Research article 20 Jul 2021
Research article | 20 Jul 2021
Coupled and decoupled stratocumulus-topped boundary layers: turbulence properties
Jakub L. Nowak et al.
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- Final revised paper (published on 20 Jul 2021)
- Preprint (discussion started on 12 Mar 2021)
Interactive discussion
Status: closed
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RC1: 'Comment on acp-2021-214', Anonymous Referee #1, 30 Mar 2021
General comments
This paper presents a description of airborne measurements of turbulence during the ACORES campaign, distinguishing between two cases: 1) a fully coupled cloud-topped marine boundary and 2) a boundary layer that is partially decoupled from surface fluxes. The technical quality of the analysis appears to be excellent and, with a couple of exceptions noted below, is thoroughly explained. As such, I believe this paper makes a significant contribution to our empirical understanding of turbulence in the marine boundary layer. While it is longer than most manuscripts that I review, I’m not sure that it can be substantially shortened without omitting important information.
The focus of this study lies somewhat outside my own areas of greatest experience, so I’m not able to confidently assess the relationship between this contribution and prior work in this same area. That said, the reference list is extensive, and the authors appear to be thorough in drawing connections to earlier work.
Overall, my recommendation is that it be published after considering the suggestions for revisions below.
Specific comments
Lines 43–45: Could a reduction in cloud-top LW cooling due to an overrunning cloud layer at somewhat higher altitude also contribute to decoupling?
Line 106: LEGs are described as being 10 km long, but the time intervals shown on Fig. 2 seem too short at the nominal flight speed of 20 m/sec. I would prefer to see lengths and altitudes of the LEGs included in a table. Among other things, this is relevant to the question of flux sampling error (see comment further down).
The helicopter used weighs somewhere around 2000 kg and imparts substantial downward momentum and turbulent kinetic energy to the environment directly below it. In fact, rotor downwash speeds a short distance below the helicopter are probably around 30 m/sec, and the area of influence expands considerably with distance below the aircraft (albeit with reduced velocities). With that in mind, I would have liked to see more discussion, including any relevant references, in support of the assumption that a 20 m/sec forward speed is sufficient to avoid any influence by the rotorwash on the ACTOS package suspended 150 m below the helicopter, taking into account as well that the package probably trails behind the helicopter by some distance during forward flight.
I believe there should be explicit discussion of sampling error, and its relationship to flight leg length, in connection with the turbulent flux measurements. One newly published paper that seems relevant is Petty, G. W.: Sampling error in aircraft flux measurements based on a high-resolution large eddy simulation of the marine boundary layer, Atmos. Meas. Tech., 14, 1959–1976, https://doi.org/10.5194/amt-14-1959-2021, 2021.
Note for the authors or ACP copy editor:
The quality of the English writing is excellent. The only real indication that the paper was not written by a native speaker is the frequent omission of the articles “a”, “an”, and “the” in sentences where they would normally be expected.
- AC1: 'Reply to the Anonymous Referee #1', Jakub Nowak, 12 Apr 2021
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RC2: 'Comment on acp-2021-214', Anonymous Referee #2, 10 May 2021
The comment was uploaded in the form of a supplement: https://acp.copernicus.org/preprints/acp-2021-214/acp-2021-214-RC2-supplement.pdf
- AC2: 'Reply to the Anonymous Referee #2', Jakub Nowak, 15 Jun 2021
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RC3: 'Comment on acp-2021-214', Anonymous Referee #3, 13 May 2021
I support publication. The authors present a comprehensive suite of measurements of turbulence in stratocumulus layers. This is a rich dataset, measured from a unique platform (ACTOS).
I have little to add beyond what other reviewers have highlighted. Overall, this is a well written, well presented manuscript. I agree with a previous comment that this is a long paper, but I think one primary value in the manuscript is presentation and synthesis of a comprehensive dataset. I don’t see anything that I think could be cut without sacrificing that. I particular, keep figure 21. It’s a nice synthesis of what’s presented.
This may seem a minor point... The use of acronyms and abbreviations in the paper... I have no quarrel with use of commonly accepted acronyms and abbreviations like CCN, TKE, CAPE, etc… Using ACTOS instead of Airborne Cloud Turbulence Observations System every time is preferable. However, this paper has gone too far, in my opinion, with acronyms and abbreviations.
Abbreviating “coupled” by CP, for example, saves 5 letters, but introduces the additional effort required to recall that CP means “coupled” in this context.
I lost the thread of many arguments through the paper because I kept having to go back and find what CP or SCL or TSL meant. I know it makes the paper a little bit longer, but it would be much, much more readable if fewer abbreviations were used.
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AC3: 'Reply to the Anonymous Referee #3', Jakub Nowak, 15 Jun 2021
We are grateful to the Referee \#3 for the comments on our manuscript. Following the suggestion of this and other reviewers we reduced the number of acronyms by replacing them with the corresponding expanded expressions, in particular those which were not used frequently in the text. This group includes: SC, BL, ENA, TAS, CTEI, J11, WB04, YA00, CP, DCP. The last two were shortened to C and D, respectively, and only kept in sec. 6 to order the list of conclusions. However, we prefer to keep the acronyms of the following types:
- denoting the sublayers of the atmosphere: STBL, SML, TSL, SBL, SCL, EIL, FT, because they are used very frequently in the text as well as in the tables and figures,
- denoting the flight segments: PROF, LEG, for the same reason,
- commonly used abbreviations: TKE, LCL, SFC, PSD, because we expect them to be familiar to the readers,
- names of instruments or platforms: ACTOS, SMART-HELIOS, MODIS, GPS, for the same reason.
Moreover, we added the expanded names of the sublayers to the headings of Tables A1 and A2.
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AC3: 'Reply to the Anonymous Referee #3', Jakub Nowak, 15 Jun 2021
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RC4: 'Review of “Coupled and decoupled stratocumulus-topped boundary layers: turbulence properties” By: Jakub L. Nowak, Holger Siebert, Kai-Erik Szodry, and Szymon P. Malinowski', Ian Brooks, 19 May 2021
Overview
This paper presents an analysis of two contrasting stratocumulus topped, marine boundary layers over the subtropical North East Atlantic: a well-mixed case and a decoupled case. It presents a fairly detailed comparison of mean thermodynamic and turbulent structures based on measurements from an instrument package deployed on a tether ~170m below a helicopter, along with various measures of mixing/decoupling drawn from the literature.
The results are, for the most part, routine – such boundary layers are well studied (even if our understanding of all the interacting processes is incomplete), and most of the results are in broad agreement with previous studies (as noted in the conclusions). They remain, however, a useful contribution to the field, and do include some unique results – those of very small-scale turbulent properties: profiles of dissipation rate, and isotropy.
There is a limit to how much can be gained from analysis of individual case studies. I would encourage the authors to consider expanding their analysis in future to include all the flights from this campaign (many more than the two used here) to produce a more general synthesis of turbulent behaviour for the coupled and decoupled boundary layers.
Specific comments
The overall structure of the manuscript follows the conventional pattern of background / methods / results / conclusions. This is fine, but I found that the sheer number of different variables being defined resulted in a very long methods sections, where it wasn’t always clear what the real utility of a particular parameter was. By the time the reader (or this reader anyway) gets to the relevant results, they’ve forgotten what all the different symbols and parameters are. It might be worth considering modifying the structure to mix parameter definitions and results – defining/explaining particular quantities immediately prior to presenting the results on them. This is very much a decision to be made on personal preference regarding the readability, I’m sure another reviewer would argue against doing this.
On a related note, there are a LOT of acronyms defined here, not all of them are used very often (eg ‘CB’ is only used 6 times after being defined…not worth the space saving traded off against having to go back and find out what it means’. I found it easy to confuse many of these because of minor inconsistencies in how the layer names mapped to acronyms– I kept reading ‘SCL’ as ‘sub-cloud layer’ instead of ‘stratocumulus layer’, whereas ‘SBL’ (sub-cloud layer) I wanted to read as ‘stable boundary layer’…which is a common usage, but irrelevant here.
Figure 2 and 4 – it might be useful to indicate cloud base and top on the figures so the reader can immediately see how the flight legs relate to cloud level.
The line style for different sections of the flight track are consistent with those used on the later profile plots - this is clear for fig 4 (flight 14) where the profile plots show 3 distinct profiles; but less so on fig 2 (flight 5) where there are only 2 line types. It appears that in the profile plots the dashed line, which looks like a single deep profile, is actually a composite of several profile sections separated in time, and spanning different altitude ranges. This is fine, but should be made explicit since it has a bearing on variability of the data.
At various points in the discussion of results, specifically the plots of profiles and leg-averaged values, reference is made to a particular flight leg ‘LEG2’, ‘LEG3’ etc. I found this unhelpful, since I couldn’t immediately identify which leg was which on the plots…what altitude was it? It would be more useful to simply refer to the altitude of the leg.
The legs can be identified by referring back to figures 2 and 4, but (a) that requires the reader to go searching back for the relevant figure, and (b) there is a potential cause for confusion, because the leg numbering (assuming it is chronological…this is never explicitly stated) appears to be inconsistent when referred to the profiles, since for flight 5 the legs start high and word down, and on flight 14 start low and work up (and then down again for final leg). All we really need to know in the discussion is the altitude, the leg number is a distraction’Line 169: ‘Negative values suggest instability…’ – for clarity it would be useful to explicity state the variables involved here ‘Negative values of Dql suggest…’
Line 171 ‘The parameter of YA00…’ – again, be clear and name the parameter, not (just) the paper where it was first defined…make it easy on the reader.
Line 186: ‘probably there were some clearings…’ – while the effects of such clear air regions will get averaged out by the vertical binning/averaging/smoothing applied to generate the profiles, it ought to be possible to identify if they actually occur from the raw, high rate data, and not have to rely on a vague statement of ‘probably’.
Line 202-203: ‘Suitable normalisation…’ – Purely my preference, but I’d cut this line. I don’t think it adds anything useful unless you go into detail about the normalisation & averaging referred to.
Line 232: what are the instrument issues that resulted in problems with the lateral wind components? It’s not essential to document this, but, depending on the cause, might be useful for other researchers trying to make similar measurements.
Line 294 and 307: both reference a ‘lateral component’ when the parameter referred to is derived from vertical velocity. Yes, w is ‘lateral’ with respect to the mean wind vector, but it might be clearer here to be explicit and refer to the ‘vertical component’, not least because you have previously noted problems with the ‘lateral’ velocity measurements, where lateral refers to the horizontal cross-wind component, and so is a potential source of confusion.
Line 374-377: The unexpectedly high variances above cloud are presumed to be artefacts resulting from the presence of gravity waves. While I agree that is quite likely, it should be possible to demonstrate it. Coherence/phase/amplitude plots of the correlation between vertical velocity and the other variables should show a clear scale of waves. Power spectra or ogive plots of variances/covariances should also show that most of the variance/covariance results from a narrow range of wavelengths that can be related to gravity waves.
Line 390: The statement regarding T and q as being passive tracers with no significant sources at the transition layer is…arguable. There is no real 'source', but for the SML, the gradient across decoupling transition layer acts as a source/sink term, entrainment mixing brings drier/warmer air down to top of SML (local effective source/sink). There must be some mixing to give high T/Q variances here.
Then…’ The TSL features the gradient of qv (c.f. Fig. 6) which might explain increased local fluctuations.’ – what other source of increased fluctuations could there be here?
Line 420: You ‘speculate that the drivers of convection, i.e. radiative and evaporative cooling, are not efficient in this situation’. What is different about ‘this situation’ that either of these processes should be different? You can evaluate the evaporative cooling and CTEI parameter…is this weaker than for the other case? Certainly the latent and sensible heat fluxes are much smaller in cloud here than for flight 5.
Radiative cooling is more difficult to assess without direct measurements of the radiative fluxes, but there may be clues available. You mention the availability of the ARM remote sensing data…does that show a higher cloud deck that might reduce the radiative cooling from cloud top? This case does have a slightly thicker cloud and so higher LWC at cloud top…this will slightly modify (sharpen) the LW cooling and SW heating profiles, and maybe shift the relative positions of their peaks in the vertical, changing the balance of heating/cooling.Line 422: ‘moisture delivery from the ocean surface to the cloud might be more difficult in the decoupled STBL’ – yes, it ought to be much more difficult.
Line 458: is the departure of measurements from theoretical expectations for homogeneity, isotropy and stationarity here a result of evaluating them from slant profiles? You note the horizontal legs are in much better agreement with theory, suggesting the profile results are not truly representative.
Line 555: ‘which suggests important contribution of moisture to buoyancy’ – I agree, but this could be evaluated properly. Buoyancy flux (virtual potential temperature flux) can be broken down into the sensible and latent heat contributions and their ratio determined.
Minor issues (grammar, typos, etc)
While overall, the manuscript is clear and well written, there are many minor grammatical issues – notably missing definitive articles: ‘…in the cloud top region…’, ‘…in the inertial subrange…’ etc. I have noted all those that jumped out at me below, but I’m sure I’ve missed more.
Line 4: ‘…in cloud top region’ -> ‘…in the cloud top region’
Line 12: ‘in inertial subrange’ -> ‘in the inertial subrange’
Line 22: ‘They occupy…, preferably in the conditions of large-scale subsidence.’ – ‘preferably’ is the wrong word (implies an ideal choice or active preference’, ‘preferentially’ is closer to the meaning required (with greater likelihood)
Line 28: ‘Primary mechanism…’ -> ‘The primary mechanism…’
Line 29: ‘Additional source of turbulence…’ -> ‘ An additional source of turbulence…’
Line 32: ‘…dependent on the level in which SC is coupled…’ – ‘in’ isn’t the right word here, and the meaning intended isn’t entirely clear, either ‘…dependent on the level at which SC is coupled…’ (if the issue of concern is the altitude at which decoupling occurs) or ‘…dependent on the level to which SC is coupled…’ (if the issue is whether, or how strongly decoupled the BL is).
Line 35: ‘…structure features adiabatic lapse rate (dry below cloud, moist inside), strong capping inversion at the top, near-constant concentration of moist-conserved variables…’ -> ‘…structure features an adiabatic lapse rate (dry below cloud, moist inside), a strong capping inversion at the top, and near-constant concentration of moist-conserved variables…’
Line 40: ‘ Stable or…’ -> ‘A stable or…’
Line 62: ‘…in conventional rationale…’ -> ‘…in the conventional rationale…’
Line 105: ‘…depended on local cloud…’ -> ‘…depended on the local cloud…’
Line 106: ‘usual strategy involved:…’ -> ‘the usual strategy involved…’
Line 109: ‘…and flight pattern…’ -> ‘…and a flight pattern…’
Line 140: ‘Brunt-Vaisala frequency…’ -> ‘The Brunt-Väisälä frequency…’
Line 143: ‘…quantifies vertical gradient…’ -> ‘…quantifies the vertical gradient…’
Line 166: ‘…as BL mean.’ -> ‘…as the BL mean.’
Line 183: ‘…where it features the increase of…’ -> ‘…where it features an increase of…’
And ‘…analogously, with the decrease of…’ -> ‘…analogously, with a decrease of…’
Line 184-185: ‘…capped by the layer of…’ -> ‘…capped by a layer of…’
Line 239: ‘Described modification…’ -> ‘The modification described…’
Line 243: ‘…with simple…’ -> ‘…with a simple…’
Line 244: ‘…from original signal.’ -> ‘…from the original signal.’
Line 249: ‘…taking average along LEG…’ -> ‘…taking the average along the leg…’
Line 252: ‘Worth to remember…’ -> ‘It is worth remembering…’
Line 260: ‘…such approach…’ -> ‘…such an approach…’
Line 266: ‘Range of scales…’ -> ‘The range of scales…’
Line 266: ‘…limited by the smaller among spatial resolutions of two multiplied signals…’ the word smaller here might be read as implying the smaller scale (ie, higher resolution), suggest -> ‘…limited by the lowest spatial resolution of the two multiplied signals…’
Line 267-268: following the previous statement, you note the scales of individual measurements, but it would be helpful to be explicit and state the resulting scale for the final fluxes.
Line 317: ‘In case of LEGs…’ –> ‘In the case of LEGs…’
Line 338: ‘Similar approach…’ -> ‘A similar approach…’
Line 340: ‘Such value of…’ -> ‘Such a value of…’
Line 345: ‘Integral lengthscale…’ -> ‘The integral length scale…’
Line 347: ‘…integral of autocorrelation function…’ -> ‘…integral of the autocorrelation function…’
‘…in formal definition…’ -> ‘…in the formal definition…’
Line 353: ‘At Taylor microscale…’ -> ‘At the Taylor microscale…’
Line 365-366: The statement ‘Depending on flight segment type, they are illustrated with continuous profiles (PROF) and/or dots with errorbars (LEG).’ Is redundant, delete.
Line 372: ‘…reaches minimum value…’ -> ‘…reaches a minimum value…’
Line 387: ‘…resemble typical mixed layer…’ -> ‘…resemble a typical mixed layer…’
Line 390: ‘…exhibit maximum…’ -> ‘…exhibit a maximum…’
Line 398-399: The statement ‘while the shear production at the bottom and at the top of the boundary layer’ is incomplete…needs some statement about the shear production.
Lines 395, 402, 406: statements about results are phrased as ‘seems to’, ‘appears to be’ etc. Unless there is real doubt, be definitive…is it as stated or not?
Line 495: ‘…immensely stable…’ -> ‘…strongly stable…’ (immensely might be overstating things a bit).
Line 561: ‘…vanishes at the level…’ -> ‘…vanishes at a level…’
Line 568-569: ‘Vertical velocity variance suggests the profile somewhat different than the convective similarity scaling’ -> ‘The vertical velocity variance suggests a profile somewhat different than the convective similarity scaling’
Line 659: ‘Main processes…’ -> ‘The main processes…’
Line 669: ‘imortant’ -. ‘important’
Line 670: ‘relevant systematical…’ – ‘…relevant systematic…’
- AC4: 'Reply to Ian Brooks', Jakub Nowak, 15 Jun 2021
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AC5: 'Reply to the reviews', Jakub Nowak, 15 Jun 2021
We are grateful to all the reviewers for the insightful comments and suggestions on our manuscript. We respond to them in detail in the attached pdf file. Specific corrections are mentioned in the responses. We also attach the full revised manuscript with all the changes marked.