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Transcript of Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO)...
![Page 1: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/1.jpg)
Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx
Chris Zappa (LDEO)Tom Farrar (WHOI)
Deborah LeBel (LDEO)Leah Trafford (WHOI)Robert Weller (WHOI)
![Page 2: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/2.jpg)
Introduction: Conventional turbulence measurements in the open ocean
Turbulence measurements with an Pulse-Coherent Doppler Sonar on a surface mooring:
Why use an PCDS?ApproachProcessing and measurement noiseResults: 9-months of turbulent dissipation at an open-ocean siteResults: Scaling with MO Similarity TheoryResults: Periodicity in Dissipation
Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx
Outline:
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Conventional Approach to Open-Ocean Turbulence Measurements
Free-fall microstructure profilers deployed from ships (e.g., Oakey, 1982; Moum et al., 1995; Gregg, 1998)
Typical sensor package:CTD2 fast-response micro-temperature
probes2 micro-shear probes
These ship-based measurements are expensive. (Ships cost >$20k/day and the measurements require ~3 people working around the clock.)
Typical data sets are 2 weeks long.
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10 m
30 m
50 m
70 m
Surface heat flux (units of 100 W/m2)
Turbulent kinetic energy dissipation
Typical 11-Day Data Set (Lombardo and Gregg, 1989)
Solar heating
Nighttime cooling
![Page 5: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/5.jpg)
Two dissipation estimates from casts 7 minutes apart(from Shay and Gregg, 1986):
Turbulence is Patchy and Episodic
Dissipation varies by a factor of ~100 between the two casts, for no obvious reason other than the intermittency of turbulence
-20 m
-40 m
-60 m
We need a way of making sustained, time-series measurements!
![Page 6: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/6.jpg)
We need sustained time-series measurements of turbulence properties (like turbulent dissipation).
To understand those measurements, we also need time series of:
(1) Surface forcing (e.g., heat flux, wind stress)(2) Surface waves(3) Evolution of non-turbulent temperature, salinity, and
velocityIdeally, we’d like all of these measurements sampled at
once/hour for many months.
Turbulence Measurements from a Surface Mooring
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We need sustained time-series measurements of turbulence properties (like turbulent dissipation).
To understand those measurements, we also need time series of:
(1) Surface forcing (e.g., heat flux, wind stress)(2) Surface waves(3) Evolution of non-turbulent temperature, salinity, and
velocityIdeally, we’d like all of these measurements sampled at
once/hour for many months.
Turbulence Measurements from a Surface Mooring
There is really only one way to do all of this: use a surface mooring, with a buoy anchored to the sea floor.
People have been pursuing this for some time using conventional microstructure-profiler techniques (e.g., Lueck et al., 1997; Moum
and Nash, 2009).
There are some serious difficulties related to mooring motion.
![Page 8: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/8.jpg)
Pulse-Coherent Doppler Sonar for Turbulent Dissipation on a Surface Mooring
Advantages: Spatial fluctuations of velocity can be estimated without using
the frozen-field approximation. A sample can take only ~1 ms to collect. This helps avoid
errors due to platform motion.
Things to worry about:(1) The turbulent wake of the mooring.(2) The time taken to make a profile estimate needs to be as short
as possible to avoid “smearing” the small-scale turbulence.(For example, if pings are averaged over ¼ sec and mean flow is 40 cm/s, the minimum
resolved length scale is 10 cm.)
(3) The turbulent velocity fluctuations in the open ocean are very weak (< 1 cm/s)
(4) There is a tradeoff between length of profile (i.e., range) and the maximum velocity that can be unambiguously measured. (This is because the instrument actually measures a phase shift between returned signals.)
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October 2008 mean Sea Surface Temperature
SST data: AMSRE satellite microwave, courtesy of Remote Sensing Systems
°C
VOCALS-REx: “VAMOS Ocean-Cloud-Atmosphere-Land Study Regional Experiment”Primary oceanographic goal: Understanding why SST is cool in the Southeast
Pacific
Air-sea flux mooring since 2001
(Bob Weller, WHOI)
NSF funded us to instrument 6 depths with Aquadopp HR-
Profilers to study mixed-layer turbulence in the VOCALS
experiment
![Page 10: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/10.jpg)
Pulse-Coherent Doppler Sonar for Turbulent Dissipation on a Surface Mooring
A single horizontal beam measures a ~1.5-m profile with ~3-cm resolution, which can be used for inertial-subrange estimates of dissipation (i.e., fitting a -5/3 power law to velocity spectra)
As we configured them, the instruments made a single velocity profile estimate in about 2 ms and averaged 20 of these estimates into ¼ second ensembles.With the extended housing and extra data logger, the instruments collected about 540 profiles at 4 Hz, every hour for one year.
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Pulse-Coherent Doppler Sonar for Turbulent Dissipation on a Surface Mooring
We deployed these instruments at 6 depths in the upper 100 m. 5 out of 6 instrument pairs came back looking like this.
We did get good data from an instrument pair at 8.4-m depth (above the spot where the mooring broke).
![Page 12: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/12.jpg)
)log(8
222
22 Rn
2R
= ping-to-ping correlation= sound wavelength (~1 mm)= ping time separation
Measurement noise(mean square)
Theoretical Measurement Noise as a Function of Measured
Ping-to-Ping Correlation(Theoretical expression from Zedel et al., 1996)
Predicted noise, divided by . (20 ping pairs per ensemble)
20
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)log(8
222
22 Rn
2R
= ping-to-ping correlation= sound wavelength (~1 mm)= ping time separation
Measurement noise(mean square)
Theoretical Measurement Noise as a Function of Measured
Ping-to-Ping Correlation(Theoretical expression from Zedel et al., 1996)
9 months of data (1.8M profiles) This theoretical expression really works!
![Page 14: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/14.jpg)
3/53/2)( kAk
A = constant, ~ 0.557
= wavenumber (i.e., 2π/wavelength)k
= turbulent dissipation = velocity spectrum
Estimating Dissipation using an “Inertial Subrange” Fit
Wavenumber range chosen for
fit– noise is an issue here
![Page 15: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/15.jpg)
)log(8
222
22 Rn
Measurement noise(mean square)
Theoretical Noise to Make Choices in Processing
(Theoretical expression from Zedel et al., 1996)
Predicted noise, divided by . (20 ping pairs per ensemble)
20
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)log(8
222
22 Rn
Measurement noise(mean square)
(Theoretical expression from Zedel et al., 1996)
3/53/2)( kAk Given ϵ, we expect a certain
turbulent velocity
Theoretical Noise to Make Choices in Processing
![Page 17: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/17.jpg)
)log(8
222
22 Rn
Measurement noise(mean square)
(Theoretical expression from Zedel et al., 1996)
3/53/2)( kAk Given ϵ, we expect a certain
turbulent velocity
Theoretical Noise to Make Choices in Processing
Target ϵ
![Page 18: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/18.jpg)
)log(8
222
22 Rn
Measurement noise(mean square)
(Theoretical expression from Zedel et al., 1996)
3/53/2)( kAk Given ϵ, we expect a certain
turbulent velocity
By averaging 5 velocity bins and excluding R2<60,
the noise should be low enough
Theoretical Noise to Make Choices in Processing
Target ϵ
![Page 19: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/19.jpg)
The Result: 9-Month Time Series of Dissipation(Is it correct?)
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The Result: 9-Month Time Series of Dissipation(Is it correct?)
We can scale this against “Monin-Obukhov similarity theory”, which says that ϵ should scale with wind stress, surface heat flux and depth.
z
u
3 0
bB J
![Page 21: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/21.jpg)
Monin-Obukhov Similarity Theory Scaling
We can scale this against “Monin-Obukhov similarity theory”, which says that ϵ should scale with wind stress, surface heat flux and depth.
z
u
3 Turbulent Dissipation Rate Stress Scaling
0bB J
00 where qpNETb JTCgQTgJ
eqeqp JLssJCg 10
Turbulent Dissipation Rate Buoyancy Scaling
![Page 22: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/22.jpg)
The Result: 9-Month Time Series of Dissipation(It is looking pretty good.)
z
u
3 0
bB J
![Page 23: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/23.jpg)
The Result: 9-Month Time Series of Dissipation(It is looking pretty good.)
z
u
3
0bB J
![Page 24: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/24.jpg)
Monin-Obukhov Similarity Theory Scaling
z
u
3
MO stress scaling should
hold for z/-L<<1
9 months of data (8.4 m), destabilizing surface buoyancy flux
![Page 25: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/25.jpg)
Monin-Obukhov Similarity Theory Scaling: Kansas
“Universal” vertical structure
function from Kansas mast experiment
MO stress scaling should
hold for z/-L<<1
9 months of data (8.4 m), destabilizing surface buoyancy flux
z
u
3
![Page 26: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/26.jpg)
Monin-Obukhov Similarity Theory Scaling
MO buoyancy scaling should
hold for z/-L>>10
9 months of data (8.4 m), destabilizing surface buoyancy flux
0bB J
![Page 27: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/27.jpg)
Periodicity in Dissipation
z
u
3
DiurnalInertial
![Page 28: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/28.jpg)
We find a near inertial signal in the turbulent dissipationWe are actively working to understand where that comes from.It would be nice to have other depths, but we lost them.We don’t find a strong inertial signal in the wind stress scale, ετ
Is the shear at the base of the mixed layer coherent with surface dissipation at the inertial period?
Check PWP to see if there is an inertial signal in the dissipationConsistent with the VOCALS hypothesis.
The entrainment of cool fresh intermediate water from below the surface layer during mixing associated with energetic mixed-layer near-inertial oscillations is an important process to maintain heat and salt balance of the ocean surface layer in the SEP.
Periodicity in Dissipation
![Page 29: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/29.jpg)
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With high resolution velocity data and fluxes calculated, we are in an excellent position to examine the dominant mechanisms of turbulent production. Following boundary layer similarity scalings, the calculated dissipation is scaled by ετ (wind stress dominance) and by the buoyancy flux (buoyancy dominance).
All profiles with z/-L, where L is the Monin-Obukov length, are shown above. z/-L = 1 corresponds to a depth where the wind stress and the buoyancy flux contribute equally to the production of turbulence; z/-L > 1 would correspond to a buoyancy-dominated regime, and z/-L < 1 to a wind-stress dominated regime. It is clear that z/-L = 0.1 grossly marks the transition betwen buoyancy-scaling and stress-scaling adequate representing the dissipation levels.
![Page 31: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/31.jpg)
Lombardo and Gregg (1989) presented a similar analysis of profiles taken over 11 days at 34N, 127W. Applying the same boundary layer similarity scalings, they found that stress dominated when z/-L < 1 and buoyancy when z/-L > 10. We note that unlike their results, our scaled dissipation does not approach an asymptote of 1. Their results used a depth-averaged ratio, while we present here a point measurement at 10 m depth; their results incorporated a great deal more data with lower dissipations farther down in the water column. We also point out that our transition between the two regimes is closer to z/-L < 0.1.
A comparison of day and night profiles indicates that all the strongly stress-dominated profiles occur during the day. In fact, it appears that wind stress-generated turbulence is limited to the daylight hours, while buoyancy generation dominates at night. During the daytime, z/-L < 1 for all but a few profiles, and all of the buoyancy-scaled dissipation ratios indicate an upward trend with decreasing values of z/-L; as L becomes deeper, the buoyancy scaling does an increasingly poor job of representing the observed dissipation. Below z/-L, the stress-scaled ratio shows no such trend.
The night profiles, however, show that all of the stress-scaled data follow an increasing trend as z/-L becomes increasing larger; as L shallows, the stress scaling does an increasing poor job of predicting the dissipation values.
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13 Seconds of Data: Stepping through Quality Control
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13 Seconds of Data: Measured Correlation Key Parameter
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13 Seconds of Data : Low Correlations Excluded, Data Unwrapped
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13 Seconds of Data : After Initial Quality Control
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Aquadopp HR-Profilers appear capable of providing reasonably low-noise dissipation estimates on a moving platform, over a long time period. This will probably become increasingly true as more people use them.I had to discard about 97% of the data to reach this low noise level.
The theoretical expression for the measurement noise as a function of measured correlation seems to hold very well. This is a very powerful result– it means we can tell the difference
between physical fluctuations and noise fluctuations (in a statistical sense).
A long time series of upper-ocean turbulent dissipation from a deep-ocean surface mooring equipped with Nortek
HR ProfilersConclusion:
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Two techniques used by the surface-wave community: The frozen-field approximation vs. Pulse-to-pulse coherent Doppler sonar
Mean flow
A single-point sensor has to wait ~10 sec for turbulence to be swept by(i.e., “frozen field”)
An acoustic profiler can measure a profile directly over about 1 ms
A good example using both approaches:
Veron and Melville (1999)
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Pulse-coherent Doppler sonar for turbulent dissipation
MO stress scaling should
hold for z/-L<<1
9 months of data (8.4 m), destabilizing surface buoyancy flux
![Page 42: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/42.jpg)
Pulse-coherent Doppler sonar for turbulent dissipation
“Universal” vertical
structure function from Kansas mast experiment
MO stress scaling should
hold for z/-L<<1
9 months of data (8.4 m), destabilizing surface buoyancy flux
![Page 43: Measurements of Upper-Ocean Turbulence and Air-Sea Interaction during VOCALS-REx Chris Zappa (LDEO) Tom Farrar (WHOI) Deborah LeBel (LDEO) Leah Trafford.](https://reader036.fdocuments.us/reader036/viewer/2022062408/56649e0a5503460f94af21d6/html5/thumbnails/43.jpg)
Monin-Obukhov Similarity Theory: R/P FLIP
9 months of data (8.4 m), destabilizing surface buoyancy flux
MO stress scaling should
hold for z/-L<<1
“Universal” vertical
structure function from
R/P FLIP experiments
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Planned depths for pulse-coherent sonar (7 total)
Pulse-coherent Doppler sonar for turbulent dissipation
These measurements should provide temporal context for more conventional microstructure measurements in SPURS
They might allow useful estimates of the turbulent salt and heat fluxes
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(1)Measurements of surface meteorology and radiation with dual IMET packages
(2)Enhanced SPURS IMET measurements (focus on E-P)
(3)Direct turbulent flux measurements (wind stress, latent heat flux/evap, sensible heat flux)
(4)Measurements of T, S, and U with good vertical and temporal resolution
Approach:
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22
2282 n
eR
2n
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Sketch remaining slides
D
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Pulse-coherent Doppler sonar for turbulent dissipation on a surface mooring
We deployed these instruments at 6 depths in the upper 100 m. 5 out of 6 instrument pairs came back looking like this.
We did get good data from an instrument pair at 8.4-m depth (above the spot where the mooring broke).
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Surface buoy measurements
IMET Sensor Suite (Colbo and Weller, 2009; Hosom et al., 1995)
Shortwave and longwave radiation, air temp,
humidity, winds, barometric pressure,
precipitation, SST (75 cm), sea surface salinity (75
cm), surface waves
These measurements can be used for accurate estimates of surface fluxes (wind stress,
heat flux/buoyancy flux)
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Current meter
Current meter
Current meter
ADCP
Temperature/conductivity measurements
(SBE37s and SBE16s)(<5 minute sampling
interval)
Subsurface measurements
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Data example, processing (unwrap)Processing (noise)Dissipation estimates (maybe before noise?...yes)
Example science:Time series, maybe with wind, waves, and heat fluxAdd VMP comparisonMO interpretation
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13 seconds of data
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Turbulence is an important influence on the heat, momentum, and energy balances of the ocean
It is important in many phenomena:
Example of dissipation in a large-amplitude internal wave in the South China Sea
(from Lou St. Laurent, WHOI)
The very large dissipation (~10-4 W/kg) observed in and behind the wave is important to the evolution of the
wave
Direction of wave propagation