In the control simulation (A), a shallow stable Ekman boundary layer develops rapidly. As will be shown, KHI takes place associated with an inflection point in the v-wind profile followed by secondary instability. We start by diagnosing the control simulation with emphasis on the characteristics and evolution of the simulated KH billows as well as their impact on vertical transport of momentum and heat.
3.1. KH Billows and Turbulent Breakdown
The evolution of KH waves and billows are revealed in the vertical and horizontal cross-sections in
Figure 1 and
Figure 2 (note that both figures are created by stitching two identical vertical or horizontal cross-sections together, taking advantage of the periodic boundary conditions to give readers a better perspective).
Figure 1 shows snapshots of
u-wind, potential temperature (
), spanwise vorticity (i.e.,
), and the buoyancy frequency squared (i.e.,
) in a vertical cross-section oriented along the geostrophic wind (i.e., X) direction. KHI starts around
t0 = 40 min, and for the sake of clarity, we use
tKH =
t −
t0 in the following discussion of KH billow evolution. At
tKH = 5 min, the KH waves become evident, manifested as vertical undulations of the isotachs, isentropic surfaces, spanwise vorticity patterns, and the boundary layer top inversion (
Figure 1a,d). At this early stage, the KH waves are most noticeable in the vorticity cross-section (
Figure 1c). As expected, the spanwise vorticity is positive in the boundary layer with a maximum immediately above the surface and decreases with height toward zero at the SABL top level, presumably dominated by the contribution from the vertical wind shear term (i.e.,
). The largest vertical undulation of the isosurfaces occurs between 20 and 40 m, suggesting that the KH layer is centered approximately at z = 30 m.
These unstable KH waves grow in amplitude rapidly with time, and the KH billow cores start forming underneath wave crests in 5 min (i.e.,
tKH = 11 min), as evidenced by the overturning of isotachs and isentropic surfaces (
Figure 1e,f). In
Figure 1g,h, the KH billow cores are characterized by reduced vorticity (slightly negative in places) and weakened stratification encompassed by S-shaped braids where both the vorticity and stratification are enhanced. Approximately by
tKH = 15 min, the KH billows are fully developed with their cores between 20–80 m (
Figure 1i–l). KHI-induced vertical undulation extends from the surface up to 120 m and beyond (
Figure 1j). The mature billow cores contain multiple rings of alternating wind and temperature anomalies, associated with the entrainment of the warmer and faster airflow from above. Similarly, negative vorticity filaments are evident inside the cores along with much enhanced positive vorticity in the lowest 20 m (
Figure 1k). According to [
21], the negative vorticity in KH billow cores is generated by baroclinicity, which also contributes to the enhancement of the positive vorticity in the braids. There are negative N
2 filaments inside the cores as well, suggesting that some portions of the KH cores are convectively unstable (
Figure 1l).
At
tKH = 16 min, small kinks first appear along the S-shaped braids that wrap around the KH billow cores, implying the onset of the secondary shear instability (SSI). By
tKH = 16.5 min, several spikes are evident along the braids and the wave crests with a horizontal length scale of 100–150 m, suggesting fast growth of SSI (
Figure 1e). Negative vorticity and negative N
2 appear in the spikes as well (
Figure 1o,p), implying that the secondary KH billows become convectively unstable as well. By
tKH = 17.5 min, while the vertical undulations of the isotachs and isentropic surfaces associated with the primary KH waves are still evident, KH cores are virtually destroyed by SSI and become turbulent (
Figure 1q–t).
Shown in
Figure 2 are the horizontal sections of the
u wind at two different levels during the SSI. Prior to the SSI and KHB breakdown, the KH waves are two-dimensional with the orientation angle between the phase lines and the geostrophic wind (i.e., X) direction
(
Figure 2a). The horizontal wavelength (i.e., the distance between two adjacent phase lines) is
. Therefore, the ratio between the KH core depth and wavelength is around 0.16, which is sizably smaller than typical KH billows away from a solid surface derived from previous studies (e.g., 0.2 in [
22,
23]). The smaller KH core depth is likely due to the negative impact of the ground surface, as suggested in [
16].
KH wave-induced wind perturbations are substantially larger near the KHB cores than at the surface. Secondary shear instability first develops below each wave crest, where the
u-wind is minimal (
Figure 2a), and finer-scale perturbations are noticeably stronger at the
z = 21 m level than at the surface (
Figure 2a,b). In 2 min, the amplitude of the SSI-induced
u-wind perturbations become comparable to that of the primary KH waves (
Figure 2c,d). The KH waves propagate toward the lower right while growing in amplitude. At
tKH = 15 min, finer-scale features first appear along the upwind edges of wave crests (
Figure 2b), corresponding to the spikes along braids in the vertical cross-sections (
Figure 1d). At
tKH = 17 min, the primary KH waves are blurred by finger-like patterns (
Figure 2c). The fast-growing fine-scale perturbations along the KH braids, where the wind shear is the strongest (
Figure 1 and
Figure 2), imply that the secondary shear instability is three-dimensional in nature and plays a dominant role in the initial turbulent breakdown of the simulated KH billows, although convective instability likely contributes to the breakdown as well.
Shown in
Figure 3 are the distance–time sections of
u at z = 18.6 m. In the X direction, the KH waves propagate along the wind direction while growing in amplitude and subsequently experiencing SSI and turbulent breakdown (
Figure 3a). The wave speed (i.e., the slope of patterns indicated by dashed lines in
Figure 3a) is around 5.10 m/s. In the Y-direction, the KH wave speed is around 1.35 m/s, implying that the KH waves tend to propagate in the direction perpendicular to the horizontal phase lines (
Figure 3b). The growth of KH billows and their breakdown observed near the center of the LES domain are revealed in
Figure 4. KHI first manifests itself as undulations of the cold sheared layer above the surface (
Figure 4a,b), which rolls up in the second cycle (between
tKH = 8–13 min) with the onset of the overturning of the isentropic surfaces under the wave crest. In the third cycle (
tKH = 13–17 min), a mature KH billow is evident with signs of the early development of the secondary shear instability (fine-scale spikes along the top edge of the KH billow in
Figure 4a,b). Associated with the abrupt breakdown of the KH billow (
tKH > 17 min), the turbulent layer thickens substantially with relatively large eddies reaching beyond 200 m above the surface.
The domain-averaged profiles of the horizontal winds (U, V), potential temperature (
), vertical wind shears (
and
), and Richardson number (
) before and after the KH event are shown in
Figure 5. Prior to the KH event, the stable boundary layer is about 60 m deep, capped by a thin and more stable layer. While the u-wind and its vertical shear are much larger than its v-wind counterparts, the vertical shear in u-wind is positive throughout the boundary layer. Although the vertical shear of the
v-wind is weak, a well-defined inflection point (i.e., where
) is present at ~30 m. In general, the gradient Richardson number is small (
Ri < 0.1) in the boundary layer. Therefore, the development of the KH instability is likely associated with the inflection point in the
v-wind profile. A low-level jet is evident in the
v wind, and the depth of the shear layer above the jet level is around 40 m. For the
u wind, the depth of the shear layer is comparable to the SABL depth (i.e., ~60 m). The ratio between the KH wavelength and shear layer depth is 6.2 for
u wind and 9.3 for v wind, respectively, which fall into the range for the fastest growing KH mode (i.e., 6–13, e.g., [
24]). After the onset of SSI (i.e.,
tKH > 17 min), the boundary layer depth extends to 150 m, above which the Richardson number > 0.25, the wind shear reduces to zero, and a more stable layer is evident between 150–180 m.
3.2. Impact of KH Billows on Vertical Transport of Momentum and Heat
The development of KHI and its impact on the mean boundary layer structure is further revealed in
Figure 6, which shows the time–height sections of several domain-averaged variables along with some second- and third-order moments. A kinetic energy (KE, including both KH-induced perturbations and turbulent kinetic energy or TKE) maximum first appears approximately at
z ~ 30 m, where the inflection point is located, and
tKH ~ 6 min (
Figure 6a). The KE maximum grows rapidly with time in terms of both its magnitude and vertical extension and then breaks into two separate maxima centered at approximately 10–15 m and 40–50 m, respectively, with a relative minimum at
z = 30 m. The KE distribution, namely two KE maxima separated by an inflection point, is in qualitative agreement with the Doppler lidar observations by Newsom and Banta [
3]. Further analysis indicates that these KE maxima are dominated by contributions from horizontal wind perturbations, which, according to the linear wave theory, are at their minimum near the inflection point level [
3]. Starting from the onset of the SSI (
tKH ~ 17 min), both KE maxima start decreasing with time, and for
tKH > 20 min, KE is characterized by a single maximum near the surface while the elevated maximum disappears. In the meantime, the KE maximum envelope experiences a sharp increase in its vertical extension during the SSI and turbulent breakdown phase and extends up to ~160 m above the ground.
Shown in
Figure 6b is the
u-wind flux,
, which is 1–2 orders of magnitude larger than its counterpart in the Y direction (i.e.,
). The
u-wind momentum flux is characterized by a negative maximum centered approximately at z ~ 25 m level. The negative maximum grows in magnitude with time before the onset of SSI on pace with the KE growth, implying the role of KH waves in downward, and therefore down-gradient, momentum transport. The momentum flux peaks between
tKH = 16–18 min, coinciding with the occurrence of the secondary shear instability, suggesting that the SSI and turbulent breakdown of the KH billows are more effective in the vertical mixing of momentum than the KH billows themselves. The dynamic heat flux (i.e.,
, which is proportional to the sensible heat flux) is negative as well during this KH event, suggesting generally downward transport of heat by KH billows (
Figure 6c). The vertical extension and evolution of the heat flux resemble the momentum flux. However, the largest momentum flux occurs noticeably lower than its counterpart in the heat flux, presumably due to the fact that the strongest mean vertical wind shear is confined in the lowest 20 m while the vertical gradient of potential temperature is more uniform throughout the SABL.
The KHI-induced vertical mixing effect is also evident in the eddy diffusivity cross-sections (
Figure 6d,e). The eddy diffusivities of momentum (
Km) and scalars (
Kh) are evaluated from the domain-averaged fluxes, vertical wind shear, and potential temperature gradient using
Both
Km and
Kh exhibit similar vertical structure and evolution as their corresponding fluxes. A sharp increase in the eddy diffusivity occurs around
tKH~16 min, coinciding with the onset of SSI. For both momenta and scalars, the eddy diffusivity maxima exceed 20 m
2/s, suggesting a much stronger mixing effect than in a typical stable atmospheric boundary layer [
25]. The strongest mixing lasts for only a few minutes, after which the maximum eddy diffusivity decreases to around 10 m
2/s and is nearly constant with time to the end of the simulation. The momentum eddy diffusivity also shows a detached maximum above the KH layer (
Figure 6d), where no strong turbulence is expected. Further diagnosis finds that this spurious eddy diffusivity maximum is due to a combination of relatively small momentum flux from KHI-induced internal gravity waves and nearly zero vertical wind shear aloft.
The evolution of the boundary layer depth is evident in
Figure 6f,g, which shows the potential temperature variances and gradient Richardson number. Large θ variances are evident along the upper edge of the KE and flux maximum envelopes, associated with the downward entrainment of the warmer air from above. Prior to the KH event, the SABL top (~60 m) is defined by a sharp Richardson number gradient with
Ri <
Ric in the boundary layer, where
Ric = 0.25 denotes the critical Richardson number. Across the SSI and subsequent KH billow breakdown phase, the SABL top increases abruptly, and afterward the sharp
Ri gradient along the SABL top thickens and becomes blurry. The Richardson number in the upper portion of the SABL gradually increases, presumably due to entrainment of the warmer air across the SABL top. It is worth noting that perturbations generated by the KH billow breakdown exhibit high skewness (
Figure 6h) with
near the surface and
above the KH billow cores, suggestive of downward transport of the KE near the surface and upward transport above the KHB cores.
Finally, the thickening of the SABL is also evident in the
u-wind and
θ sections (
Figure 6i,j). For the
u-wind, the whole shear layer expands substantially, from ~60 m before the KH event to more than 150 m in about 15 min. Near the surface, the winds are noticeably enhanced while the wind speed above the 30 m level weakens. Even in the presence of surface cooling, KHI-enhanced vertical mixing leads to warming of the air below ~60 m and cooling aloft. The evolutions in the mean
u-wind and potential temperature over a homogeneous surface are governed by the following budget equations,
where the right-hand side terms represent the vertical divergence of momenta and heat fluxes associated with both turbulence and KH waves. As shown in
Figure 6c, the negative heat flux reaches its maximum at
z~60 m, and accordingly, the right-hand side term in Equation (6) is positive in the lowest ~60 m and negative aloft. Therefore, we see warming near the surface and cooling in the upper portion of the SABL. In Equation (5), the Coriolis term is small, because the time scale for the KH process is much shorter than the geostrophic adjustment time scale (i.e., 1/
f) and
v-wind is much weaker than
u-wind. If neglecting the Coriolis term, the
u-wind evolution is solely driven by the vertical divergence of the momentum flux. The negative momentum flux maximum is located below 30 m, which is noticeably lower than the negative heat flux maximum. Accordingly, the
u-wind component is enhanced near the surface where the right-hand side of Equation (5) is positive and weakened aloft.
For a more quantitative comparison, the profiles of kinetic energy, momentum, heat fluxes, and eddy diffusivity at times before, during, and after the KH event are shown in
Figure 7. At the beginning of the KH event, KE is relatively small and so are the fluxes and eddy diffusivities, with predominant contribution from turbulence. When secondary instability and the turbulent breakdown of KH billows are taking place, KE becomes substantially larger with two separate maxima located at
z = 10 m and 60 m, respectively. The momenta and heat fluxes are dramatically increased by KH processes and exhibit a broad elevated maximum. Turbulence production in an elevated shear layer has been frequently observed in the stable atmospheric boundary layer and such a boundary layer is often referred to as an “upside-down” boundary layer (e.g., [
26]). Accordingly, the eddy diffusivity becomes ~30 times larger than at the earlier time when the KH instability just started (
Figure 7d). The levels where the momentum and heat fluxes reach their maxima are ~30 and 60 m, respectively. It is worth noting that the eddy diffusivities for the momentum and heat are quite similar (
Figure 6f,g), as the two are dependent mostly on the KH eddy and turbulent characteristics in the SABL.
About twenty minutes later, the KE, fluxes, and eddy diffusivities are much reduced from its peak values during the breakdown of KH billows and the elevated maxima in KE and flux profiles vanish, suggesting the weakening of the vertical transport of momentum and heat by KH-induced perturbations and turbulence. The momentum flux linearly decreases with height between the surface and the SABL top, which is now located at ~220 m, suggesting that the SABL thickens more than three times over a 30 min period.
Shown in
Figure 8 are the vertically integrated KE, shear production rate, and dissipation rate over a 40 min time period. In general, the integrated KE grows exponentially over the first 18 min by approximately four orders of magnitude and monotonically decays afterward. Quantitatively, KE grows faster over the first 12 min, presumably corresponding to the growth of primary KH waves and billows. The KE growth slows down over the next ~6 min associated with mature billows and the onset of secondary shear instability. If we divide the total KE into the lower portion below the inflection point level (i.e.,
ZIP = 30 m) and the upper portion above, the former grows noticeably slower than the latter. For comparison, the e-folding growth time, Tg, can be estimated for the first 12 min using
, where KE
1 and KE
2 denote the integrated KE at two reference times, 1 and 2, over time period
. The derived e-folding growth times for the lower, upper, and total KE are 1.74, 1.16, and 1.23 min, respectively. The slower growth of KE near the surface is likely due to the influence from the ground surface and surface stress. This is in qualitative agreement with [
16], who demonstrated that the KHB grows slower near a solid surface.
For the mature billow and SSI phase, the KE in the lowest 30 m grows slower than its counterpart aloft as well. Similarly, the KE decay portion can be divided into two phases, the breakdown phase (between
tKH = 18–21 min) during which KE decreases exponentially, predominantly due to turbulent breakdown of the primary and secondary KH billows, and the dissipation phase
(tKH > 21 min), which features slower decrease of KE dominated by turbulent dissipation. The shear production rate from resolved eddies (i.e.,
) shows a pronounced maximum at
tKH = 18 min, coinciding with the KE maximum (
Figure 8b). The shear production rate related to the parameterized turbulence (i.e.,
, where
and
denote SGS shear stress) increases with the growth of KH billows as well, suggesting that KH billows tend to enhance small-scale turbulence. The vertically integrated dissipation rate exhibits a less pronounced maximum that lags behind the ISPR peak by ~1.5 min. In addition, stronger dissipation takes place in the lowest 30 m than in the layer above (
Figure 8c).
The evolution of the domain-averaged 10 m wind, surface heat flux, and SABL depth over the same time period are shown in
Figure 9. The 10 m wind increases with time during the KE growth phase and reaches its maximum approximately at
tKH = 19 min, apparently associated with the downward transport of momentum by KH billows. Afterward, the 10 m wind speed gradually decreases with time. In accordance with the sudden increase in the 10 m wind, the surface stress increases significantly, approximately in proportion to the square of the 10 m wind speed. The magnitude of the surface heat flux increases by several folds during this KH event as well. It is worth noting that the increase in 10 m wind during the KH event also implies substantially stronger wind shear near the surface. The enhanced shear layer or surface vortex sheet is lifted off the surface (
Figure 1c) and wrapped into KH braids during the mature phase of the KH billows; therefore, it plays a role in the development of secondary shear instability. Finally, the SABL depth increases from ~60 m prior to the KH event to more than 200 m in less than 30 min, suggesting the dramatic impact of the KH event on the mean stable boundary layer characteristics.
The above analysis suggests that KHI may significantly enhance the vertical transport of momentum and scalars, substantially thicken the SABL, generate residual waves and intermittent turbulence, modulate mean boundary layer structure, and enhance interactions with the surface. Questions remain regarding contributions from KH waves, secondary instability, and smaller scale turbulence induced or enhanced by the KH waves. To address these questions, we have computed the power spectra of the three wind components and a pair of co-spectra using the volume data. Shown in
Figure 10 are the power spectra of
u and
w and co-spectra of
w–u (i.e., momentum flux in the wave number space) and
(i.e., dynamic heat flux) as a function of the dimensionless horizontal wave number,
, for the lowest 160 m. Here,
k and
l denote the wave numbers in the X and Y directions, respectively, and only the portion for
is shown in
Figure 10. At the early stage of the KHI event, the
u variance is largely confined in the lowest 60 m and characterized by two maxima separated by the inflection point level (i.e.,
ZIP ~ 30 m) centered at the nondimensional horizontal wave number
. This corresponds to a wavelength of
, which is comparable to the wavelength estimated from the plan-view illustrated in
Figure 2. The v-wind spectrum resembles its u-wind counterpart except that it is much smaller in magnitude. The
w power spectrum shows a single maximum centered at
z = 60 m and
, which extends up to ~140 m. The maximum of the
w spectrum is only around 2% of its
u-wind counterpart. Therefore, the largest contribution to KE comes from
u-wind perturbations associated with the primary KH waves. It is worth mentioning that, in an LES study of hurricane boundary layer rolls by Wang and Jiang [
27], they found that, while the shear instability is attributed to an inflection point in the radial wind profile, the strength of the rolls is positively correlated with the shear in the much stronger tangential wind. The same seems to be true for this study. The
u–w co-spectrum is characterized by a single maximum at 30 m, suggesting that the KH waves are able to induce substantial vertical transport of momentum fluxes. The
co-spectrum exhibits a similar maximum except that it extends up to ~100 m, noticeably deeper than the maximum in the
w–u co-spectrum.
During the SSI and breakdown phases (mid-column), a pair of pronounced maxima centered at
is still evident in the
u-wind spectra, implying that the primary KH waves- (or billows)-induced perturbations remain significant. However, the peak value in
Figure 10b is only about a third of that in
Figure 10a (i.e., 5 min ago), implying that the primary waves are weakened by the SSI substantially and nearly two-thirds of its energy are cascaded into the secondary waves and large eddies. Accordingly, the u and w spectra spread toward higher wave numbers, especially near the surface (i.e.,
z < 30 m), where a secondary maximum in the u spectra is located at
, corresponding to a wavelength of ~85 m. The w spectra show a more substantial spreading of energy to the higher wave numbers (
Figure 10e). The
u–w co-spectra at
tKH = 18 min show three discernible maxima, namely the primary maximum, now centered at
z = 45 m, a minor maximum centered at
and
z ~70 m, and a third maximum at
, suggesting that while the primary KH waves still play a substantial role in vertical momentum transport, perturbations associated with SSI billows become equally important. For the
co-spectrum, in addition to the primary maximum located at
and
z = 45 m, there is a marked maximum centered at
and
z = 80 m (
Figure 10k), presumably associated with the downward entrainment of warmer air from above by the SSI billows.
At
tKH = 23 min (right column), both
u and
w power spectra extend further up beyond 160 m while spreading more toward higher wave numbers. While at this time, KH billow cores are barely distinguishable from vertical cross-sections, there is still a pronounced maximum centered at the primary KH wave number, implying that the residual waves persist after the turbulent breakdown occurs. For the
u spectra, a few secondary maxima appear in the lowest 30 m, suggesting a downscale energy cascade from the KH billows to the turbulence in the SABL. The residue waves still play an important role in the vertical transport of momentum and sensible heat along with substantial contributions from higher wave numbers (
Figure 10i,l).
The evolution of the energetics and momentum mixing in the boundary layer (i.e., at
z = 21 m) is further revealed by
Figure 11. From
tKH = 11 to 18 min, a significant portion of the kinetic energy cascades from the primary KH waves to SSI waves and large eddies. In addition, more kinetic energy is transferred from horizontal to vertical motion by the SSI process. From
tKH = 18 to 23 min, kinetic energy weakens at all wave numbers, presumably due to turbulent dissipation. It is worth noting that, in the high wave number limit, the spectral slopes tend toward -5/3 after the breakdown KH billows (i.e.,
tKH = 18 to 23 min), likely due to the enhancement of turbulence and weakening of stratification. In terms of momentum flux, the primary wave contribution to the downward flux doubles from
tKH = 16 to 23 min with comparable contributions from secondary waves with
between 13 and 23.