-to-urban transitions: varying the spanwise length scale of the roughness. Boundary-Layer Meteorol 163(2):225–251

    Google Scholar 

  • Tomas JM, Pourquie MJBM, Jonker HJJ (2016) Stable stratification effects on flow and pollutant dispersion in boundary layers entering a generic urban environment. Boundary-Layer Meteorol 159(2):221–239

    Google Scholar 

  • Xie Z, Castro IP (2006) LES and RANS for turbulent flow over arrays of wall-mounted obstacles. Flow Turbul Combust 76(3):291–312

    Google Scholar 

  • Xie ZT, Coceal O, Castro IP (2008) Large-eddy simulation of flows over random urban-like obstacles. Boundary-Layer Meteorol 129(1):1–23

    Google Scholar 

  • Yakhot A, Liu H, Nikitin N (2006) Turbulent flow around a wall-mounted cube: a direct numerical simulation. Int J Heat Fluid Flow 27(6):994–1009

    Google Scholar 

  • Yue W, Meneveau C, Parlange MB, Zhu W, Kang HS, Katz J (2008) Turbulent kinetic energy budgets in a model canopy: comparisons between LES and wind-tunnel experiments. Environ Fluid Mech 8(1):73–95

    Google Scholar 

  • Zang Y, Street RL, Koseff JR (1993) A dynamic mixed subgrid-scale model and its application to turbulent recirculating flows. Phys Fluids 5(12):3186–3196

    Google Scholar 

Download references

Acknowledgements

This work was granted access to the high-performance-computing resources of supercomputer CINES under the allocation 2017-A0020100132 made available by the French National High-performance-computing Facility (GENCI) and of supercomputer LIGER under the allocation 2017-E1703020 from Ecole Centrale de Nantes. The first author gratefully acknowledges help from Dr. Karin Blackman and Dr. Sophie Herpin as well as the financial support of the PhD scholarship from the China Scholarship Council (CSC) under the Grant CSC \(N^{\circ }\) 20158070084. The authors want to thank the financial support of the French National Research Agency through the Research Grant URBANTURB \(N^{\circ }\) ANR-14-CE22-0012-01.

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Correspondence to Boris Conan.

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Tian, G., Conan, B. & Calmet, I. Turbulence-Kinetic-Energy Budget in the Urban-Like Boundary Layer Using Large-Eddy Simulation. Boundary-Layer Meteorol 178, 201–223 (2021). https://doi.org/10.1007/s10546-020-00574-1

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  • DOI: https://doi.org/10.1007/s10546-020-00574-1

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