JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 106, NO. C2, PAGES 2477-2497, FEBRUARY 15, 2001 Turbulence Beneath Sea Ice and Leads: A coupled Sea Ice/LargeEddy Simulation Study Eric D. Skyllingstad Collegeof OceanicandAtmosphericSciences,OregonStateUniversity,Corvallis,Oregon Donald W. Denbo JointInstitutefor the Studyof the AtmosphereandOcean,Universityof Washington,Seattle,Washington Abstract. The importanceof leads,seaice motion,andfrazil ice on the wintertimeocean boundarylayerwasexaminedby usinga large-eddysimulationturbulencemodelcoupledto a thermodynamic slabice model.Couplingwasachievedthroughexchangecoefficientsthat accountedfor the differing diffusionratesof heat and salinity.Frazil ice concentrations were modeledby usingan ice crystalparameterization with constantcrystalsizeandshape. Stationaryice withoutleadsproducedcellularstructuressimilarto atmosphericconvection withoutwinds.Ice motioncausedthis patternto breakdowninto a seriesof streaksaligned with the flow.Eddy fluxeswere stronglyaffectedby ice motionwith relativelylarger entrainmentfluxesat the mixed layerbaseundermovingice, whereasstationaryice produced largerfluxesnearthetop of theboundarylayer.Openingof leadscausedsignificantchangesin the turbulentstructureof the boundarylayer.Leadsin stationaryice producedconcentrated plumesof higher-salinitywaterbeneaththe lead.Ice motioncausedthe leadconvection to follow preexistingconvectiverolls,enhancingthe roll circulationsalinityandverticalvelocity underthelead.Comparisonof modeltime seriesdatawith observations from theArcticLeads Experimentshowedgeneralagreementfor bothpackice andleadconditions.Simulatedheat flux carriedby frazil ice had a prominentrole in the upperboundarylayer,suggesting that frazil ice is importantin the heatbudgetof ice-coveredoceans. 1. Introduction and freezing leads [McPhee 1992; McPhee and Stanton, 1996, hereinafter MS; Morison and McPhee, 1998] that have Climate studiesconsistentlypoint out the importanceof polar sea ice as a componentin the global heat budget. Major factorsthatgovernice propertiesincludedynamicprocesses,which distort the ice causingcracks or leads, and thermodynamic processes, which controlfreezingand thawing of the ice pack. Becauseof theseprocesses,significant changesin the heat, salinity,and momentumcontentof the ocean boundary layer (OBL) are produced as water is exposedin leadsor insulatedbeneathmultiyearice. During provideda view of the turbulence structureandfluxesin the OBL. By usingtheseobservations alongwith high-resolution model results,we presenta detailedpicture of turbulence underleadsandseaice with varyingice velocity. A schematicshowingthe dominantfluxesthat controlthe ice, heat,andsalinitybudgetsof theupperpolaroceanis presentedin Figure 1. The mostsignificantdriversof the system are the surfaceheat and momentumfluxes. Open water in leads and areasof thin ice have the highestupward heat the winter, leads are a main conduit for ocean heat loss via radiative, latent and sensible heat fluxes. In the summer, the fluxes,which are forcedby extremelycold Arctic air masses low albedoof leadsallowsfor significantsolar energyflux thatare commonoverthepackice in winter.Thesefluxesare by increasedlongwaveradiationflux generated into the OBL, whichforcesice meltingat the lead edgeand compounded beneaththe ice pack. A key parameterin theseprocesses is by therelativelywarmseawaterexposedin the lead.In comthe turbulent heat transfer between the ice and OBL. This parison,heattransferthroughthick ice is greatlylimitedby of the ice andoverlyingsnowcover, transferhas a dominantrole in controllingthe sea ice mass the insulatingproperties which causerelatively low surfacetemperaturesand small budget. The presentstudyexamineshow turbulenceinteractswith values for the latent and sensible heat flux. Because of these ice processes and upper ocean fluxes in the polar ocean. factors, fluxes at leads constitute about 1/3 of the total surface Using a large-eddysimulation(LES) turbulencemodel cou- heatflux of theArctic ocean,eventhoughtheir surfacecoverpledwith a thermodynamic seaice model,we focuson freez- age is limited to only a few percentof the ocean [Maykut, ing conditionsunder pack ice and leads. Our work is 1978]. When the motion of sea ice relative to the OBL is small, motivatedby recentturbulencemeasurements beneathseaice Papernumber1999JC000091. turbulencebeneathleadsis forcedmainly by convectionproducedby brinerejectionduringfreezing.Dependingon lead size and coolingrates,convectioncan causecoherentcirculationsthatare linkedwith the leadgeometry,andcantransport water directly to the mixed layer base over limited areas 0148-0227/01/1999JC000091 [Morison et al., 1992; Morison and McPhee, 1998]. Copyright2001 by the AmericanGeophysicalUnion. $09.00 2477 Leads 2478 SKYLLINGSTAD AND DENBO: TURBULENCE Latent and Sensible (a) Radiative Heat Fluxes Flux ent.•.•Flux BENEATH SEA ICE AND LEADS Accurate representationof leads in climate models requiresanunderstanding of howfluxesaredistributed laterally beneathleadsand seaice. For example,can leadsbe parameterized by a mean flux, or do turbulentprocesses beneathleadsrequirea moresophisticated approach? Critical parametersthat controlmixing beneathleads are the ice motion and the surfaceheat flux. Recent measurementsby Morison and McPhee [1998] and MS demonstratethat the Salt Flux Uice Heat Flux motionof the ice cancausesignificantvariationsin the convectivecirculationbeneaththe lead and in the salinityflux at the downstreamedge of the lead. Two-dimensional turbulence closuremodelingstudiesof mixing processes under leadssupporttheseresults,showingepisodicplumeevents • Turbulent Fluxes Entrainment downstream from the lead in caseswith ice motion [Kantha, 1995; Smith and Morison, 1993, 1998]. While these results areencouraging, theyprovideonlya smallsampleof theconditions that force turbulence beneath Arctic leads and are unableto yield a detailedthree-dimensional analysisof the turbulentprocesses that occurbeneathand downstreamfrom leads. To extendtheseresults,our approachis to apply a threedimensional LES model to the problem of convection beneathleadsand seaice. The LES modelis coupledwith a detailedice model so that interactionsbetweenupperocean turbulenceand seaice can be directly examined.Our goal is to examinethe boundarylayer structurecreatedbeneathsea ice and leadsand determinehow ice processesaffect turbulence and turbulentfluxes in the under-iceOBL. Using the LE,Stechnique,we are able to examinethe OBL underslab ice at near-equilibriumconditions.This is not the casewith leads,wherewe canonly examinethe short-terminfluenceof the lead circulationbecauseof the closedperiodicboundaries (b) z=h+H Snow inherent with LES models. ß z=0 _ The paperis organizedas follows.A descriptionof the coupledLES-icemodelis presented in section2 alongwith the experimental designin section3. Two mainexperiments areperformedby usingthe model:packice anda leadwith ice motion.The objectivein performingtheseexperiments is to better understand the basic structure and influence of tur- bulentprocessesactiveunder sea ice and leads.Key processesthat are examined include mixing produced by roughness ontheicepackbase,frazil ice,theroleof saltflux from ice formation in both leads and under pack ice, and Figure 1. Schematicof the fluxesaffecting(a) the ice-cov- entrainmentacrossthe haloclineat the mixed layer bottom. ered oceanmixed layer and (b) the ice model.Symbolsare Resultsfrom theseexperimentsare presentedin section4 includingcomparisons with flux measurements takenas part defined in the text. of the Arctic LeadsExperiment(LEADEX) in spring1992. The conclusions of thepaperarepresented in section5. (w'T') may alsocauseenhancedupperoceanmixingbecauseof dif- 2. LES-Ice ferentialmomentumflux createdaswindsimpartmomentum Model to the exposedseasurfacein the leadand,for largerleads, Mostexistingice modelsfocuson theprediction of longbecauseof Langmuircirculations generated by wave-current termice behaviorappropriate for climatesimulationmodels. interactions. In contrast to the uniqueturbulence signature of Emphasis hasbeenplacedon accuratepredictionof ice proAs a leads,mixing beneathpack ice is more like an aerodynami- cesseshavingtimescalesrangingfrom daysto seasons. havingvery shorttimescales andspatial cally roughwall layer flow. Featuresin the ice, suchas com- result,ice processes Thesemodelsincludepropressionridges, create a turbulentboundarylayer that is scalesare usuallyparameterized. dependenton the roughnessof the ice, oceancurrentveloci- cesses,suchas heatdiffusionthroughthick ice, that are very ties, and the motion of the ice surface. Fluxes of heat and slow in comparison with the timescalessimulatedby using salinitybeneathpack ice are muchlessthanthe correspond- LES (typically0.5-1 day). One exceptionis the coupledice/ ing fluxes under leads becauseof the reducedsurfaceheat LES model presentedby Kiimpf and Backhaus[1999] and flux and correspondingice bottom freezing rate and do not Backhausand Kiimpf [1999], which focuseson sea ice in typicallyinfluenceturbulenceas muchas the bottomrough- open oceanconditionsover scalesconsiderablylargerthan ness [McPhee, 1992; MS]. the currentapplication. SKYLLINGSTAD AND DENBO' TURBULENCE BENEATH SEA ICE AND LEADS 2479 Becauseof the limitationsof existingmodels,we decided scalemomentumflux at the modeltop. We apply a Moninto build a new ice model based on features from the model of Obukhov similarity profile in estimatingthe under-ice Coxand Weeks[ 1988] andMaykut[ 1978] with parameteriza- momentum flux: tions of ice-water interfaces[McPhee et al., 1987] and frazil ice production[Ornstedtand $vensson,1984; Jenkinsand ( I,littl,13 tt) '- CDAl, li , (3) Bornbosch, 1995]. Our goalwasto producean ice modelthat wouldaccuratelypredictfluxesof heatand saltbetweenthe where oceanand ice during either freezingor thawing conditions with anexistingice packandnewice in leads. Couplingof the LES modelwith the slab and frazil ice model is accomplished by the additionof ice-relatedflux Arti = ttice - tti(Zl),•SZ= 1/2Az,Azis thegridspacing, • is von termsto theLES equations. Scalarquantitiesin theLES were Kfi•fin's constant, Zo is the ice bottom aerodynamic roughness, andz• is the depthof the centerof the grid box modeledby using adjacentm the ice. By using(3), we areimplicitlyassuminga constantflux over the first grid box in contactwith the ice Co= ln(•/Zo)' Oq•_ Oq• bottom. For cases initialized •}G ----Uigx i •X-• '(uittq)) +G, with constant ice thickness and no leads, the bottom of the ice slab was assumedto be at the Oq• whereq• is temperatureT or salinity$; xi are the Cartesian coordinateswith i = 1 and 2 denotingthe horizontalx and y axis,respectively, and3 denotingtheverticalz axis;ui arethe Cartesianvelocity components;t is time; double primes denotesubgridscalequantitiesthatarenot explicitlyresolved in the flow field; Kh is the scalareddydiffusivitycalculated model top so that z• = 1/2• (at the first momentumgrid point on the staggered•akawa C grid). This assumptionis valid for short simulationperiods when the ice growth is relativelyminor in comparisonwith the grid spacing.Leads were geated in the samemanner,basicallyplacing the thin lead ice as an upper bound• condition and ignoring dynamiceffectsassociatedwith the leadedge. The prima• surfacefluxes simulatedin the surfaceice/ snowmodel are shown schematicallyin Figure lb. For the fromthesubgrid scaleparameterization; andG• representssnow-coveredice surface, we follow fluxesfrom frazil ice processes. At the top model grid point adjacentto the ice, the subgridscalescalarflux, (ui"•), is replacedby the ice bottomtemperatureand salinity fluxes, Cox and Weeks [1988] andMaykut [1978] andcalculatethe surfacetemperature,To, at each horizontal grid point location by solving an energy balance FT,s,calculated byusingtheicemodeldescribed below. F r + F l - Fœ+ F s+ F e+ F c = 0, The equationsof motionin the LES modelare modifiedto includethe effect of surfaceice slabmovementand the presence of frazil ice in the water column, Oui Oui i)t Ox• - where (u,uj>- •xi+eijkujf k, • a,gE+ c(Pø-P')I +•a':ui Po (4) (2) Fr incomingshortwaveradiation; Fl incominglongwaveradiation; FE emittedlongwaveradiation; Fs sensibleheatflux; Fe latentheatflux; Fc conductive heatflux. All fluxeshave units of watts per squaremeter. At the ice surface,we prescribeFr, Fl, and Fe. Emitted longwave radiationis definedby usingthe Stefan-Boltzmanlaw, where •= P+ Fœ= •OT4o (5) po 5q; p' andPo represent the densityperturbation from the initial state and the initial state domain averaged density, respectively; Pi is thedensityof ice;C is theconcentration of frazil ice;f• represents thecomponents of theCorioliste•; g is gravity;P is the pressure; • is a filter factor(appliedeve• 20th time stepto removehorizontal2• noise);Km is the subgridscaleeddy viscosity;and q representssubgridScale turbulencekinetic energy(which is combinedwith pressure and is not explicitly calculated).Frazil ice affects the buoyancyof the water colurn in the fifth te• of the equation.A sugary of the LES and ice model constants is presentedin Table 1. For a more detaileddescriptionof the wheree is the emissivityof ice [Ebert and Curry, 1993] and o is the Stefan-Boltzman constant. Sensible heat flux is parameterized by usinga bulkaerodynamic formula: Fs =PaC. C•V(Ta- To), (6) wherePais thedensity of air, Cpis thespecific heatat constantpressure,Cs is the sensibleheat bulk transfer coefficient,V is the wind speed,andTa is the air temperature. The conductiveheat flux is definedby assuminga linear temperature profilethroughthe ice yielding kski F c = •(rw-ro), (7) LES model, we refer the readerto Skyllingstadet al. [1999] hk•+Hk i andDenboand Skyllingstad[1996]. The effectsof seaice roughness on the oceancu•ent struc- where ki (Wm-1K-1)isthethermal conductivity oftheice ture are parameterizedby substituting the under-icesubgrid [Maykut, 1978] definedas 2480 SKYLLINGSTAD Table AND DENBO: 1. Model TURBULENCE BENEATH Constants Value Constant numerical filter factor gravity Pi icedensity •: 920 kgm-3 0.03 emissivityof ice m 0.99 Stefan-Boltzman constant 5.67x 10-8 W m-2K-1 1.4 kgm-3 specific heatofwater 4.217x 103 J(kgøC)-I density ofair 0.003 sensible heat transfer coefficient 0.31 thermalconductivityof snowcover kS ms 0.4 ice aerodynamic roughness length Pa -2 9.81 yon Kfirmfin's constant • Unit 0.5 g Zo SEA ICE AND LEADS W m-• K-• 3.34x 105 Jkg-• kinematic viscosityof seawater 1.4x 10-6 m2 s-• •T molecularthermaldiffusivity of seawater 1.4 x 10-7 m2 s-1 •S molecularhaline diffusivity of seawater 7.4 x 10-•ø m2 s-• L latent heat of fusion 1.0 Nusselt number Nu 0.564 frazil crystalthermalconductivity kW W m-• øC-• QL = L/(CpPo), whereL is the latentheatof fusion. Si Scaling (8)and(9)withthefriction velocity u, = (Z/po) ki = 2.03 +0.117•o, Si is the ice salinity,ks is the thermalconductivityof snow cover,h is the ice thickness,H is the snowthickness, andTw andintegratingverticallyyield T(z)-Tw is the temperatureof the water at the ice-water interface [Maykut, 1978]. The experimentsperformedin this paper (WiceQ L + F•.)/u, = •r (10) examined S(z)-Sw = •s, Wice(Sw -- Si)/ll , (11) conditions with water near or at the seawater freezing point, thereforeTw was prescribedto the freezing temperature,Tw = -mSw,where rn = 0.054 [UnitedNations where'r is thestressimpartedby theice roughness (from(3)) and Sw is the salinityof the water verticallyadjacentto the and T(z) and S(z) are the temperatureand salinity at the ice. Equations (4)-(7) were solved by using a Newton- nearestmodelgrid pointin the verticaldirection(locatedat Raphsontechnique to obtainTo, Fs, FE, andFc. Knowingu,, T(z), and S(z) and replacingTw with -rnS•,, McPhee et al. [1987] developeda setof surfacelayer flux equationsbasedon a steadystatebalancebetweenice melt- (10)-(11) describea quadraticequationfor the solutionof $w: ing/freezingand diffusionof heat and salinity.We modified theseequationsin the presentmodel to includethe effectsof ec, Educational, Scientific, and Cultural Organization, 1981], WiceQ L = (Woro)- F c (8) Wice(Sw-Si) = (WoSo), (9) i+ dP mS2w + r(z)_dPrF_•__• u, _mS sJSw - Si + IT(z)S i- •rFc •;sQ•S(z)l O, (12) lt, where Wic e -- -pi/Po d represents the verticalvelocityof the which can thenbe usedto solvefor the ice growthvelocity ice surface(negativewith ice growth);(Woro) and (woSo) u,[S(z)-Sw] representthe heatandsalinityflux into the oceanjust beneath (13) Wice = •s(Sw-S•) the ice, respectively;d is the ice growth rate; and SKYLLINGSTAD AND DENBO: TURBULENCE BENEATH McPhee et al. [1987] point out the significanteffect that moleculardiffusionhasin controllingseaice meltingrates. Becauseof thesepossibleeffects,we implementedthe flux model describedby McPhee et al. [1987]. Nondimensional SEA ICE AND LEADS (Ti-T) q = Nu kw• d 2481 , functions,(I:)r and (I)S, were prescribed on the basisof the whereNu is a Nusseltnumber;kw is the thermalconductivity modelof YaglomandKader[1974]asmodifiedby McPhee of the ice crystals;Ti is the ice temperatureadjacentto the water,takenas the local freezingtemperatureof the seawater, et al. [1987]for themolecular transition sublayer 1 = + Tf =-0.054S-7.53x 10-4z; T is thelocalseawater 2 temperature;and d is the crystal disc thicknessdefined as • v (14) 0.01Ri.At the ice slabbase,frazil ice is deposited according to the rise velocityflux, wrC. We assumethat the subgrid scaleflux of frazil ice is equivalentto other scalars,which is reasonableas long as the crystalsdo not overly affect the (I)turb -' •ln local subgridturbulentvelocityfield. Freezingandmeltingof frazil ice affect the temperatureand salinity of the water wherev isthemolecular viscosity andCtr, Sarethemolecular through diffusivitiesof heatand salt,respectively. We follow Mellor et al. [1986] in calculatingthe heatandsalinityflux from the ice interfacemodel.Usingthisapproach,fluxesfor heatand GT= 2Cq, Gs= 2SCq RiPoCp salinityare defined: RiLPo ' F T = F c+ WiceQ L respectively.As a simplification,we ignorethe influenceof molecularprocesseson exchangeratesbetweenthe crystals (15) F s = -Wice(Si-S(z)). and surroundingwater. Our choiceof Ri was determinedthroughtrial-and-error As was shown by Mellor et al., the effects of advection applicationsof the ice model usingobservedturbulentheat producedby Wic e on the heat exchangeare negligiblein andsaltfluxesas a basisfor validation.DecreasingRi created comparisonwith turbulentwall layer fluxes. greaterproductionof frazil ice but reducedthe depositionof ObservedLEADEX upperoceantemperatures were rarely frazil on the slab ice via wr becausethe rise velocity is proabovefreezingduringthe nighttime[seeLevineet al., 1993] portional to Ri [see Jenkinsand Bombosch,1995]. As a andaswasshownby MS, turbulentheatfluxesat nightwere result, for small Ri, frazil producednear the ice bottom usuallyupward,implyingthattheseawateradjacentto the ice meltedwithin 2- to 3-m depthbecauseof the pressuredepenwas supercooled. Supercooled water typically causesfrazil dence of Tf(ourinitialtemperature profilewasassumed conice to form, whichreleaseslatentheat,therebyreducingthe stantat the under-icefreezing temperature).Melting of frazil levelof supercooling. We foundthatapplying(13)-(15) with- producedsalt fluxesthat were lower than the observations.In out accountingfor frazil ice formation producedturbulent contrast,increasingRi reducedthe productionof frazil but heat fluxesnear the ice bottomthat were much greaterthan increasedthe removalof frazil as wr increased.On the basis thoseobservedduringLEADEX, indicatingthe need for a of thesetestcases,we foundthat Ri = 0.001 m gaveresults frazil ice parameterization. A modifiedversionof the Omst- consistent with the observed heat and salt flux behavior edt and Svensson[1984] (hereinafter OS) frazil ice model observedby MS. wasemployedfor thispurpose.The originalOS model simuWe want to emphasizethat the frazil ice model employed latesthe effectsof frazil ice by assuminga concentration of in theseexperimentshasnot been validatedagainstobservasphericalice crystalshavinga constant,prescribedradiusand tionsof frazil ice. Many simplificationsare containedin this rise velocity.Here we modify the OS model by assuming model,suchas uniformcrystalsize, shape,and growthrates. disc-shapedcrystals and apply exchangecoefficientsas Becauseof these assumptions,adjustmentsin the crystal definedby JenkinsandBombosch[1995]. This modification radiusand rise velocity were necessaryso that the modeled is moreconsistent with observedcrystalshapes;however,as fluxeswould matchthe observedturbulentfluxes.Clearly, a waspointedout by OS, frazil ice cantake manyformsrang- morecompletefrazil ice modelwouldbe preferred,for examing from hexagonalstarsto flat discs. ple, with ice crystal distributionsand accurate exchange The modified OS model simulatesthe growth of frazil rates.However,observationsof crystalsize and shapedistrithrougha concentrationequationbasedon the LES scalar butionsare neededbeforesucha modelcan be developed.It equationpresentedin (1): is also possiblethat unforeseenice processes(e.g., slushy ice) at theice slabbasealtertheexchangecoefficientsdefined in (14), therebypreventingsupercooling andfrazil formation. Growth and advectionof the ice slab were predictedby 3t OXi using the ice growth and rise velocity and prescribedice advectivevelocityfield,Uiceand Vice: +2Cq(RiLP i)-• ---•(tliC )4•x•i Kh•ii) i)C• •x3(WrC), (16) whereC is the frazil ice concentration, Ri is the prescribed crystalradius,wr is theice crystalrisevelocitycalculatedby 3h Oh Oh Po 3t ----Uice•-• --Vice•y•//Wice 4-WrC' (17) following Jenkins andBombosch [1995•' andq isthesourceThroughoutour simulations,Uice was held constantand Vice termfor freezingandmelting.The sourceterm is definedas was set to zero. Leads were initialized with an existing ice 2482 SKYLLINGSTAD I AND DENBO: TURBULENCE I I I 10- 10-- • 20 BENEATH SEA ICE AND LEADS 20- -- 30- 40- 40- 50 - 1.70 I I - 1.50 I I - 1.30 50 I 30.0 Temperature(øC) I I 30.•, I I 30.8 I I .31.2 Salinity(psu) Figure2. Initial potentialtemperature andsalinityprofilesrepresenting conditions duringLEADEX. coverof 0.08 m, to avoidshort-termprocesses involvingthe transportandraftingof greaseice acrossthe lead. havethisrestrictionbecauseturbulence is completelyparameterizedand is not resolvedas it is in LES. For boundarylayers with homogeneous forcing(for example,a uniformice 3. Experimental Design However,with leads,circulationssetup by the lead surface The main focus of the LES experimentswas to quantify the influenceof ice motion,brine rejection,andfrazil ice on the upper ocean mixed layer. Initial conditionswere prescribedby usingan idealizedneutralboundarylayer profile representative of conditionsmeasuredduringLEADEX (Figure 2). Initial ice thicknesswas set to 1 m with a snowdepth of 0.25 m for pack ice; leadswere initially assumedto have ice coverageof 0.08 m without snowcover.Other external forcingwill causechangesin the boundarylayer structure thatcanultimatelyaffectthe turbulence signature produced by the lead.To avoidthis interaction, the durationof lead forcing parameters wereset asfollows: Fs= 0 W m-2,Fe=1 2 2 o 100 W m-,F l = 80 W m- , Ta = -25 C, and V= 7.4 m sN m-2) representingconditions for midwinterat the LEADEX location.Ice salt content,Si, was setto 4 practicalsalinityunits(psu)for packice and 16 psu for thin lead ice, reflectingobservations of ice salinity duringrapid freezing [Eickenet al., 1998]. Pack ice experimentswithoutleadswere performedby usinga domainsize a wind stressof-0.1 (giving field),periodicboundaries donotposea significant problem. simulationswas limited so that the lead did not significantly changethe overallboundarylayer structure.The use of periodboundaries imposesa significant constraint on the lengthof leadsimulations, limitingourinvestigation to a few hoursfollowingthe initial leadopening.We cannotrealistically examinethe longtime periodresponse of the OBL to leadsby usingthe LES method,exceptfor caseswith lead coverageequivalentto the experimentalsetup(-21%), which is considerably higherthan observedwintertimelead coverage (-5%) duringstorms.Instead,we focuson the turbulent structurenear the lead and make comparisonswith similar observations. Resolution in the lead simulations was reduced so that the modeldomaincouldbe increased,therebypermittinglonger with a grid spacingof 0.75 m (256 x 256 x 64 grid points). simulations.Reduced resolution decreasesthe accuracyof For caseswith leads, a domain size of 720 m x 720 m in the the resolvededdystructurenear the upperboundaryadjacent horizontaland 48 m in the vertical was chosenwith a grid to the ice slab,whichmay causea problemin comparingour spacingof 1.5 m (480 x 480 x 32 gridpoints).A small(10%) results with turbulence observations taken beneath the ice randomvariability was added to the ice stressand salinity duringLEADEX. Thesemeasurements were typicallytaken flux duringthe initial simulatedhour to promotethe forma- at •-4 m belowtheice, whichis only •-3 gridpointsin thelead tion of turbulenteddies.Simulationswithoutleadswere per- simulations.However,for the heat and salinity flux, most of formedfor 12 hours,which is •-6 large-eddyturnovertimes, the vertical transportis achievedthrougheddiesthat scale to allow for the developmentof a nearsteadystateboundary with themixedlayerdepth(-32 m), sothat subgridfluxesare layerturbulentstructure.Simulationswith leadswererun for still smallin comparison with theresolvededdyfluxes(thisis 10 hoursbeforeinitializingthe lead. shownin our analysis).Nevertheless, detailsof the turbulent Periodiclateral boundaryconditionswere appliedwith an structureadjacentto the ice are necessarilylackingbecause openradiativeboundaryconditionfrom Klemp and Durran the flow is dominatedby shearandthe verticaleddystructure [1983] at the modelbase.LES modelsalmostalwaysemploy is limitedby the grid resolution. periodic horizontal boundariesto avoid having to define Two methodswere consideredfor simulatingice motion. three-dimensional turbulencevelocity and scalarfields out- In the first method,motionwas modeledby holdingthe lead constant a(the centerof themodeldomain and sideof the modeldomain.Higher-orderclosuremodelssuch position asthoseusedby Kantha [1995] or Mellor et al. [1986] do not imposinga constantadvectivevelocity for the entire water of 192 m x 192 m in the horizontal and 48 m in the vertical SKYLLINGSTAD AND DENBO: TURBULENCE BENEATH SEA ICE AND LEADS 2483 Table 2. ExperimentalParameters Experiment No-lead Simulations 150-m lead simulations Ice Velocity Ice Thicknessh Uic e= 0.0,0.03,0.09,0.12ms-1 1m Uic e= 0.0,0.03,0.09ms-1 pack, 1 m; lead, 0.08 m column [e.g., Kantha, 1995]. The secondmethod held the modeldomainat a constantpositionand movedthe surface ice field [e.g., Smithand Morison, 1998]. Both casesare fundamentallythe samebecauseof theperiodicboundaries (we are essentiallyperforminga Galileantransformation). How- ever,in thefirstmethod,changing theaveragewatervelocity generatesincreasednumericalsmoothingthat is inherent with the flux conservingfinite differencemethodsusedto advectscalarquantities. Movingthewateralsoposesa more stringentcriterionon the maximumadvectivetime step because thebackground watervelocityis thespeedof theice ratherthanzero.To avoidtheseproblems,we choseto move theiceandinitializethewatervelocityat zero. Leadcaseswereinitializedaftera 1O-hourspinup period by reducingthe ice thickness overa rectangular regioncenteredon thex axisandextendingin they directionacrossthe domainwithconstant widthof 150m. Simulations wereperformedfor 2 hoursafter lead initialization, which is aboutthe timeit takes forthefastest-moving leadcase(0.09m s-1)to advanceacrossthe x axis periodicboundary,reenterthe domainon the oppositeside,andmovebackto aboutthe center of the domain. boundaryduring the winter months. Thus turbulent fluxes producedunderpack ice are an importantpart of the overall Arctic oceansalinityand heatbudget. The salinity structurenear the top of the OBL is shownin Figure 3 for eachof the pack ice velocityscenarios(Table 2) after 12 hours.The ice growthwas nearly constantfor each caseat -0.0037 m per day from directfreezingand -0.001 m per day from frazil ice deposition.As new ice forms beneath stationaryseaice (Figure3a), rejectedbrine providesthe primary forcing for turbulence.Under the ice, convectivecells are producedwith scales(-50 to 75 m) that are about twice the mixed layer depth.Coherentstructures(as shownby animations)appearas narrowdownwellingplumessurrounded by broadregionsof upwelling,consistentwith previousstudies of planetary boundarylayer convection[Moeng, 1984; Mason, 1989]. With ice motion,the cellularcoherentpatterns quickly form into streakystructuresthat are aligned in the direction of the ice motion (Figures 3b-3c), much like the coherent turbulent structurein the atmosphericboundary layer [seeMoeng and Sullivan, 1994]. Scale and separation between streaksappearto increaseslightly with increasing ice velocity. Resultsfrom the SurfaceHeat Budgetof the ArcticOcean Vertical cross sections fromcases withUice = 0.0ms-1and 4 show theeffect thaticemotion hason (SHEBA)experiment suggest thatthe oceanboundarylayer 0.12m s-1inFigure andicemoveasessentially oneunit,rotatingwith an inertial the transportof salt from the ice baseto the upperhalocline. frequency in response to windforcing(M. McPhee,personal When Uice = 0.0ms-1,plumes transport saltdownward with communication, 1999). Because of this observation, we weak lateralmixing (e.g., x = -80 m). Settingthe ice velocity chose an inertial reference frame for the simulations as was to0.12m s-1disrupts thecoherence of thesaltplumes and done by Skyllingstadet al. [2000]. In this referenceframe, the verticalcomponentof the Coriolis term is set to zero, avoiding the inertial rotation of the ice and mean current generatesmore concentratedburststhat mix downward in responseto local regions of momentum flux from the ice. Plumesactively transporthorizontalmomentumcreatedby structure. the motionof the surfaceice field as shownby the relatively strongpositivezonal velocityperturbationin the plumeat x = -10 m. These plumes of enhanced momentum cause 4. Results increasedmixing of halocline water near the mixed layer A seriesof sevenexperiments wereperformedas outlined base, for example, as demonstratedby the detrainmentof in Table 2. A range of ice velocitieswere considered,with saltierwater at x = -130, z = 30. The correspondence of high maximum values chosen to match observed ice velocities salinitywith highmomentumflux in the streakswhen Uice = duringselected casesfromLEADEX. We beginouranalysis 0.12ms-1isconsistent withatmospheric results fromMoeng with an overviewof theturbulence structure beneathpackice and Sullivan [1994] and Khanna and Brasseur [1998], who without leads. 4.1. No-Lead Simulations:Turbulence Structure, Transport, and Energetics The firstsetof simulations represent conditionsthatmight be expectedin regionsof uniform first-yearice coverage without leads and with minimal dynamic effects such as ridgesandkeels.Undertheseconditions, mixingin theupper water columnis generatedmostlyby ice bottomroughness and convectionforcedby salinityflux as new ice freezeson the bottomof the ice pack.Althoughthe upperoceanfluxes of heatandsalinitywithoutleadsarerelativelysmall,a large portionof the Arcticoceanhastheseconditionsas an upper indicatethatboundarystreaksareregionsof highmomentum and scalarflux. Overall, the averagesalinityin Figures3 and 4 increases slightly when going fromUice = 0.0ms-1toUice 1 = 0.12 ms-. Analysis of the turbulentfluxes (presented below) indicatesthat entrainmentat the mixed layer base causes this increase. Becauseof therole convection may havein controllingsalt and heatflux at the baseof the Arctic oceanboundarylayer, we are particularlyinterestedin the verticalpenetrationof eddiesproducedat the ice-water interface.One measureof eddy strengthis the magnitudeof the horizontallyaveraged eddysaltandheatfluxes,w'S', w'T', whicharekey termsin the budgetsof the horizontallyaveragedheatandsalt: 2484 SKYLLINGSTAD AND DENBO: TURBULENCE BENEATH SEA ICE AND LEADS (a) (b) -1 Uic e -- 0.0 m s-1 Uice -- 0.03 m s 7C''i•:11;•;:•.•,:•;:':?;•:; L•:: •'•'•:::.... :•/' •....•-'.-•.-•:•.:• ,•.. ' ' :'..: :'.,.•:.• ' • '•.•-•;•.L 150 E lOO 50 o 0 50 1 O0 150 o 5o 1oo 150 x(m) Ice Motion (c) (d) -1 Uice Uice - 0.09 rn s 150 -1 -0.12ms 150 30.003 E lOO •'• •o CL loo 30.002CU 30.001 50 1 O0 150 Figure3. Salinity(psu)at a depthof 4.1 m after12 hoursfor icevelocities of (a) 0.0, (b) 0.03,(c) 0.09,and(d)0.12m s-1. •---• =- O•-(z w'S' +Kn••) +•s igt =- •zz +Kh 0__• 0TM 'T----; • •) +•r. •}t boundarylayer, the salt fluxes for each case have similar profileswith a peakdownwardfluxjustbelowtheice at -2.5 m. Nearthebottomof theboundary layer,theUice = 0.12m s-1saltfluxincreases more rapidly sothattheupward fluxat (18) -30 m is -50% higherthanthe stationary case,indicating greater entrainment of halocline water. This result is Primesin theseequations denoteperturbations aboutthe consistent with the highmomentum pulsesnotedin Figure horizontalmeanandrepresent theturbulenteddies,whereas 4b, which sweephaloclinewater upwardinto the mixed overbars denotehorizontal averages or meanprofilevalues. layer.With ice motion,turbulence at themixedlayerbaseis Eddy salt and heat fluxes for the four ice velocities are generatedvia increasedmean current shear. Stronger presented in Figure5. Alsoshownarethesubgrid scaleheat turbulenceproducesa greaterlocal flux as saltierhalocline flux, demonstrating that the resolvededdy fluxes are water is transported upward.When the ice is stationary, dominant except for verynearthesurface andin theupper convective cells transportsalt directlyto the mixed layer pycnocline at themixedlayerbase.Throughout mostof the base;however,thisgenerates lessmixingof waterfrom the SKYLLINGSTAD AND DENBO: TURBULENCE BENEATH SEA ICE AND LEADS 248:5 (a)Uic e= 0.0rns-1 "- 005 ms 0 -1 50 1 O0 150 x Ice Motion (b)Uic e= 0.12rns-1 .--• ........ •• i":!' ';'" 'i."• ...... '?'• "• A E 10 "- 20 30 lOO 150 x ß ...... , 30.001 , , ;50.002 , , ;50.003 Salinity (psu) Figure4. Verticalcrosssections of perturbation velocityvectorandsalinity(psu)at hour12from(a) Uice = 0.0ms-] and(b)Uice = 0.12ms-].Cross sections aretaken from(a)y = 165mand(b)y = 5 m. Vectorsare plottedfor everyothergrid point. againdenote theresolved eddyfieldor upper halocline in comparison with shear-generated andprimedquantities turbulence. Plots of the turbulent heat flux also demonstrate departure from thehorizontal mean, E= (1/2pu'i2). Terms the effectof shear-induced entrainment,althoughin the case of heat, the flux divergenceis reversedfrom the salt flux becausethe ice heatflux is positive. The evolutionof turbulencecanbe quantifiedthroughthe budgetequationfor horizontallyaveragedturbulencekinetic in the E budgetequationare referredto as (I) shear production, (II) buoyantproduction, (III) dissipation, and (IV) total verticaltransportby resolvededdies,subgrid turbulence, andpressure, respectively. Plotsof thedominant energy, presented above.With stationary ice,E is produced mainly by buoyancy assalineplumesaccelerate awayfromtheice. Interestingly, frazilformation justbelowthepackicecauses a negative buoyancy termbecause of stratification produced by thelower-density frazil.A portionof theturbulence produced •---• -'--11 i 113 •X-X3 113' g•oq-{tl"ill"3) OXj I II OX 3 III ' " 3+/'t '3P) IV (19) termsin areshownin Figure6 for thefouricevelocitycases neartheice bottomis transported downward by pressure and advective transport, sothatdissipation rates-5 m beneath the ice are somewhatsmallerthan the buoyancyterm. At the mixedlayerbase,the transported E performs work against the stable stratificationof the halocline, as shown by the where ., /Ou i illj,)----gmL•x jq-a.x;i, J negativebuoyancyproductionterm. Dissipationratesare very uniformwith depthshowingthat the transportand buoyancy termstendto counteract eachother. 2486 SKYLLINGSTAD (a) I I AND DENBO: TURBULENCE _ 4.2. lO O.12 ms-• O0 e- 20 .09 ms-• 0.03 rns-1/ I'•'•,N,",,, 30 35 40 -1.0 x10 -$ 0.0 x10ø SEA ICE AND LEADS at the mixed layer baseas shownby the increasedbuoyancy term at 30-35 m in Figure 6d. I 15 BENEATH 1.0 x10 -e Salt flux (psu m s-•) (b) Comparison With LEADEX Data: No Lead. Measurementsof turbulenceparametersduringLEADEX providea uniquedatasetfor testingthe LES modelin simulating under-iceturbulence.Under-icemeasurements can be acquiredwith lessdifficultyin comparisonwith open-water measurements becauseof the relativelystableplatformprovidedby the ice sheet.Time seriescomparisonsare madeby usingfive modelprofilesthat are movingwith the ice sheet velocity,representingstationsanchoredto the ice surface. Initial positionsof themodelprofilesweretakenfrom a depth of-2.6 m at the x = 1.5 m boundaryand for five y positions rangingevery22.5 m startingat y = 1.5 m. Becausethe flow is turbulent,we cannotexpectto duplicatethe exact conditions that were encounteredduring LEADEX, but we can makequalitativecomparisons andestablishif the LES model reproduces statisticalvariabilityconsistent with observedturbulence. Time seriesplotsof the perturbation temperature, salinity, zonal velocity,vertical velocity, eddy heat, and eddy salt fluxesfrom a 1-hourperiod on LEADEX day 85.122 (Runway experiment,MS) are shownin Figure7 alongwith simulationresultsfrom hour 12 at y = 24 m. Perturbations in these plots are calculatedby subtractinga linear trend from each time series(this is denotedby the circumflexin the figure) and are thereforeslightly different from the perturbation quantitiescalculated by subtractingthe horizontal mean. 0[ I..i•subgrid••••••,•• i I I I• •I 5 0.0,5 m s-• lO / ..-. •5 0.0 ms-1 -,•,/,•,,/' •//••,:,, • 20 I' o.o ,- ,Y/ J.: Modelresults aretakenfromtheUic e = 0.12m s-1 case, whichis very closeto the observedice velocityof 0.118 m s- 1.Because theobservations weremade atnight(around midnight,localtime), we assumethatsurfaceforcingwas similar to the idealized simulationvalues, althoughdaytime solar heatingand a diurnal cycle in the mixed layer fluxesmay haveproduceda laggedsignalin thetemperature (seeMS for details). The largest qualitative differences between the observations and modelresultsare, for the mostpart,related to the smoother model time series. Model 35 •o'•"X o.o •.o •o' •.o Heat flux (Wm -2) Figure 5. Horizontally averaged(a) salinityflux and (b) heat flux from under-ice simulations with ice velocities of 0.0, 0.06,and0.12m s-1. Ice motioncausessignificantchangesfrom the stationary E budget,particularlyin theuppersectionof theprofile.Current sheargeneratedby the ice createsa shearproduction term that has two main effectsnear the ice base.First, the dis- sipationrateincreases sothata largeportionof theshearproductionterm is immediatelycanceledthroughthe subgrid model.The secondmajoreffectof the shearis to decreasethe relativeimportanceof thebuoyancyandadvectivetermsnear thesurface.Deeperin thewatercolumn,however,shearproductionandthe transportof E beginto havea dominantrole asicevelocity isincreased. WhenUic e= 0.12ms-1,boththe transportand shearproductioncausesignificantentrainment time series are ill- teredby the combinationof a 4-s model time step,versus 1.5 s for the observations,and temporal averagingof the third-orderAdams-Bashforthtime-differencingscheme.The LES modelfieldsarealsofilteredby thesubgridscaleparameterizationso that the smallestresolvededdies (~2Ax) have very little energy.In effect,the LES modelcannotaccurately simulateturbulencewith length scalesmuch smaller than 4Ax. Plotsof theeddyfluxesalsoshowtheeffectsof smoothing, with measureddata having more pronouncedpeaksin the fluxes.On average,however,modeledfluxesarewithin -20% of the observations, mostlybecausethe large-scaleeddiesare responsible for the bulk of the scalartransport.Someof this agreement is basedon our choiceof thefrazil ice crystalsize, which was selectedto yield a heat flux matchwith the nolead, Runwayexperimentdata, thus fitting the model to the observations.Many factors could explain the differences betweenthe modeland observations, but overallthe qualitative comparisonis encouraging,especiallygiven that our forcingis only an approximationof the actualdata. A morequantitativecomparisonof the modelandobservationscanbe madeby usingensemble-averaged spectra.We computedthe ensemble-averaged, observedspectralenergy, SKYLLINGSTAD AND DENBO: TURBULENCE BENEATH SEA ICE AND LEADS 2487 (b) (a) Uic e = 0.0 rn s-1 Uic e - 0.05 rn $-t i ___> Transport ' Buoyancy Shear •i• •',1 Shear 15 15 '11 Dissipafiøn •ii !• Dissipation •i ',1 •,,j Transparr 30 ,/I 40 40 -5.0 xl 0 -a 0.0 x10 ø 5.0 x10 -a -5.0 , x10 -a 5.0 x10 -• 0.0 x10 ø Energy(W kg-•) Energy(W kg-1) (d) (c) -1 Uic e - 0.12 m s-1 Uice = 0.09 m s Buoyancy Shear Shear 15 15 Dissipation ' /I• Transport Transport Dissipation • I ! ! 40 -5.0 x10-• Buoyancy 40 0.0 x10 ø 5.0 x10 -• Energy(W kg-1) -5.0 x10 -B 0.0 x10 ø 5.0 x10 -a Energy(W kg-•) Figure 6. Verticalprofilesof the horizontallyaveragedturbulencekinetic energybudgettermsof equation(19) for shearproduction (I), buoyancy production (II), dissipation rate(III), andtotaltrans1 1 1 port(IV)foricevelocities of(a)0.0ms-, (b)0.03ms-, (c)0.09ms-, and(d)0.12ms-]. S(j), wheref = 2re/T,and T is the period,usingdatafrom five individual hours ranging over day 85.122 to 85.289 of LEADEX, taken from the "Runway" experiment(Figure 8). The five time periodswere selectedon the basisof the condition that the net salt flux was negative,indicatingfreezing conditionsat the ice base.Averageice velocitiesduring the time of these measurements were between 0.115 and 0.13 m s-1.Averages fromthemodel werecreated byusing thefive time seriesdescribedabove.Model spectraare limited by the gridresolutionto a maximumfrequency(1/2 theNyquistfrequency)e ual to rcU/2Ax,where U = Uice- u(z-- 3.4 m)= sured and model data is consistent with observations of wall- boundedflow reportedby Katul and Parlange[1995]. Kader and Yaglom[1991] refer to this range of frequencies(or wavenumbers)as the "productionrange," where energyis injectedinto the turbulencefield from the meanshear. At higherfrequencies, the observedspectrafollow a -5/3 powerlaw indicatingan inertialsubrangethatextendsto the instrumentresolution.Turbulenceenergyat thesefrequencies is gainedor lostprimarilythroughinteractions with otherturbulent eddies,with little injectionof energyfrom the mean flow. SimulatedSww(J) and Sss(f)havea more limited-5/3 -0.08 ms-ct isthe ice relative average horizontal velocity atz regionin comparisonwith thedatabecauseof the modelres- = 2.6-m depth. As Figure 8 shows,the model compares favorablywith the low-frequencyflow featuresandis ableto duplicatethe-1 spectralbehaviorthat is evidentin the measureddata.The presenceof a-1 spectralregionin the mea- olutionbut are in goodagreementat the resolvedfrequency. The agreementbetweenthe model and observedspectrato just beyondthe observedtransitionbetweenthe -1 and-5/3 regionsindicatesthatthe modelresolutionis likely sufficient 2488 SKYLLINGSTADAND DENBO:TURBULENCEBENEATHSEAICE AND LEADS (b) Model Results (a) Observations 0.002 0.002 o,.,o.ooo 4,-,,,-.x?.•-.•.-,,.-. •.,,'•-,•,•..• .t•.;w.•,..•-•.',•-,,_w-,-•-•-o,.,o.ooo -0.002 -0.002 0.003 o. • .A•, .• •..•'•1,,, h,,,,, ,t 0.000 •' 0.003 "'"'"'•.... •'•"'•"•' 't •o.ooo -0.003 -0.003 0.025 0.025 7 E o.ooo E o.ooo -0.025 -0.025 0.025 0.025 E o.ooo E o.ooo I <•: -0.025 0 10 20 30 40 50 -0.025o 60 1o 20 30 40 50 Time (mln) Time (rain) ..-. o.ool i E o.ooo ............................ •--.ds,, 0.000 -o.ool ,•,0.002 E 1.....J..,d,, • , , , , ...•,,-• .......... • , • • 0.002 ,.., E <• <• < • -0.002 0 <• -0.002 10 20 30 Time (rain) 40 50 60 0 10 20 30 40 50 60 Time (rain) Figure 7. Time seriesof (a) observed and(b) modeledperturbation temperature, perturbation salinity, perturbation zonalvelocity,verticalvelocity,heatflux, andsaltflux.Observations aretakenstartingat day 85.122 of LEADEX from a depthof 3.0 m below the ice. Model resultsare from y= 24 m betweenhours11 and 12 at a depthof 2.625 m. The averageobservedheatandsalinityfluxesare2.81 x 10-7 K m-2(1.14W m-2)and-1.63x 10-6psums-],where theaverage modeled heatandsalinity fluxes are2.0x 10-7K m-2(0.8W m-2)and-1.11x 10-6psums-](fromfivetimeseries adjusted to3m depth). for thecurrentapplication. Furtherconfidence is providedby tion,centeredon thex axis(seethe Uice= 0.0 casein Figure9 the spatialspectra,takenas the x axis ensembleaverageof for the approximateinitial location).We chosethis initializathey axisspectra,whichindicatea broader-5/3 regionin the tion procedureso that turbulencein the boundarylayer would modelspectra. be fully developed,simulatingupperoceanconditionsafter a sustainedperiodunderuniformlyroughice beforeencountering the lead. Initial ice thicknessof the lead was set to 0.08 4.3. Lead Simulations:TurbulenceStructure,Transport, m, which yieldeda nearlyconstantice growthrate of-0.028 and Energetics rn/d over the lead duringthe 2-hour simulationperiod. The leadexperiments focuson threedifferentice velocity Horizontal cross-sectionplots of the salinity for the lead cases,eachhavingidenticalforcing as the no-leadcasesbut casesare shownin Figure9 from a depthof 3.8 m at hour 12 with different surface ice velocities as shown in Table 1. Lead or 2 hoursafter initializing the lead. As in the no-leadcases, simulationsare performedby initializingthe flow fieldsasin ice motionhasa profoundeffect on the strengthand organithe uniform ice simulations discussed above and then at hour zation of turbulencein the boundarylayer. When ice is sta10 openinga 150-m-widelead extendingacrossthe y direc- tionary,plumesare producedat the lead edge that quickly SKYLLINGSTAD AND DENBO: TURBULENCE BENEATH SEA ICE AND LEADS 2489 of downward motion,ratherthana singleplume removethe moresalinewaterproducedduringfreezingat the tworegions lead surfaceand transportit to the mixed layer base.The centeredon the leadaxis.This is shownmoreclearlyin a verplot (Figure 10a), wheretwo regionsof structureof turbulencein this case is almost completely tical cross-section -50 m apartin thecenter determined by theleadcoolingrateandleadwidth,with con- strongverticalmotionareindicated vectiveplumesactingasa conduitfor the verticaltransport of of the lead. Ice motionbreaksthesymmetryof theleadconvective cirsalt and heat.Becausethe lead is considerablywider thanthe by disconnecting thesurface forcingfromtherestof mixedlayerdepth,the patternof convectionis dominatedby culation I I I I I [ • [ { I I I I I I I I I I I I I I I I I 10-5 1 (a) _ 10-6 -: _ _ _ _ _ _ _ k'1 10-7 -• _ _ '•i' .•: Observations _ _ _ 10-8 -= ........... /'""•..... •--.•'•.•,,• Model _ _ _ _ _ _ Spatial Transform '"•,•,,• _ k-5/3 10 -• --_ _ _ _ _ _ _ _ 1 10-1o ' ' ' ' ' '''1 ' ' ' ' ' '''1 10-t 10-3 ' ' ' ' ' ''' 100 10-• 10-7 • k-5/3 10-• -_ - 10-9 _ - • ,•, •i?•,.. Obse rvta ions 10-10 - (/') 10-11 _ - : M _ _ 10-13 • _ _ - _ _ 10-14 - I 10-3 I I I I I I I I 10 -2 I I I I I I I I I 10 -1 I I I I I I I I 10ø Figure 8. Time seriesspectraof (a) w and(b) S fromLEADEX observations on day 85.122(black) andmodel hour11-12(gray). Alsoshown arethek-5/3andk-1spectral curves representing theinertial subrange andproduction rangeof turbulence and,in Figure8a,themodelx axisensemble averaged y axisspectracalculated from hour 12 (labeled"spatialtransform"). 2490 SKYLLINGSTAD AND DENBO: TURBULENCE BENEATH SEA ICE AND LEADS (Iv) Uic e = 0.0;5m s-1 (a) 600 40O 200 400 2OO 600 x(m) (c) Uice 0 200 0.09 m s 600 x(n,) Ice Motion = 400 -1 600 50.007 4OO ,..,, v 50.005 >' 200 30.003 30.001 0 200 400 600 Figure 9. Salinity (psu)at a depthof 3.8 m below the pack ice after 12 hoursfor ice velocitiesof (a) 0.0ms-], (b)0.03ms-],and(c)0.09ms-1andaninitialleadwidthof 150m.These plots are2 hours afteropening thelead. NotethatwithUic e= 0.09ms-1theleadbegins atthecenter ofthedomain, as in Figure9a, andadvectsthroughthe right-handsideperiodicboundary,reappearing on the leviathan sideandadvectingbackto almostthe middleof the domain,centeredat x = -288 m. the lead circulationas shownin Figures9b-9c and 10b. This tendsto smooththe effectsof leadconvectionby separating convectiveelementsfrom the surfaceforcing and by introducing a diffusive turbulentflux from ice roughnessand shearproduction.The importanceof under-iceshearproduction is made clear by the coherentstructureof turbulence the enhancedsalinityflux at the leadcausesa gradualdeepeningof the salineplumesdownstream from the lead.With eachplumeis a tendencyfor positivemomentumtransportas shownby the vectororientationwithinthe plumes.Thusthe plumesactto transportmeanmomentumgeneratedby the ice motiondownwardinto the mixed layer. within the lead circulation,which is setmostlyby streaksthat Visual inspectionof the crosssectionsshownin Figures9 arepresentunderthe packice. Thesevorticesare enhancedat and 10 suggests that the verticalsalt and heat fluxesbeneath the lead by increasedsalinity flux but in general remain leadsare greatly affectedby increasingice motion. This is coherentas the lead passesoverhead.As Figure 10b shows, verified by plotting the averagesalt and heat flux for each SKYLLINGSTAD AND DENBO: TURBULENCE case at hour 12 (Figure 11). In thesecases,increasingice motionforcesweakerturbulentheatflux but strongerentrainmentat the mixing layerbaseasindicatedby the salinityflux. The depthof the maximumheat flux increaseswith decreasing ice velocitybecauseindividualplumesare able to extend deeperinto the boundarylayer with lesscurrentshear.All of the flux profileswith leadshadmaximathatwere deeperthan the no-leadsimulations.Plots of the E budgetprofiles(not presented)are similar to plots for the pack ice simulations shownin Figure7 but with a strongerbuoyancyterm because of the increased surface salt flux at the lead. The relative importanceof turbulencegeneratedby ice motion versusbuoyancyforcing can be estimatedby using the ratio of the mixed layer depthandMonin-Obukhovlength scale defined as BENEATH SEA ICE AND LEADS 2491 pack ice region, respectively.Similar nondimensional numbersare given by Morison et al. [1992] and Kantha [1995]. Values forLorange from-1forUic e= 0.09m s-1, indicatinga mixedforcedandfreeconvection regime,to -15 forUice = 0.03m s-1,implying a freeconvective scenario. Thesevaluesare consistentwith thosereportedby Morison and McPhee [1998] for leads3 and 4 of LEADEX, which hadicevelocities of-0.09and-0.03ms-1,respectively. 4.4. ComparisonWith LEADEX Data From Lead 3 Comparisonbetween LEADEX observationsand the modelwere madeby usingdatafrom lead 3 takenbetween day98.427and98.594at a depthof 4.3 m. At thetimeof the observations,lead 3 was --1 km wide, coveredwith -8 cm of ice,andhadanicemotion of 0.092m s-1.Timeseries plots are presented in Figure 12 comparing the observedturbu- , Lo= gd(w'O') lead (20) lencecharacteristics with the modeloutputfrom the Uice= 0.09 rn s-I case.Thesetime seriesweretakenfrom the downwhere d = 32 m is the mixed layer depthand the buoyancy streamleadedgeat y = 46.5 m andat a modeldepthof 3.8 m, and momentumfluxesare estimatesover the lead region or usingthe samex positions astheno-leadcase.As in the no- p(UtW t) ice (a)Uic e= 0.0rns-1 o . .. ElO •':i•:: •i" ..... .I"'•-•-•ma'""••-•'•••••"'•••••"" '•--' "j "• ••r 0.20 -==?•==---=='=•-=---' ............ '•"•"'" •"='"" ................................ ?•:'="•';.--:' •'•'"-: ..-L"=•t -' "'•'" 50 225 325 275 375 425 475 x (•) Ice Motion (b)Uic e- 0.09rns'1 o E10 .c 20 •, 30 40 75 175 125 225 275 325 375 x (m) 0.05 rn s-] 30.001 30.003 30.005 30.007 Salinity (psu) Figure10. Cross-section plotsof salinityandperturbation velocityvectorfor leadsimulations with (a)Uice = 0.0ms-1and(b)Uice = 0.09ms-1.Sections aretaken fromy = 200athour12.Leadposition is indicatedby the thick line abovethe plots. 2492 SKYLLINGSTAD AND DENBO' TURBULENCE (a) '\ • '• "•,,• lO 15 0.0m 1 / 0.03 .s: 20 o.o ,-, 30 35 40 -1.2 x10 -6 , i •/Ji -6.0 xl 0 -7 0.0 xl 0ø 6.0 x 0 -7 Salt flux (ps• m s-'•) (b) o i i i i 5 lO 0.09ms , 15 E .c: 2o 0.03 ms-'"•.•'// / /7 25 3o 35 •.• BENEATH SEA ICE AND LEADS resemblesimilar structuresobservedin the atmosphereand OBL, as was notedby Thorpe[1985]. Overall, the range of simulatedsalinity is relatively close to the observations, althoughtemperaturevariationsappearto be greaterin the LEADEX data.Heat and salinityflux values showgoodagreement;however,as Figure 11 shows,vertical turbulentflux gradientsvary rapidly near the ice bottom. Thusrelativelyminorverticalaveragingcouldleadto significant changesin the heat and salinityflux estimates.Plots of the ensembleaveragedspectratakenfrom the five time series cases (Figure 13) also show reasonablecorrespondence, althoughthe agreementis not a goodasthe higher-resolution no-leadcase(Figure8). Nevertheless, the spatialspectrastill show a region of-5/3 drop-off indicatingthat the model is simulatinga portion of the inertial subrange.The vertical velocity spectraare again in betteragreementthan the salinity spectra,which showsa "flatter"profile at large scalesin comparisonwith the observations. The relativelygoodagreementbetweenthe simulatedand observedtime seriesand fluxesis somewhatsurprisinggiven the much greater lead width for lead 3 versusthe model (•-1000 m versus150 m). This can be explainedby considering the relatively shallow time seriesdepth relative to the boundarylayer changesbroughton by the lead surfacefluxes. As waterpassesunderthe lead,it developsan internalboundary layerforcedby the leadsurfacefluxes.In the time it takes the lead to traverse150 m, this boundarylayer grows to almostthe haloclinedepth at 32 m. Thus the lead internal boundarylayer has almost reachedthe preexistingOBL depthby the time the data are collected.This growthis consistentwith Morison and McPhee [ 1998], who used an autonomous underwater vehicle to examine the horizontal turbulentstructurebeneathlead 3 at 15-m depth,They found that fluxeswere relativelyuniformacrossthe lead,indicating thatthe lead-inducedboundarylayerrapidlyreachedan equilibrium downstreamfrom the leadedge. 5. Frazil Ice Effects Althoughmostof theheatlostthroughtheice goestoward new ice growthat the ice base,a significantfractionof the 4o heatlossactsto coolthe oceanjust beneaththe ice. During 0.0 LEADEX, theboundarylayertemperature structure wastypHeat flux (W m-2) ically very nearfreezingso that heat flux from the water to the ice producedsupercoolingand formationof frazil ice. Figure 11. Horizontally averaged(a) salinity flux and (b) Using optical techniques,Pegauet al. [1996] observedthat heat flux from 150-m lead simulations with ice velocities of mostof the frazil ice formedby surfacecoolingwasconfined 0.0,0.03,and0.09m s-1. to the upper2-3 m of the watercolumn.This was alsotrue in our simulations,as is shownby a plot of the y axis averaged frazil icefor the Uice = 0.09 m s-1 leadcase(Figure14). Modleadcase,smoothing in themodelcauses thegreatest qualita- eled concentrations are similarto the observations (-0.05 kg tive difference between the simulation and measurements. m-3)withthehighest concentrations located justbeneath the Nonetheless, the modelduplicates the generalpatternof surfaceand a strongreductionin concentrationbelow -5 m. strongdownwardmoving salineplumesas shownin the Observations of the frazil verticalstructureshowa sharpcutLEADEX data. The effect of the lead in these time series is off of measurable concentrations between3- and4- m depth, mostnotablebythemuchlargertemperature andsalinityper- whereas in the model, the concentrationdrops off more turbations in comparison with the no-leadcase(Figure7; smoothly.The frazil modelusedin theLES only considereda notethe changein axisscales).We alsonotethatperturba- singlecrystalsize and did not simulatethe effectsof crystal tionstendto havelongertimescales in theleadcase,suggest- growth.The lack of theseprocesses, along with the coarse ingmorecoherent plumes of downward movingsalinewater. gridresolution,couldhavecontributedto the relativelylarger There is an indicationof ramp-likestructures in the time concentration in the simulatedfrazil ice andthe greaterdepth series,withsalinityincreasing relativelyslowlybeforedrop- of frazil transport(crystalswould have grown and moved ping rapidlyas plumespassthe measurement site.They upward because of buoyancy). Nevertheless,the simple SKYLLINGSTAD AND DENBO: TURBULENCE SEA ICE AND LEADS 2493 (b) Model Results (a) Observations • BENEATH • o.ooo o.ooo 0.006 •- 0.000 0.000 -0.006 -0.006 0.025 •,. 0.025 T 0.000 E o.ooo -0.025 -0.025 0.025 0.025 E o.ooo E o.ooo -0.025 10 20 50 40 50 10 20 •,. 50 40 50 40 50 Time (rain) Time (min) 0.005 0.005 • 0.000 o -0.005 ,•. 0.010 0.010 T E 0.000 -0.010 0 c•-0.010 10 20 ,50 Time(rain) 40 50 60 0 10 20 ,50 60 Time(rain) Figure 12. Time seriesof (a) observedand (b) modeledperturbationtemperature,salinity,zonal velocity,verticalvelocity,heatflux, and saltflux. Observations are takenfrom 4.3 m belowthe ice startingat day 98.51 of LEADEX. Model resultsaretakenbetweenhours11 and 12 from a depthof 3.8 m on thedownstream leadedgeat y = 46.5 m. The meanobservedheatandsalinityfluxesare3.54 x 10-6øCm-2(-14W m-2)and-1.54x 10-5psums-], whereas themean modeled heatandsalinity fluxes are-2.5x 10-6øCm-2(-10 W m-2)and- -1.2x 10-5psum s-] (based onfivetimeseries adjustedto 4.3 m). modelemployedhereproducedgoodresultsfor the short pressure effecton freezingpoint).Melting coolsthe water timeperiodsimulations. column;however,thisis offsetby turbulentheattransportso Without frazil ice, the heat budgetof the ice-coveredthatthe localtemperature changeis minor.Frazil concentraboundary layeris incomplete. Thisis clearlyshownby com- tionfallsto nearzerobelow-10 m, andtemperature changes paringtheboundary layerturbulent heatbudgetwiththefra- in the lowerhalf of the boundarylayerare dominatedby zil sourcetermfrom as presented in Figure15. Heat flux coolingfrom turbulenttransport. Continuous coolingof the fromtheoceanintothe-0.08-m-thickiceovertheleadis -35 middepthboundarylayerby frazil meltingwouldeventually W m-2inthesimulation. Mostofthisfluxisremoved viafra- cause thelocaltemperature todecrease tothefreezing point. zil production in theupper5 m of thewatercolumnasshown However,duringLEADEX, daytimesolarradiationheated bythesignificant heating generated byfrazilproduction. A thewater below theleadwitha fluxofupto-100W m-2, largeportionof the frazil ice risesto the ice bottomandis compensating for the nighttimecoolingfromfrazil ice melt- incorporated into the ice sheet,effectivelydecreasing the heat ing. flux outof the upperocean.Below-5-m depth,frazil transWe notethata similarverticalheatingprofileis produced porteddownwardby turbulence startsto meltastheseawater by frazil icein thepackicesimulations discussed in section1 temperaturerises slightly abovefreezing (becauseof the (notshown).However,in caseswith 1-m-thickpackice, the 2494 SKYLLINGSTAD AND DENBO: TURBULENCE I 10-4 I I I i I I [ • 10 -5 _ 10-s I ] I BENEATH I I SEA ICE AND LEADS I I ill I t I I Model I I I I (a) .......... '........................... '"•,,• .... --.'",,,/• .,•,..,..:•, Observations _ •: 10-7 Spatial Spectra 10-• '^ 10-9 --= _ _ _ _ _ _ _ 10-m [ ! [ 10-3 t 10 -5 • t t • tt,I ] , , i i i [ [ ! i i i Model 10-6 10 -7 _ "•'"'"•...x,,. '//! ...... ...•• 10-9 Observations 10-•o [ ] [ ! ' [ ' I 10-2 ! ! ' [ ! [ [ [ [ 1O-• [ [ [ [ ! 10ø Figure13. Timeseries spectra of (a) w and(b)S fromLEADEXobservations onday98.51(black) andmodel hour11-12 (gray) fromtheUic e= 0.09ms-1leadsimulation. Thek-5/3andk-1spectral curvesarealsoshown, representing theinertialsubrange andproduction rangeof turbulence, andthe spatial y axisspectra ensemble averaged in thex direction forsalinity fromz = 3.8m (offset bya factorof0.01).Because thefrequency spectra aretaken fromtheleadcirculation, theyhavemoreenergy thanthe spatiallyaveragedspectra. oceancooling rates are much smaller,so that frazil concen- (Figure16). Beneaththelead,heatflux is relativelysmall,as trationsare very small. In addition,mostof the frazil ice is mostof the surfaceheatlossgoestowardfrazil ice formation. deposited on thebaseof thepackice beforeit canbe trans- As the frazil ice meltsand plumevelocitiesincreasedownportedto significantdepthsand melted.Frazil ice in these stream from the lead, the turbulent heat flux increases to a casesis, in effect,equivalent to an increase in thepackice maximum-25-50 m downstream from the leadedge.The freezingrate,whichcauses lessoceancoolinganda greater localmaximumin heatflux decreases to nearbackground under-ice salt flux. A plotof theturbulent heatflux,w'T', averaged alongthe y axis providesa clearer view of the local effect of the lead values -200 m downstream from the lead. The verticalprofileof heatflux in Figure16 at the downstreamleadedgeis consistentwith LEADEX measurements, SKYLLINGSTAD AND DENBO: TURBULENCE BENEATH SEA ICE AND LEADS 2495 Ice Motion Lead Location IIIIIII III I IIIII -'.-'"--'-'". ....::(:i:i:• •' •:!•:':;':•'•J•i,..•'..,. .... •. ........•:•.i•..•::':." 'O.O1 ' '- '-. ......... 2O o ,oo Figure14.Cross section ofy axisaveraged fraziliceconcentration inkgm-3athour12fortheUic e= 0.09 m s-] leadsimulation. showing anincrease from~6W m-2at4-mdepth to~30W m-2at10-m depth reported inMS.Without frazilice,it isdif- mum in turbulentheatflux just belowthe surfaceanda nearlinear decreasein heat flux with depth[seeSkyllingstadand ficult to explain how heat flux would increasewith depth Denbo, 1995]. One alternativeexplanationfor the heat flux below theleadatnight. Typical boundary layer 'heat fluxpro- maximummightbe the entrainmentof relativelywarm water files for a cooledconvectiveboundarylayer showa maxi- from the pycnocline(sincewater temperatureincreaseswith increasingdepth).This is evidentin Figure 16, asis shownby the higher heat flux at ~30 m. However, fluxes related to entrainmentcovera smallerregion and are physicallysepaI I I I rate from the maximum heat flux in the middle of the bound- ary layer downstreamfrom the lead. Becausemost of the / downward shift in heat flux is due to frazil ice effects, we Frazil believetherole of frazil ice may be criticalin determiningthe polaroceanheatbudget,especiallyunderleads. / / •'• Turbulenf 6. Conclusions 10 Tofol e- A large-eddysimulationof turbulenceunderfreezing sea ice andleadswasperformedfor a rangeof ice velocitiesand comparedwith observedturbulenceparameters.Stationary ice withoutleadsproducedturbulentstructures that exhibited a cellularpatternsimilar to atmosphericboundarylayer convectionnotedin previousLES studies.Ice motioncausedthis patternto break down rapidly, with ice velocitiesas low as T 15 2O 0.03m s-] promoting theformation of streak-like structures 25 3O I o.oo I I O. lO Heating (øC per day) 0.20 alignedwith the ice motion.With increasingice velocity,the horizontal separationbetween the streaksgrew, and they becameless distinct becauseof more vigoroussmall-scale turbulence.Analysisof the heat and salinityfluxesshowed that slow-moving ice caused a decreasein the relative strengthof the heatflux just underthe ice relativeto stationary ice, but with faster velocity, the flux again increased. Entrainment at the mixed layer base also increased in response to sheargenerated by moreboundary layermomen- tum. Analysisof the TKE budgetfor eachcasedemonstrated shear production from strong ice velocities overlation along with turbulentflux and frazil heatingrates whelmedentrainmentfrom negativelybuoyantplumesin the averagedbetweenhours10 and 12. Note that mostof the fra- stationarycase. zil heatingabove~ 4 m is accounted for by deposition of Openingof leadscausedsignificantchangesin the turbufrazil ice on the bottom of the surface ice slab. lent structureof the mixed layer,particularlywhenice veloc- Figure 15.Total heating rateforUice = 0.09ms-I leadsimu- how 2496 SKYLLINGSTAD AND DENBO: TURBULENCE BENEATH SEA ICE AND LEADS Ice Motion Lead Location lO 3o 4o o 1 oo 2oo 5oo 400 X(m) Figure16. Cross section ofturbulent heatflux( pCvw'T') fromtheUice= 0.09leadcase athour7. Theheatfluxis averaged alongthey axis.Thicklineabovethegraphsignifies theapproximate location of the lead. ity was small.A 150-m lead in stationaryice generatedtwo downwellingregionswith spacingof-50 m, centeredin the middle of the lead. Ice motion caused a much different struc- ture, with preexistingcoherentstreakstructures definingthe main plumesof higher-salinitywaterbeneaththe lead.Traveling leadsproduceda trailing plume of enhancedsalinity anddownwarddirectedvelocitythatlengthened with increasing ice velocity.In comparisonwith the pack ice simulations, heat flux peakedat greaterdepthsbecauseof the higherconcentrationof frazil ice andrelatedheat transport. Model time seriesdatatakenfrom a pointmovingwith the ice showedgoodcomparisonwith LEADEX datafrom under pack ice and the edgeof a 1-km-widelead.Qualitativecomparisonshowedthatthe modelwas able to duplicatelow-frequency flow features,such as plume structures,with good accuracy. Comparisonof modeled and measuredvertical velocity and salinityspectrashowedgood agreementat low frequenciescoveringa portion of the productionrange and inertial subrange. Fluxes were also modeledaccurately;however,this good agreementwas partly a resultof the ice crystalsize selection boundarylayer.In comparison, typicalconvectiveboundary layershavea maximumturbulentfluxjust belowthe cooled surface[e.g.,Skyllingstad andDenbo,1995].A possibleconsequenceof this result is that accuratemeasurements of under-ice heat flux may require turbulencemeasurements away from the ice bottomto avoid errorsassociated with latentheatcontainedin transported frazil ice. Simulationresultsimply that the effect of leadson the upperoceanheatandsalinitybudgetsmay needspecialized parameterization in modelsof thepolaroceans.Forexample, our resultsindicatethat frazil ice underleadscan carry a sig- nificant heatflux(i.e.,--10-30 W m-2)andneeds toberepresentedin the upperoceanheatbudget.Most thermodynamic seaice modelssimplyconvertall heatinto new ice whenthe oceantemperature reachesthefreezingpoint.LEADEX measurementsand our resultsindicatethat a significantfraction of the outgoingheatflux cancool the oceanboundarylayer while ice is forming.We planto furtherexplorethishypothesis in future researchby usingdata from the SurfaceHeat Budgetin the Arctic(SHEBA) experiment. in the frazil ice model. Nevertheless, the constant frazil ice Acknowledgments.The authorswould like to thank the three anonymous reviewersandWilliam Smythand ClaytonPaulson scenarios(i.e., under 1-m-thick ice versus0.08-m lead ice), for veryusefulcomments. Specialgratitudeis extendedto Miles indicatingthat the modelis robustand shouldbe applicable McPhee for kindly supplyingturbulencedata from LEADEX. over a rangeof conditions.Transportof heat by frazil ice in We would also like to acknowledgethe supercomputertime the boundarylayer was found to have a significantrole in providedby theNationalCenterfor Atmospheric Research. This determiningthe overall flux of heat into the upper ocean. work was supported as partof the SHEBA projectby National Near the ice bottom, most of the heat transferred to the water ScienceFoundationgrantOCE-97-03539. was usedto form frazil ice, which was then depositedunder the ice and mixed downwardby turbulence.Melting of the References transportedfrazil causedcoolingof the upperboundarylayer water and a corresponding increasein the local turbulentheat Backhaus,J. O., and J. Kampf, Simulationsof sub-mesoscale crystal size yielded good resultsfor very different forcing flux. 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