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Mixed layer

The mixed layer is a layer in a thermally stratified fluid in which turbulent mixing produces nearly uniform values of temperature, salinity (or chemical composition), and density near the surface. This concept applies across various environments, including oceans, lakes, and the atmosphere. In oceanography, it refers to the uppermost zone of the ocean where temperature, salinity, and density are nearly uniform due to intense turbulent mixing driven by surface winds, breaking waves, and convective processes such as heat loss or evaporation.^[1] This layer typically extends from the sea surface to a depth of 10 to 200 meters, though it can vary significantly from just a few meters during calm, warm periods to over 300 meters in stormy winter conditions.^[1]^[2] The formation of the oceanic mixed layer results from mechanical and thermodynamic forcing at the air-sea interface. Wind stress generates shear and turbulence that stirs the water column, while surface heating or cooling influences buoyancy and convection; for instance, winter cooling promotes deeper mixing by increasing density differences that drive overturning.^[1] Evaporation and precipitation further modulate salinity, enhancing or inhibiting stratification.^[2] The base of the mixed layer is often defined by a temperature drop of about 0.5°C to 1°C from the surface or a density increase, marking the transition to the thermocline where stratification strengthens and mixing diminishes.^[1]^[3] This layer plays a critical role in global climate dynamics by mediating exchanges of heat, momentum, gases, and nutrients between the atmosphere and ocean interior. It absorbs a significant portion of atmospheric carbon dioxide through gas exchange, influencing ocean acidification and carbon cycling over timescales of 10 to 100 years.^[2] Seasonal deepening of the mixed layer in winter facilitates nutrient upwelling, supporting phytoplankton blooms and marine productivity upon restratification in spring.^[1] Variations in mixed layer depth also affect ocean circulation patterns and heat storage, with implications for phenomena like El Niño-Southern Oscillation.^[4] In limnology, a similar mixed layer forms in lakes due to wind mixing and thermal stratification, influencing freshwater ecosystems. In atmospheric science, an analogous mixed layer exists within the planetary boundary layer, characterized by vigorous daytime turbulence that homogenizes temperature and humidity vertically, typically reaching heights of 1 to 2 kilometers under convective conditions.^[5] However, the term "mixed layer" most commonly denotes the oceanic context in geophysical literature.

Overview and General Concepts

Definition and Characteristics

The mixed layer refers to the uppermost zone in a water body or the atmosphere where turbulence induced by mechanical and thermal forcing creates a nearly homogeneous distribution of physical properties, such as temperature, salinity in aquatic systems, or potential temperature and specific humidity in the atmosphere.^[6] This layer forms the interface between the surface and deeper regions, with its uniformity arising from vigorous vertical mixing that erodes gradients in density and other properties.^[7] In oceanic contexts, it is often the primary example in marine science, serving as a foundational concept for understanding upper ocean dynamics.^[8] Key characteristics of the mixed layer include its vertical homogeneity in properties like potential temperature and salinity, which minimizes density gradients within the layer, and its demarcation below by a transition zone of stable stratification, such as a thermocline (temperature-based), halocline (salinity-based), or inversion layer.^[6] The depth of this layer varies significantly across environments, typically ranging from 10 to 200 meters in oceanic settings, 100 to 2000 meters in the atmospheric boundary layer, and 5 to 50 meters in freshwater lakes, depending on forcing intensity and ambient conditions.^[6]^[9]^[10] The primary drivers of mixed layer formation and maintenance are wind stress, which generates shear and mechanical turbulence; buoyancy fluxes from net surface heating, cooling, evaporation, or precipitation; and convective overturning triggered by surface cooling or brine rejection in winter.^[6] These processes sustain mixing until balanced by restorative stratification forces.^[7] The concept of the mixed layer was first systematically conceptualized in oceanography by Sverdrup et al. in their seminal 1942 text The Oceans, where it was described as a well-mixed surface zone influenced by wind and thermal effects.^[11] This idea was extended to atmospheric and limnological contexts during the mid-20th century, as meteorologists formalized the convective boundary layer and limnologists refined models of epilimnetic mixing in stratified lakes.^[12]^[10]

Universal Importance Across Environments

The mixed layer in stratified fluid systems, whether oceanic, atmospheric, or limnological, functions as a dynamic interface that facilitates the vertical exchange of heat, momentum, and nutrients between the surface and underlying layers. In oceanic contexts, this layer modulates turbulent fluxes driven by wind stress and buoyancy, enabling the redistribution of thermal energy and mechanical energy from the atmosphere into the ocean interior. Similarly, in the atmospheric planetary boundary layer, turbulent mixing transfers momentum from surface winds to higher altitudes, while in lake epilimnia, it homogenizes heat and circulates dissolved substances like oxygen and trace elements. These exchanges are fundamental to maintaining system stability and driving large-scale circulation patterns across environments.^[6]^[13]^[14] In terms of climate relevance, the mixed layer significantly influences the global energy balance by regulating surface fluxes of heat and moisture, with its thermal inertia acting to dampen short-term temperature variability at the air-water or air-land interface. For instance, the ocean's heat capacity, with the mixed layer playing a key role in initial absorption and vertical distribution, accounts for over 90% of global excess heat uptake since 1971 and thereby modulating sea surface temperature fluctuations that feedback into atmospheric circulation.^[15] This buffering effect extends to atmospheric and limnological settings, where enhanced stratification under warming conditions alters flux rates, potentially amplifying regional climate sensitivities. In coupled models, accurate representation of mixed layer processes is essential, as biases in vertical mixing contribute to uncertainties in heat uptake projections, such as a 10% variability in future ocean warming estimates. The oceanic mixed layer's role is particularly evident in modulating events like the El Niño-Southern Oscillation through sea surface temperature anomalies.^[16] Ecologically, mixed layers exert control over primary productivity by entraining nutrients from subsurface reservoirs into sunlit surface zones, fostering biogeochemical cycles that sustain food webs. In oceans and lakes, this nutrient upwelling supports phytoplankton growth, which forms the base of aquatic and marine ecosystems, while in the atmospheric boundary layer, it influences aerosol and trace gas distributions that affect cloud formation and precipitation. Feedback loops arise as biological activity within the mixed layer, such as algal blooms, modifies local density gradients and mixing intensity, thereby influencing carbon sequestration and oxygen levels. Climate-driven changes, including reduced mixing depths, are projected to decrease nutrient supply and primary production by 4–11% in upper ocean layers by the end of the century under high-emission scenarios, with analogous impacts on lake productivity through altered thermal structures.^[15]^[17]^[16] Observational and modeling challenges stem from the mixed layer's uniformity, which hinders remote sensing techniques like satellite altimetry or radiometry that rely on density gradients for detection. This homogeneity complicates in situ measurements and parameterizations in numerical models, where subgrid-scale turbulence must be approximated to capture fluxes accurately. In coupled ocean-atmosphere models used for IPCC assessments, refined mixed layer schemes, such as those incorporating eddy-induced transports, are vital for simulating climate variability, as evidenced by their role in reducing biases in global heat and carbon budgets.^[18]^[15]

Oceanic Mixed Layer

Formation Processes

The oceanic mixed layer forms through turbulent mixing processes that homogenize temperature, salinity, and velocity in the upper ocean, primarily driven by mechanical and thermodynamic forcings at the surface. Wind stress at the air-sea interface generates shear turbulence by transferring momentum to the water column, creating velocity gradients that promote vertical mixing. This shear is quantified by the surface wind stress \tau = \rho C_d |U| U, where \rho is the water density, C_d is the drag coefficient, and U is the near-surface wind velocity.^[19] Surface buoyancy loss, through evaporative cooling or net radiative heat loss, destabilizes the water column and induces convective overturning, where denser fluid sinks and entrains underlying water, further deepening and homogenizing the layer.^[20] These processes exhibit strong seasonal and diurnal variability. In winter, enhanced surface cooling intensifies convection, leading to a deepening of the mixed layer as turbulent plumes penetrate deeper into the thermocline; for instance, in the North Atlantic, winter mixed layers can exceed 500 meters in subpolar regions due to this mechanism. Conversely, in summer, solar heating establishes a stable surface stratification, shallowing the layer to tens of meters and reducing turbulence, while diurnal cycles cause temporary deepening during daytime wind events or nighttime cooling.^[21] The dynamics of these mixing processes are captured in the turbulent kinetic energy (TKE) budget, which balances production, dissipation, and transport terms. A key production term arises from wind-induced shear, expressed as the shear production \left( \frac{\partial u}{\partial z} \right)^2 + \left( \frac{\partial v}{\partial z} \right)^2, where u and v are horizontal velocity components and z is the vertical coordinate; this term reflects the conversion of mean kinetic energy from wind stress into turbulence that sustains the mixed layer.^[19] Surface gravity waves contribute to mixed layer formation by breaking and injecting momentum, while Langmuir turbulence—arising from the interaction of wind-driven currents with wave-induced Stokes drift—enhances vertical mixing through organized counter-rotating cells that extend throughout the layer. These cells can increase effective diffusivity by factors of 2–10 compared to shear alone, particularly under moderate winds, amplifying the impact of both wind stress and convection.^[22]

Depth Determination Methods

The oceanic mixed layer depth (MLD) is determined through a combination of observational criteria applied to vertical profiles of temperature and density, ensuring consistency across datasets. A standard temperature-based criterion identifies the MLD as the depth where the potential temperature decreases by 0.5°C relative to the surface value, a threshold that captures the transition from well-mixed conditions to stratification and has been used in global climatologies.^[23] An alternative, finer-resolution criterion sets the MLD at the depth of a 0.2°C temperature difference from a reference value at 10 m depth, as developed by de Boyer Montégut et al. (2004) using extensive profile data to produce a global climatology.^[24] For density-based definitions, which account for salinity effects, the MLD is defined as the depth where potential density increases by 0.03 kg/m³ from the near-surface reference, providing a robust measure in regions with significant haline influences.^[24] These thresholds are selected to reflect the physical boundary where turbulence homogenizes properties, though slight variations in criteria can lead to differences of 10-20 m in estimated depths depending on local stratification.^[25] Observational techniques rely on in situ profiling to acquire the necessary temperature and salinity data for applying these criteria. Shipboard conductivity-temperature-depth (CTD) sensors offer high-vertical-resolution measurements during research cruises, allowing precise MLD calculations along transects and in targeted regions like coastal or frontal zones.^[26] The Argo float program, with approximately 4,000 active instruments as of 2025, provides near-global coverage through autonomous drifting profilers that measure to 2,000 m every 10 days, enabling automated MLD estimation via algorithms that process temperature and salinity profiles for threshold detection.^[27] These floats have generated millions of profiles, supporting monthly climatologies with uncertainties typically below 10 m in well-sampled areas.^[28] Complementing direct methods, satellite altimetry derives proxy estimates of MLD by observing sea surface height anomalies, which correlate with upper-ocean density gradients when integrated with empirical models or reanalysis products.^[29] Such remote sensing approaches extend spatial coverage but require calibration against in situ data to achieve accuracies of 20-50 m.^[30] Theoretical and numerical modeling of MLD employs bulk parameterizations that simulate the layer's evolution based on surface forcing and stratification. The Kraus-Turner (1967) entrainment model, a foundational one-dimensional framework, predicts MLD changes through the turbulent kinetic energy budget at the base of the layer, leading to the entrainment equation:

h \frac{dh}{dt} = \frac{\Delta b \, w_e}{\frac{\partial b}{\partial z}}

where h represents the MLD, \Delta b is the buoyancy jump across the interface, w_e is the entrainment velocity driven by wind stress and surface cooling, and \frac{\partial b}{\partial z} is the buoyancy frequency gradient in the thermocline below.^[6] This equation balances energy inputs to compute deepening rates, with w_e often parameterized as proportional to the cube of the friction velocity from surface stresses.^[31] Such bulk formulas are integrated into global ocean models like HYCOM or ECCO, reproducing observed MLD variability with root-mean-square errors of 20-30 m when forced by reanalysis winds and heat fluxes.^[32] MLD determination reveals pronounced regional variability tied to atmospheric forcing patterns. In subtropical gyres, MLDs typically range from 50-100 m year-round due to moderate trade winds, whereas in the Southern Ocean's storm tracks, intense extratropical cyclones drive deeper mixing, with winter MLDs often exceeding 150-200 m and suppressing seasonal restratification.^[33] This latitudinal contrast underscores the role of storm frequency and intensity in modulating global MLD distributions, as evidenced by Argo-derived climatologies showing mean depths 50-100 m greater in high-latitude storm-prone zones compared to equatorial regions.^[34]

Role in Ocean Circulation and Climate

The oceanic mixed layer plays a pivotal role in large-scale ocean circulation by facilitating subduction, the process through which surface waters are transferred into the stratified interior, thereby ventilating the upper ocean and contributing to gyre dynamics and thermohaline circulation. In subtropical gyres, such as the North Atlantic, subduction occurs primarily during the seasonal cycle, with fluid entrained into the mixed layer during winter cooling and subducted in spring and summer as the layer shoals due to buoyancy input. This process feeds intermediate waters, with annual subduction rates ranging from 50–100 m yr⁻¹ in the North Atlantic subtropical gyre, enhanced by Ekman pumping and lateral advection across the sloping base of the mixed layer. In the formation of North Atlantic Deep Water (NADW), deep convection within the mixed layer during winter preconditions waters for subduction, linking surface processes to the global thermohaline overturning circulation and transporting properties like heat and nutrients into the ocean interior.^[35]^[36] Variations in mixed layer depth (MLD) significantly influence climate modes such as the El Niño-Southern Oscillation (ENSO) and the Indian Ocean Dipole (IOD) by modulating upper-ocean heat storage and sea surface temperature (SST) anomalies. During canonical El Niño events, anomalous deepening of the MLD reduces vertical mixing and entrainment of cooler subsurface waters, amplifying SST warming in the eastern Pacific and sustaining heat content anomalies that feedback into atmospheric teleconnections. This MLD feedback contributes to up to 20% of the SST anomaly amplitude, as shown in hindcast simulations using regional ocean models forced by reanalysis data from 1961–2016. For the IOD, shoaling of the MLD in the western Indian Ocean during positive phases enhances surface warming through reduced heat loss to deeper layers, intensifying dipole SST contrasts and influencing monsoon variability.^[37]^[38] The mixed layer integrates into the ocean carbon cycle as a dynamic reservoir for CO₂ uptake, where air-sea gas exchange rates are governed by its depth and ventilation processes. Acting as the immediate interface with the atmosphere, the mixed layer absorbs CO₂ driven by a partial pressure difference (ΔpCO₂) of about 7 µatm globally, with fluxes calculated as F = k × s × ΔpCO₂, where gas transfer velocity k scales with wind speed and is modulated by MLD thickness—shallower layers promote faster equilibration and higher uptake via biological drawdown. Deeper MLDs enhance ventilation of dissolved inorganic carbon (DIC) to the subsurface, facilitating export of 22–44% of absorbed anthropogenic CO₂ to intermediate and deep waters, particularly in coastal and high-latitude regions where upwelling and biology amplify the sink strength to 0.25 GtC yr⁻¹ in coastal zones alone.^[39]^[40] Observational and model-based evidence underscores the mixed layer's climatic imprint, with satellite-derived MLD anomalies correlating strongly with SST fluctuations in coupled models. In CMIP6 simulations, MLD biases in deep-water formation regions, such as the North Atlantic, lead to erroneous SST patterns, with eddy-rich models showing shallower winter MLDs and reduced biases compared to low-resolution counterparts, highlighting the role of mesoscale processes in realistic heat transport. These anomalies, derived from Argo floats and satellite altimetry proxies, reveal interannual MLD-SST couplings that amplify variability in modes like ENSO, as validated against historical observations.^[41]

Barrier Layer Thickness

The barrier layer thickness (BLT) is defined as the vertical distance between the base of the mixed layer depth (MLD) and the isothermal layer depth (ILD), arising when salinity stratification causes the ILD to exceed the MLD, thereby creating a stable layer that separates the well-mixed surface from the thermocline below.^[42] This structure forms because horizontal freshwater inputs or vertical salinity gradients reduce surface density without corresponding temperature changes, preventing full vertical mixing down to the thermocline.^[43] The presence of the barrier layer alters upper-ocean dynamics by limiting the exchange of properties across the pycnocline.^[44] Barrier layers manifest in distinct regimes influenced by regional hydrographic conditions. In salt-stratified regimes, riverine freshwater plumes, such as those from the Amazon River, cap the surface with low-salinity water, deepening the isothermal layer while keeping the density-based mixed layer shallow.^[45] Temperature-inverted regimes occur in regions like the western Pacific warm pool, where intense rainfall or diurnal warming creates subsurface temperature inversions atop a halocline, enhancing stability.^[46] Double-diffusive regimes involve thermohaline instabilities, such as salt fingers within haloclines, where warmer, saltier water overlies cooler, fresher water, facilitating selective salt transport without vigorous mixing.^[47] The BLT is calculated as BLT = ILD - MLD, with the ILD determined as the depth where temperature drops by 0.5°C relative to the sea surface temperature, a criterion chosen for its robustness in capturing the onset of the thermocline across diverse profiles.^[48]^[49] This metric highlights how salinity effects decouple temperature and density profiles; the resulting layer reduces turbulent entrainment of subsurface cold water into the mixed layer, which suppresses cooling and sustains warmer sea surface temperatures (SSTs).^[50]^[51] Globally, barrier layers are most prominent in tropical and subtropical oceans, where they can reach thicknesses of up to 50 m in the western Pacific warm pool due to persistent rainfall and weak winds.^[52] Argo float observations and climatological datasets from the World Ocean Atlas reveal their widespread distribution in low-latitude regions, covering approximately 10-20% of the global oceans, with higher frequencies in areas influenced by monsoons, river outflows, and equatorial currents.^[53]^[54]

Limnological Mixed Layer

Formation in Freshwater Systems

In freshwater systems such as lakes and reservoirs, the formation of the mixed layer is primarily driven by thermal processes, as density variations are dominated by temperature rather than salinity. Solar radiation heats the surface waters during warmer months, creating a warm epilimnion that floats atop cooler, denser hypolimnetic waters, establishing thermal stratification. This surface heating promotes the initial development of a distinct mixed layer, where turbulence homogenizes temperature and density within the upper layer.^[17] Wind-induced mixing plays a crucial role in eroding this stratification, particularly in larger basins with sufficient fetch, by generating shear and turbulence that deepen the mixed layer and distribute heat downward. In temperate regions, seasonal cooling during autumn and winter further drives full overturn, or complete circulation (holomixis), as surface waters lose heat to the atmosphere, increasing density and triggering convective mixing that can extend throughout the water column. These processes contrast with oceanic systems by lacking salinity gradients, making temperature the primary buoyancy control.^[17]^[55] Lake mixing patterns vary by type, influenced by climate and geography. Dimictic lakes, common in mid-latitude temperate zones, undergo two annual mixing periods: spring and fall turnovers, when isothermal conditions allow complete circulation, as observed in systems like Harp Lake, Ontario. Monomictic lakes, such as deep temperate lakes in warmer climates, experience one mixing event per year, often during winter or summer depending on ice cover and thermal regime. The stability of stratification is quantified by the buoyancy frequency N^2 = -\frac{g}{\rho} \frac{\partial \rho}{\partial z}, where g is gravitational acceleration, \rho is water density (primarily temperature-dependent in freshwater), and z is depth; low N^2 values indicate regions prone to mixing.^[17]^[17] Additional influences include river inflows, which introduce cooler or warmer water masses that disrupt existing stratification and enhance vertical mixing, and ice cover in polar or high-latitude lakes, which suppresses wind-driven turbulence during winter but initiates mixing upon melt. For example, in the Great Lakes, autumn and winter cooling leads to seasonal deepening of the mixed layer to approximately 100 m before ice formation, facilitating extensive circulation in these dimictic systems.^[17]^[56]

Depth and Stability Factors

In limnological systems, the depth of the mixed layer, often referred to as the epilimnion during summer stratification, is typically determined by identifying the base of the metalimnion through temperature gradient thresholds. A common criterion defines the thermocline onset where the temperature gradient reaches approximately 0.1°C/m, marking the transition from the well-mixed surface layer to the stratified subsurface waters.^[57] In temperate lakes, summer epilimnion depths generally range from 5 to 20 meters, varying with lake size and environmental conditions, as observed in systems like Harp Lake (around 5 m) and Lake Simcoe (15-20 m).^[17] Stability of the mixed layer in freshwater systems is quantified using metrics such as the Brunt-Väisälä frequency (N²), which measures the strength of stratification by assessing the energy required to overcome density gradients for vertical mixing.^[58] This frequency highlights how stable layers resist turbulence, with values spanning several orders of magnitude across lakes depending on thermal and density profiles. Key physical factors influencing depth and stability include wind fetch—the unobstructed distance over which wind acts on the lake surface—and lake morphometry, such as basin shape and area. In fetch-limited small lakes, shorter fetch (e.g., less than 500 m) results in shallower mixed layers (8-9 m) due to reduced wind-induced mixing, whereas larger lakes with extended fetch (e.g., over 50 km) promote deeper layers (10-20 m) through enhanced wave action and turbulence.^[59]^[17] Observational methods for determining mixed layer depth and stability rely on in situ and remote techniques tailored to freshwater environments. Thermistor chains, consisting of multiple temperature sensors deployed vertically (e.g., at 1-2 m intervals), provide high-resolution profiles to detect gradients and track layer boundaries in real time, as implemented in dimictic lakes like Toolik Lake, Alaska.^[60] Echo sounders, including acoustic Doppler current profilers, identify the thermocline by detecting echo-reflecting layers caused by density contrasts, enabling ecosystem-scale analysis when combined with thermistor data.^[61] Additionally, remote sensing of lake surface color via satellite-derived water clarity (e.g., Secchi depth proxies) serves as an indirect measure of surface heating rates, influencing mixed layer development through variations in light penetration and absorptance.^[62] Climate variability significantly modulates mixed layer depth and stability in limnological systems, particularly in high-latitude regions. In Arctic lakes, such as Lake Inari in northern Finland, warming trends from 1961 to 2020 have led to increased surface temperatures (+0.25°C per decade) and comparable warming at 5-10 m depths (+0.27 to +0.29°C per decade), indicating potential deepening of the epilimnion alongside strengthened overall stratification.^[63] These changes, driven by earlier ice-off and prolonged open-water periods, exemplify broader 1970s-2020s patterns where regional warming alters thermal structures, with epilimnion depths responding to enhanced heat inputs and variable wind regimes.^[63]

Ecological and Hydrological Impacts

In limnological systems, the epilimnion's mixing processes play a crucial role in nutrient dynamics by resuspending sediments from the lake bottom, which releases phosphorus and other essential nutrients into the upper water column, thereby fueling phytoplankton growth.^[64] This resuspension is particularly pronounced during periods of increased wind-driven turbulence, enhancing nutrient availability for primary production and potentially leading to algal blooms in productive lakes.^[65] Conversely, during thermal stratification, the hypolimnion becomes isolated, promoting anoxic conditions that limit oxygen replenishment and trap nutrients in deeper sediments, exacerbating internal nutrient loading when mixing resumes.^[66] The mixed layer significantly influences lake biodiversity, particularly fish habitats, by creating vertical temperature gradients that provide refugia for cold-water species in the cooler hypolimnion below the thermocline.^[67] In stratified conditions, the warmer epilimnion supports warm-water fish, while the stable deeper layers offer thermal protection for species like lake trout, maintaining community diversity. Seasonal turnover events, typically in fall and spring, mix the water column to oxygenate hypolimnetic depths, averting widespread anoxia and associated fish kills that can occur when oxygen levels drop below 3 ppm during prolonged stratification.^[68] For instance, incomplete mixing in dimictic lakes can lead to hypoxic zones, stressing fish populations and altering trophic interactions.^[69] Hydrologically, the mixed layer depth affects evaporation rates by influencing surface water temperature and energy balance; shallower mixed layers in summer promote warmer surface waters, increasing latent heat flux and evaporation, while deeper layers cool the surface and reduce these rates by 5-8% in typical dimictic lakes.^[70] In reservoirs, variations in mixed layer depth also modulate groundwater exchange, with deeper layers enhancing inflow near shorelines by altering hydraulic gradients and capturing more subsurface flow, thereby influencing overall water budgets and recharge dynamics.^[71] These interactions are critical for water resource management, as they control solute transport between surface and groundwater systems. Human-induced eutrophication intensifies these impacts by altering mixed layer dynamics through enhanced algal production, which absorbs solar radiation and strengthens surface heating, often leading to more stable stratification and shallower mixed layers that limit vertical nutrient exchange.^[72] In eutrophic conditions, this can deepen hypoxia in the hypolimnion, promoting sediment nutrient release and perpetuating bloom cycles. A prominent case is Lake Erie in the 1970s, where excessive phosphorus from agricultural runoff and wastewater triggered massive algal blooms, degrading water quality and prompting the 1972 Great Lakes Water Quality Agreement, which mandated over 50% phosphorus reductions through detergent bans and improved sewage treatment, successfully curbing eutrophication by the 1980s.^[73]

Atmospheric Mixed Layer

Formation Mechanisms

The atmospheric mixed layer forms through turbulent processes initiated by interactions between the surface and the overlying air, primarily driven by surface heating from solar radiation and mechanical mixing due to wind shear over terrain. Solar radiation warms the ground, creating buoyant thermals—upward-rising parcels of warm air—that generate convective turbulence and promote vertical mixing near the surface.^[74] Wind shear, arising from friction between the surface and faster-moving air aloft, produces mechanical turbulence that enhances this mixing, particularly in regions with variable terrain.^[75] These drivers combine to erode stable layers aloft and homogenize temperature, humidity, and momentum within the layer.^[76] The development follows a diurnal cycle tied to solar forcing: during the day, the layer grows as sensible heat flux from the surface intensifies, reaching depths of around 1 km by late afternoon under clear conditions; at night, reduced heating leads to stabilization, causing the active mixed layer to collapse while leaving a neutrally stratified residual layer above a shallow stable boundary layer of tens to hundreds of meters.^[75] This cycle typically begins about 30 minutes after sunrise with initial thermal plumes and ends with turbulence decay about 30 minutes before sunset.^[74] Distinct types of mixed layers emerge based on dominant forcing: the convective boundary layer (CBL) prevails under clear skies with strong buoyancy from surface heating, producing deep, well-mixed conditions; shear-driven layers form in neutrally stratified atmospheres where wind shear provides the primary turbulence without significant convection.^[75] Clouds influence formation by shading the surface and reducing solar heating, thereby limiting convective growth, while aerosols modify radiative fluxes through scattering and absorption, potentially stabilizing or destabilizing the layer depending on their optical properties.^[77] Mechanical mixing from wind shear shares similarities with wind stress mechanisms in oceanic mixed layer formation.^[74]

Depth and Turbulence Dynamics

The depth of the atmospheric mixed layer, often referred to as the planetary boundary layer height, can be estimated using remote sensing techniques such as acoustic sounding with SODAR, which detects echoes from refractive index gradients caused by temperature fluctuations in turbulent regions.^[78] Similarly, lidar systems measure aerosol backscatter profiles to identify the layer top where backscatter decreases sharply due to reduced particle concentrations above the mixed layer.^[79] These methods provide real-time vertical profiles, with SODAR effective for detecting thermal structures up to several kilometers and lidar offering higher resolution for aerosol-laden atmospheres.^[78] A key thermodynamic criterion for determining the mixed layer top involves the bulk Richardson number, defined as Ri_b = \frac{\Delta \Theta g h}{\Theta u_*^2}, where \Delta \Theta is the potential temperature difference across height h, g is gravitational acceleration, \Theta is the mean potential temperature, and u_* is the friction velocity.^[80] The layer top is typically marked where Ri_b > 0.25, indicating the transition from turbulent to stable stratification that suppresses vertical mixing.^[81] This threshold-based approach is widely applied in radiosonde and model data to delineate the entrainment zone.^[82] Turbulence within the mixed layer is characterized by eddy diffusivity K \sim u_* l, where l represents the mixing length scale, which varies with height and stability to parameterize vertical transport of momentum, heat, and scalars.^[83] The mixing length l is often limited by the layer depth or buoyancy effects, ensuring realistic diffusion rates in convective conditions.^[84] Turbulent structures span scales from small eddies on the order of centimeters, responsible for local dissipation, to large thermals reaching kilometers, which drive bulk mixing and entrainment.^[85] Surface roughness significantly influences mixed layer depth, with urban environments featuring higher roughness lengths that enhance mechanical turbulence and lead to deeper layers compared to smoother rural surfaces.^[86] For instance, increased drag from buildings and infrastructure promotes stronger vertical mixing, elevating the layer top by 20-50% over rural areas under similar synoptic conditions.^[87] Additionally, subsidence in high-pressure systems acts to cap layer growth by imposing a stable inversion that limits entrainment, often reducing daytime depths by hundreds of meters.^[88] Observational data from flux tower networks like FLUXNET, which measure surface fluxes driving boundary layer development over land, indicate typical mixed layer depths of 500-1500 m during daytime convective periods in mid-latitude regions.^[89] These towers capture the evolution through heat and momentum fluxes, revealing seasonal variations where summer depths often exceed 1000 m due to stronger insolation.^[90] Such measurements validate model parameterizations and highlight the layer's response to land cover heterogeneity.^[91]

Influence on Weather and Air Quality

The atmospheric mixed layer plays a critical role in local weather patterns by facilitating the upward transport of moisture from the surface, which enhances the formation of cumulus clouds. During daytime convective conditions, the turbulent mixing within the layer entrains moist air, promoting cloud development at the layer's top where it interfaces with drier air aloft. This process is particularly evident in regions with sufficient surface heating, leading to increased cloud cover and potential for precipitation in fair-weather scenarios.^[92]^[93] The mixed layer also influences sea breezes and nocturnal boundary layer dynamics. In coastal areas, the daytime growth of the mixed layer through solar heating contrasts with cooler marine air, driving sea breeze circulations that advect moist, stable air inland and modulate local temperatures and winds. At night, the collapse of the mixed layer often results in nocturnal inversions, where a stable layer forms near the surface, trapping heat and moisture to foster fog development under calm, clear conditions. These inversions limit vertical mixing, allowing radiative cooling to saturate the air and initiate fog, especially in valleys or basins.^[94]^[95]^[96] Regarding air quality, the depth of the atmospheric mixed layer significantly affects pollutant dispersion. Shallow mixed layers, often occurring under stable conditions like inversions, confine pollutants near the surface, reducing dilution and elevating concentrations— as seen in the Los Angeles basin, where persistent shallow layers contribute to smog formation by trapping vehicular and industrial emissions. Conversely, deeper convective mixed layers promote vertical mixing and entrainment of cleaner free-tropospheric air, leading to greater pollutant dilution and improved air quality during periods of strong solar heating. This dilution effect is vital in urban environments, where deeper layers can reduce surface-level particulate matter by factors of 2–3 compared to shallow ones.^[97]^[98]^[99]^[100] In weather forecasting, the mixed layer is parameterized in numerical models such as the Weather Research and Forecasting (WRF) model through planetary boundary layer schemes that simulate turbulent fluxes and layer growth. These schemes, including nonlocal mixing options like YSU or ACM2, account for entrainment and surface interactions to predict mixed layer evolution, improving forecasts of near-surface winds, temperatures, and pollutant transport. The mixed layer's dynamics also interact with urban heat islands, where enhanced surface heating in cities deepens the layer during the day but can intensify nocturnal stability, exacerbating heat and pollution retention in built environments. Accurate representation of these processes in models enhances predictions of urban heat island intensity, which can raise nighttime temperatures by 2–5°C in major cities.^[101]^[102]^[103] A notable case is the 2010 Moscow heatwave, where suppressed mixed layer depths—often limited to below 500 m due to persistent anticyclonic conditions and soil dryness—exacerbated poor air quality by trapping smoke from widespread wildfires. This shallow mixing confined aerosols and pollutants near the surface, contributing to elevated PM10 levels exceeding 300 μg/m³ and approximately 11,000 excess deaths from combined heat and pollution effects. Satellite observations of aerosol optical depth (AOD) during the event revealed peaks above 2.0 over Moscow, confirming the widespread smoke plume and its linkage to limited vertical dispersion in the boundary layer.^[104]^[105]^[106]^[107]^[108]

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[PDF] Understanding Lake Ecology
The epilimnion is the upper, warm layer, and is typically well mixed. Below ... Larger lakes may be well mixed to a depth of 10–15 meters in summer ...
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[PDF] THE STUDY OF MIXING IN THE OCEAN: A BRIEF HISTORY
Some were designed around mixing in specific regimes: The Mixed Layer Experiment ... (1942) in The Oceans. we must question whether turbu- lence is a major ...
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[PDF] Chapter 9 100 Years of Progress in Boundary Layer Meteorology
Over the last 100 years, boundary layer meteorology grew from the subject of mostly near-surface observations to a field encompassing diverse atmospheric ...
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The Climatology of the Atmospheric Boundary Layer ... - AMS Journals
The planetary boundary layer (PBL) depth is a very important quantity within the climate and climate models. The PBL governs the turbulent exchange of heat, ...
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Variability in epilimnion depth estimations in lakes - HESS
Nov 24, 2020 · The concept of the epilimnion (and, more widely, the three-layered structure of a stratified lake) is fundamental in limnology, and calculating ...
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Changing Ocean, Marine Ecosystems, and Dependent Communities
The ocean is essential for all aspects of human well-being and livelihood. It provides key services like climate regulation, through the energy budget, ...
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(PDF) Surface Mixed Layers in Lakes - ResearchGate
Aim: In this chapter we describe the dynamics of the surface mixed layer in lakes. The depth and vigor of mixing in this layer depend upon the season wind ...
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[PDF] The mixed-layer depth in the Ocean Model Intercomparison Project ...
Abstract. The ocean mixed layer is the interface between the ocean interior and the atmosphere or sea ice and plays a key role in climate variability.
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[PDF] Wave-turbulence scaling in the ocean mixed layer - OS
For a steady-state solution the turbulent kinetic energy equation can be written as a balance of shear production,. Published by Copernicus Publications on ...
[19]
[PDF] WIND AND BUOYANCY-FORCED UPPER OCEAN - NOAA/PMEL
Because the ocean mixed layer responds so rapidly to surface-generated turbulence through wind and buoyancy forced processes, the surface mixed layer can ...
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Recent large-scale mixed layer and vertical stratification maxima ...
Oct 22, 2023 · The surface mixed layer is characterized by well-mixed hydrographic properties and undergoes a seasonal cycle, being typically deeper in winter ...
[21]
Impact of Langmuir Turbulence, Wave Breaking, and Stokes Drift on ...
Sep 14, 2021 · Wave breaking and Langmuir turbulence (LT) can enhance the upper ocean turbulence (Zhang et al., 2018). LT also contributes to the mixed layer ...
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[PDF] Seasonal Variability of Mixed Layer Depth for the World Ocean
A value of 0.5°C in the temperature criterion (1) is chosen following Levitus. (1982). A density criterion is introduced to account for the effects of salinity ...
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Mixed layer depth over the global ocean: An examination of profile ...
Dec 4, 2004 · The criterion selected is a threshold value of temperature or density from a near-surface value at 10 m depth (ΔT = 0.2°C or Δσθ = 0.03 kg m−3).Abstract · Data Sources and Methodology · MLD Criterion · Global MLD Distributions
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An Objective Method for Determining Ocean Mixed Layer Depth with ...
Mar 1, 2018 · A new method is developed to identify the mixed layer depth (MLD) from individual temperature or density profiles.
[25]
Estimating Mixed Layer Depth from Oceanic Profile Data
Figure 3 provides examples of SM estimates of mixed layer depth for CTD profiles collected in July 1997 along ship survey lines B, D, H, and M off the west.
[26]
An Argo mixed layer climatology and database - Holte - AGU Journals
May 19, 2017 · Argo floats generally sample to a depth of 2000 m every 10 days and measure temperature, salinity, and pressure. Older profiles contain ...
[27]
Argo data products
Argo's more than 3500 floats provide 100000 ... Includes temperature, salinity, isothermal layer depth, mixed layer depth and composed mixed layer depth ...
[28]
Estimating the mixed layer depth of the global ocean by combining ...
Mar 22, 2024 · Satellite observations can accurately estimate the MLD over large scales, effectively overcoming the limitation of sparse in situ observations ...
[29]
Oceanic upper mixed layer depth determination by the use of ...
We have developed a method to determine the oceanic daily mean mixed layer depth from satellite observations and a mixed layer thermal inertia (MLTI) model.
[30]
Entrainment laws and a bulk mixed layer model of rotating ...
Sep 19, 2003 · The initial mixed layer depth varies from 0 to 3000 m and the background stratification varies over two orders of magnitude. The vertical ...
[31]
ECCO Ocean Mixed Layer Depth - Monthly Mean 0.5 Degree ...
This dataset contains monthly-averaged ocean mixed layer depth, interpolated to a 0.5-degree grid, from ECCO V4r4, using the temperature difference criterion.
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The Daily‐Resolved Southern Ocean Mixed Layer: Regional ...
Mar 23, 2022 · In the PFZ, rapid mixing linked to Southern Ocean storms set persistently deep mixed layers and suppressed mixed layer intraseasonal ...
[33]
Mixed layer depth over the global ocean : a climatology computed ...
The depth of the mixed layer is defined as the shallowest depth where the surface potential density of the profile is superior to a reference value (usually ...Missing: standard | Show results with:standard
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[PDF] OCEAN SUBDUCTION
layer. 1982. OCEAN SUBDUCTION. Page 2. we. Ekman layer. Mixed layer. S. Thermocline ... flow at the base of the mixed layer. The ... Thermohaline Circulation.
[35]
Coherent Pathways for Subduction From the Surface Mixed Layer at ...
Apr 4, 2021 · Here, we explore the pathways and mechanisms of subduction, the process by which water from the surface mixed layer makes its way into the pycnocline.
[36]
Generation Mechanisms of SST Anomalies Associated with the ...
These results can be interpreted as follows: The deepening of the mixed layer associated with the development of canonical El Niño events increases the heat ...C. Mixed Layer Heat Budget... · 3. Results · B. Mixed Layer Heat Budget...
[37]
Impact of the Indian Ocean Dipole on Evolution of the Subsequent ...
So in this study, a mixed layer heat budget analysis is conducted to examine the detailed physical processes, to reveal whether the role of dynamic processes is ...Missing: seminal | Show results with:seminal
[38]
[PDF] Uptake and Storage of Carbon Dioxide in the Ocean:
The average pCO= of the global ocean is about 7/~atm lower than the atmosphere, which is the primary driving force for uptake by the ocean (see. Figure 6 in ...
[39]
Enhanced CO2 uptake of the coastal ocean is dominated ... - Nature
Mar 22, 2024 · We quantify the coastal carbon budget and identify key drivers altering burial, transport and air–sea gas exchange during the twentieth century.
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The mixed-layer depth in the Ocean Model Intercomparison Project ...
Jul 12, 2023 · de Boyer Montégut, C.: Mixed layer depth climatology computed with a density threshold criterion of 0.03 kg/m3 from 10 m depth value, SEANOE ...Missing: standard | Show results with:standard
[41]
Estimation of the barrier layer thickness in the Indian Ocean using ...
Jun 23, 2014 · The ILD is typically determined by a temperature criterion while the MLD is obtained using the density criterion. The barrier layer thickness ( ...
[42]
[PDF] Evidence of the Barrier Layer in the Surface Layer of the Tropics
May 15, 1992 · The barrier layer is the distance between the top of the thermocline and the bottom of the mixed layer, impeding heat flux out of the mixed ...
[43]
Spice and Barrier Layers: An Arabian Sea Case Study in
The region between the bases of these layers is known as a barrier layer (BL), so termed because it creates a mixing barrier between the base of the ML and the ...
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The pathways and properties of the Amazon River Plume in the ...
Nov 16, 2013 · ... region, the western Pacific warm pool. They found that surface currents might be enhanced by 20 cm s−1 relative to currents at 50 m depth ...
[45]
On the formation of barrier layers and associated vertical ...
Feb 3, 2012 · Vertical temperature inversions are stronger and deeper. This barrier layer system persists roughly all yearlong and reaches its maximum ...
[46]
Double Diffusion in the Arabian Sea during Winter and Spring
The strong saline stratification in the near-surface layer in the SEAS leads to the formation of the barrier layer and temperature inversions. (with magnitude .
[47]
The Influence of the Barrier Layer on SST Response during Tropical ...
Jul 1, 2018 · The isothermal layer depth (ILD) is the depth at which the temperature is 0.5°C less than the SST. The difference between the ILD and MLD is ...
[48]
Isothermal, mixed, and barrier layers in the subtropical and tropical ...
A 0.5 °C criterion for the isothermal layer and its equivalent in density change for the mixed layer are found to be the most adaptable due to their robustness.
[49]
Impact of Barrier Layer Thickness on SST in the Central Tropical ...
In the tropical Pacific and Indian Oceans barrier layers affect SST by reducing the entrainment of cool thermocline water into the mixed layer (e.g., Vialard ...
[50]
[PDF] Barrier layer formation during westerly wind bursts - NOAA/PMEL
Further, the reduced entrain- ment caused by the resulting thick barrier layer may help cause SSTs to warm and the large-scale system to return to normal or ...
[51]
Barrier layer variability in the western Pacific warm pool from 2000 to ...
Jun 26, 2009 · A region of thick (>15–25 m) and quasi-permanent barrier layers (BLs) was found to occur in a band from 10° to 20° longitude to the west of the maximum zonal ...
[52]
Global barrier layer thickness (m, difference between isothermal ...
Global barrier layer thickness (m, difference between isothermal layer depth and mixed layer depth) from World Ocean Atlas 2001 (see Appendix).
[53]
Seasonal and interannual variabilities of the barrier layer thickness ...
Oct 29, 2020 · ... isothermal layer depth (ILD). MLD is the mixed layer depth defined by oceanic density at which depth the density is 0.03 kg m−3 larger than ...
[54]
Generalized scaling of seasonal thermal stratification in lakes
In these lakes, solar heating and the counteracting effect of wind and convective mixing produce a nearly two-layered vertical distribution of density (buoyancy) ...
[55]
Winter thermal structure of Lake Superior | Request PDF
Aug 10, 2025 · Ice does not start forming until there is a surface mixed layer with thickness approaching 100 m and temperatures on the order of 0.1 C, and ...
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Estimation of the Thermally Reactive Layer in Lakes Based on ...
Jun 13, 2022 · Typical values of the epilimnion depth in summer are ∼10 m, so δ can drop below ∼10−1 for a relatively deep lake, while δ ∼ 1 when it undergoes ...
[57]
Derivation of lake mixing and stratification indices from high ...
Lakes range in stratification strength (as measured by the Brunt-Väisälä buoyancy frequency: N2) by as much as nine orders of magnitude (Wüest and Lorke, 2003) ...
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The Influence of Fetch on the Holocene Thermal Structure of Hidden ...
Feb 21, 2019 · Fetch, which is the distance that wind blows across a lake surface, is a simple morphometric parameter to measure from a bathymetric map (Hå ...
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Monitoring Mixing Dynamics in Toolik Lake, Alaska
Toolik Lake is a dimictic lake with two mixing periods. A T-Chain and datalogger collect real-time temperature data to study mixing dynamics.
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(PDF) Dynamics of the echo-reflecting layers in a deep lake
Feb 6, 2019 · Concurrently with meteorological records and temperature dynamics measured with two thermistor chains installed at the same stations, we enable ...
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Lake Water Temperature Modeling in an Era of Climate Change ...
Feb 11, 2024 · At depths of a meter or more below the lake surface a bulk temperature measurement can differ from the skin layer by a few degrees Celsius, ...Missing: echo | Show results with:echo
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Six Decades of Thermal Change in a Pristine Lake Situated North of ...
Sep 19, 2022 · We investigated the thermal response of Lake Inari, northern Finland, to climate change from 1961 to 2020 Surface water temperatures ...
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Effects of water stratification and mixing on microbial community ...
Jul 25, 2014 · During stratification, surface waters (epilimnion) show higher light intensity, temperatures and dissolved oxygen concentrations in comparison ...
[64]
[PDF] Lake Mixing Dynamics and Water Quality Models
This is especially true in Minnesota where weather changes are frequent and strong, and lakes are often of moderate depths. Lakes cannot be understood and.
[65]
Hypolimnetic oxygen depletion in a deep oligomictic lake under ...
Oct 26, 2022 · Through this study, climate warming is shown to be a fundamental driver of DO in Lake Maggiore, its depletion harming both water quality and the ecosystem.
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Understanding Climate-Driven Change in Boreal Lakes of Isle ...
Jun 19, 2018 · Changes in the depth of the surface mixed layer can alter the availability of cold water refuge required by certain fish species, influence ...
[67]
Pond Turnover and Dissolved Oxygen - Clemson HGIC
Oct 7, 2022 · Sometimes, pond turnovers can result in very low dissolved oxygen levels in a pond and result in a fish kill, which can be alarming to pond ...
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[PDF] Seasonal Fish Kills in Ohio Lakes & Ponds
General Information: • Low dissolved oxygen (DO) concentration is the most common cause of natural fish kills in lakes and.
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[PDF] Lake Evaporation Response to Climate in Minnesota - LCCMR
Mixed layer depths in Minnesota's dimictic lakes are typically from 2 to 5 m in summer, when evaporation is at a maximum. Evaporation values for those ...
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[PDF] Factors Affecting Ground-Water Exchange and Catchment Size for ...
These factors included: recharge rate to the surficial aquifer, thickness of the unsaturated zone, size of the topographically defined basin, depth of the lake, ...
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the importance of sediments under stratified and well-mixed conditions
Apr 21, 2009 · Where the mixed layer extends to the bottom, more nutrients and less light are available for growth. Under low to moderately eutrophic ...
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[PDF] Lake Erie Binational Phosphorus Reduction Strategy
Excessive algal blooms in the 1960s and 1970s were a major driver for the signing of the first. Great Lakes Water Quality Agreement (GLWQA) in 1972. In that ...
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[PDF] Boundary Layer Meteorology
Sometimes atmospheric waves may enhance the wind shears in localized regions, causing turbulence to form. Thus, wave phenomena can be associated with the ...
[74]
[PDF] LECTURE NOTES ON THE Planetary Boundary Layer Chin-Hoh ...
The largest eddies in a turbulent flow are generated directly from shear or buoyancy instabil- ity of the mean field. They contain most of the turbulent kinetic ...
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[PDF] Boundary Layer Meteorology Chapter 11
convectively by buoyancy. ➢ Buoyancy generated mixed layers tend to be more uniformly mixed than mechanically-driven ones, because anisotropy in convection ...<|separator|>
[76]
[PDF] Methods for Determining the Height of the Atmospheric Boundary ...
This report reviews methodologies for determining the height of the atmospheric boundary layer (ABL), which were investigated for use in the next generation of ...
[77]
[PDF] Chapter 13 Cloud-topped boundary layers
➢ All classes of boundary-layer clouds shade the surface. ➢ Over a land surface this results in negative feedback, because less solar heating of the ground ...
[78]
Investigation of the Mixing Height in the Planetary Boundary Layer ...
Sodar can provide information on the structure of temperature turbulence in the PBL directly. These data have been compared with the mixing layer height ...
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The Evaluation of a New Method to Detect Mixing Layer Heights ...
Nov 1, 2015 · A new automatic mixing layer height detection method for lidar observations of aerosol backscatter profiles is presented and evaluated for ...
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[PDF] Bulk Richardson Number Method - GMD
Beyrich, F.: Mixing height estimation from sodar data-a critical discussion, Atmospheric. 19. Environment, 31, 3941-3954, 1997. 20. Bradley, R. S., Keimig ...
[81]
Observations of the atmospheric boundary layer height under ...
Feb 22, 2013 · First, it is estimated as a function of the ratio of the critical to the bulk Richardson number at the boundary layer top. Second, it is ...
[82]
Estimation of atmospheric mixing layer height from radiosonde data
... bulk Richardson number methods. BLHs obtained by eight methods, ranging from 1.2 to 2.5 km, strongly vary with methods based on different kinetic or ...
[83]
[PDF] Lecture 4. Boundary Layer Turbulence and Mean BL Profiles
Mixing length theory predicts that vigorous turbulence should strongly diffuse vertical gradients of mean quantities in the BL, resulting in a `well-mixed' BL ...
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A Theoretical Analysis of Mixing Length for Atmospheric Models ...
During the first 5 h of dynamics and for all the configurations, the boundary layer height growth rate is similar to the reference LES (dark triangles in ...Missing: velocity | Show results with:velocity
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[PDF] Large-Eddy Simulations of the Atmospheric Boundary Layer
Figure 6 shows the time history of the mixed layer depth zi (defined as the height, where the heat flux is most negative) and the surface temperature To.
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[PDF] The Boundary Layer Characteristics of Coastal Urban Environments
The boundary layer height in the urban site was generally greater than in bay and rural sites due to increased convection in urban areas resulting from ...<|control11|><|separator|>
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Numerical Study of Urban Impact on Boundary Layer Structure
Dec 1, 2002 · During daytime, differences between urban and rural boundary layers are strongly linked with wind speed and rural soil moisture. A factor ...
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[PDF] The role of subsidence in a weakly unstable marine boundary layer
Apr 11, 2014 · While subsidence contributes to reducing the boundary layer height, entrainment acts to increase it by mixing sta- bly stratified air from above ...
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[PDF] The Atmospheric Boundary Layer - Pat Arnott Web Site
The atmospheric boundary layer (ABL) is the portion of the atmosphere most affected by the Earth's surface, typically 1-2 km thick.
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Global seasonal variations of midday planetary boundary layer ...
Jan 23, 2013 · The mean of sampled PBL depths ranges from 500 m over cold oceans to more than 3000 m over hot deserts. The seasonal cycle of analyzed PBL depth ...
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[PDF] Integrating continuous atmospheric boundary layer and tower-based ...
Jun 23, 2021 · FLUXNET efforts have focused on measuring biospheric fluxes of carbon dioxide (CO2), water vapor, latent and sensible heat, while more recent.
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Investigating the Impacts of Daytime Boundary Layer Clouds on ...
Feb 24, 2022 · The depth of the mixed layers was largest under low cumulus clouds where peak MLH distributions ranged from 1,500 m to 1,800 m above ground ...
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Thermodynamic structure and evolution of the atmospheric mixed ...
Feb 12, 2013 · The results of this study have indicated a distinct coupling between the sea surface and cumulus clouds through atmospheric mixed layer ...3.1 Mixed Layer Height · 4.1 Surface Buoyancy Flux · 4.3 Cumulus Clouds Atop The...<|separator|>
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Bay Breeze and Sea Breeze Circulation Impacts on the Planetary ...
Jun 4, 2019 · The role of the sea/bay breeze in the planetary boundary layer evolution and air quality during a high ozone event dayIntroduction · Methods · Case Study · Summary and Conclusions
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[PDF] A. Fog Types
Under stable nighttime conditions, long-wave radiation is emitted by the ground; this cools the ground, which causes a temperature inversion. In turn, moist air ...
[96]
Pannonian Basin Nocturnal Boundary Layer and Fog Formation
The nocturnal atmospheric boundary layer in the Pannonian Basin is influenced by gravity flows generated at the mountain ranges and along the valleys.
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Impact of mixing layer height on air quality in winter - ScienceDirect
Convective mixing of air mass due to solar heating of the ground dilutes surface pollutant concentration. At times elevated pollutant plumes (e.g., from ...
[98]
An historical experiment: Los Angeles smog evolution observed by ...
Typical of summer LAB conditions, a shallow mixed layer capped by a subsidence layer was found from the ground to about 600 m (~2000 ft). Above this height ...
[99]
Atmospheric Pollutant Dispersion over Complex Terrain - MDPI
A key parameter affecting pollutant concentration is the height of the ABL, as it determines the volume of atmosphere available for pollutant dispersion.
[100]
Ceilometer Monitoring of Boundary-Layer Height and Its Application ...
May 10, 2019 · The dilution effect caused by boundary-layer evolution over land has strong influences on air quality. Accurate and continuous measurements ...Missing: deep | Show results with:deep
[101]
Evaluation of Three Planetary Boundary Layer Schemes in the WRF ...
The study evaluates three PBL schemes: MYJ (local), YSU (nonlocal), and ACM2 (nonlocal). MYJ produced the largest bias, while YSU and ACM2 had less bias.
[102]
Boundary Layer Parameterizations to Simulate Fog Over Atlantic ...
Feb 26, 2020 · We evaluate five planetary boundary layer (PBL) schemes available in WRF. Results show that these five PBL schemes lead to overestimates in liquid water ...
[103]
Modeling Impacts of Urbanization and Urban Heat Island Mitigation ...
Mar 25, 2018 · The impacts of urbanization on boundary layer meteorological parameters and air pollutant concentrations can be quantified by comparing the ...3.1 Wrf-Chem Model · 4.1 Model Evaluation · 4.1. 1 Meteorology
[104]
Mortality Related to Air Pollution with the Moscow Heat Wave ... - PMC
Mar 4, 2014 · During the 2010 Moscow heat wave, there were close to 11,000 excess deaths, with over 2000 due to the interaction of high temperatures and air ...
[105]
Severe Wildfires Near Moscow, Russia in 2010: Modeling of Carbon ...
Thus, the MTP-5 data obtained at the MSU station shows a strong suppression of vertical mixing in the near-surface layer. Of course, the absence in 2010 the ...Missing: depth | Show results with:depth
[106]
Atmospheric impacts of the 2010 Russian wildfires - ACP
This paper analyzes the evolution of the surface concentrations of CO, PM 10 and ozone over the Moscow region during the 2010 heat wave.Missing: suppressed mixed layer depth
[107]
Biomass burning aerosol impact on surface winds during the 2010 ...
Dec 23, 2016 · This paper elucidates the impact of biomass burning aerosols (BB) on surface winds for the Russian fires episode during 25 July to 15 August 2010.
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NASA A-Train and Terra Observations of the 2010 Russian Wildfires
Sep 1, 2011 · Wildfires raged throughout western Russia and parts of Eastern Europe during a persistent heat wave in the summer of 2010.Missing: AOD | Show results with:AOD