Review of
Toward a marginal Arctic sea ice cover: changes to freezing, melting and dynamics
by
Frew, R., et al.
Summary:
This is a modeling study striving to shed light on changes in sea ice volume melt as the Arctic sea ice cover shifts from a more compact state to a state with a more open ice cover for which processes such as lateral melt or advection into warmer water can play an enhanced role. The authors use an improved version of CICE forced by two different atmospheric models (one for present day and one for a seamless investigation of present day conditions and future projections) for their study. They do a consistency check of the model forcing by means of discussing the forcing itself and by comparing resulting model sea ice quantities such as timeseries of the total sea ice extent and volume against independent data. They investigate and discuss the temporal changes of ice volume melt for three regions defined by means of different temporal development of their characteristic sea ice concentration. They investigate processes such as ice growth, ice melt (top, basal and lateral), and dynamic processes and provide a quite sound discussion of their results.
I have mixed feelings with this manuscript. On the one hand it seems to be well written and many aspects of the study are laid out very well, illustrations of results are quite comprehensive as is the discussion. However, I have a few question about why certains things were done as they were done; I am not sure whether dynamic processes have been investigated as thorough as it might have been needed (also in terms how good the atmospheric forcing is in this regard); I am also not sure whether the findings are relevant in view of the substantial differences in the forcings of the two models used for the atmospheric forcing and I hence do not have a clear feeling about the uncertainty of the results shown. Finally, I find some expressions and definitions as written could lead to mis-understandings and mis-interpretations of the results shown and discussed.
General Comments
GC1: I can understand that you applied the easier-to-use definition of the MIZ. My question is, however: How close is this definition to the one based on ocean waves and what would be the difference you'd expect in case you could use the wave-based definition? I am concerned about that. I thought that, in the meantime, the community has moved away from defining the MIZ as the area with sea-ice concentrations below 80%. It has been shown that this sea-ice concentration threshold is not adequate to approximate the part of the sea ice cover that is influenced by waves. I was wondering whether the strength of the sea ice cover, i.e. discriminating between compact pack ice and freely drifting ice wouldn't be a more natural way to define the two different sea ice areas used in your study. I would avoid to term this MIZ or marginal ice zone given the vast extent the MIZ as defined by you has.
GC2: Closely connected to GC1 is the question: Did you check how your results would change if you would change the threshold from 80% to 60% or to 90% - independent of the ice strength definition by Hibler?
GC3: I am aware that you have expanded the work put into the initial version of this manuscript substantially. But given the importance of surface turbulent heat fluxes and the potential increasing role of sea ice transport from one region to another region, I was wondering whether you should not comment and/or justify why you did not also check NCEP2 and HadGEM2-ES model data with respect to wind speed and direction?
GC4: My impression is that a number of the "main" conclusions of the paper are based on comparably small changes in ice volume melt by the different processes investigated. What I am missing in this context is a critical discussion of what the error bar of the obtained results is. I don't get a clear picture of whether a change in, e.g., the contribution by lateral melt by 10% from the 1980s to the 2010s does not simply fall into the uncertainty range of the model results. One could argue that the differences you show between NCEP2 forced and HadGEM2-ES forced ice model runs are an indication for the uncertainty of your "physics-rich" model representing the processes shown. Emphasizing the uncertainty of the model results could solidify the credibility of your results.
Specific Comments
L9/10: "We validate ..." --> After having read the paper I would say that you did not do a validation but you carried out a consistency check of the model. I suggest to change the writing accordingly throughout the manuscript.
L18-20: "As more ... days earlier" --> These lines can be misunderstood. I recommend to clarify that by "melts earlier" you mean that the sea ice is completely gone (melted) earlier. I am pretty sure that it is not the transition from > 80% SIC to < 80% SIC that causes an earlier melt-onset. By the same token I recommend to clearly state what you mean by "peak melt"; you are not refering to the largest forcing but you are refering to the largest change in ice volume due to a combination of different melt processes.
L56: "location of ..." --> I can agree that the atmospheric forcing plays a large role here. But the way how melt ponds form, their depth and their size distribution depends largely on the sea ice topography and the amount of snow. Melt ponds on level ice can spread over large areas and might remain shallow for quite a while. In contrast, melt ponds on rough sea ice form (first) in local depressions of the surface. There have been quite a few studies about how the formation of melt ponds is governed by the snow depth and the sea ice surface topography - even hypothesizing that it is possible to use the sea ice topography and related snow depth distribution in spring as a means to predict the melt pond fraction during summer. I suggest you take this into account in your text.
L126: Why 2010? Why not 2017?
L132/133: I was wondering whether you would like to comment on your choice of forcing data sets. An obvious alternative for NCEP2 would have been ERA5 to be more in line with the wave climatology used.
And I was wondering what kind of a model HadGEM2-ES is. It does not belong to the CMIP6 model suite it seems? A bit more detail would be great. In addition: What is your motivation to use RCP8.5?
And, furthermore: The time period you cover here is 1980 through 2050. This differs from what I would expect from CMIP5 or CMIP6 model runs where there are historical runs that end in 2014 for CMIP6 with predictions following thereafter. To my understanding there is no seamless transition between the historical runs and the future predictions, or - in other words - one should not use them together. Therefore I am a bit puzzled here.
L153/154: "A full discussion ... 2017)." --> I am not sure how much that publication also looks into differences of these two SIC products during summer - which appears to be the main focus of your study. I invite you to look into papers published in 2020 in the journal "The Cryosphere" about sea ice concentration product evaluation during Arctic summer conditions to obtain additional information about the performance and potential biases of these products during summer. Doing so will also help with what you call "Model validation" and the discussion of the results later in the paper.
L161-164: Please provide just a little bit of more context here so that the reader understands what you mean by "radar returns". I note that sea ice thickness has been estimated from satellite radar or laser altimeters. I note further that melt ponds on sea ice are one issue with these instruments but that already the wet snow conditions encountered during late spring inhibit an adequate sea ice thickness retrieval beyond, currently, April and before October.
Another issue I find important to mention in the context of your work is that PIOMAS provides consistent estimates of the sea ice thickness and volume but that it is well known that PIOMAS tends to overestimate the thickness of thin ice and underestimate the thickness of thick ice. I am pretty sure you will find respective literature about this. I invite you to clearly state this deficit of the PIOMAS model data and bring this issue back into your paper when you are talking about the "Model validation" and when you are discussing your results.
Finally, there is this "summmer" typo in L162.
L170: "In each case we use the last 5 years" --> Why? Why don't you use the full 10-year period? This is not clear and should be motivated.
L179: "annual volume fluxes" --> Not sure I understand what you mean by volume fluxes in this context. My understanding of a volume flux would be the flux of a certain volume of ice across a boundary, for instance the Fram Strait or from the Pacific to the Atlantic sector of the Arctic Ocean. Would you mind to specify a bit better what you mean?
L182++: I note that here you explicitly mention the seasons during which this part of ice (and snow) volume change happens. You do not specify the seasons for most of the other processes. Why?
I note further that you list sinks for snow (snow ice formation, melting, sublimation) but you do not include the source terms. Why? How about - in this context - snow blown off the sea ice into the openings?
L189/190: "sum of advection, convergence and ridging" --> So, what you take into account here is whether and how much sea ice is advected (aka transported) from one region to another region and/or outside the MIZ region into open water. While you explicitly mention convergence you do not mention divergence and its linkage to new ice formation during the freezing season on the one hand and its influence on lateral melt during the melting season on the other hand. Why?
Since you only look at the sum of the three initially-mentioned processed you refrain from looking a their individual contributions to the budget. Why?
Ridging I would see as a consequence of convergent ice motion in case the sea ice is mechanically weak enough to fail. I note further that ridging does not change the ice volume in a region; it only changes the thickness distribution.
In summary, I am not sure whether the brevity of the description of the processes you want to consider here in the bullet point list is not leading to misunderstandings and I invite you to consider expanding on these a bit.
A final thing I would like to mention in this regard is that I would find it helpful to see some motivation about why you have been choosing these processes - why you, for instance, look at the ice volume that is associated with congelation growth or frazil growth.
L193-205: In this paragraph you illustrate the atmospheric forcing. There are quite some differences between NCEP2 and HadGEM2-ES. While you list these differences you are refraining from commenting whether these differences are not eventually jeopardizing your research goal. I was wondering for instance, where the difference between NCEP2 and HadGEM2-ES air temperatures during winter has its origin. It cannot be the longwave radiation. I was wondering furthermore, whether the massive differences in the longwave radiation but also in the shortwave radiation between NCEP2 and HadGEM2-ES data for the same 5-year periods do not have a considerable influence on the ice model performance, i.e. how the processes are realized.
Finally, I note that you did not include surface wind data in your "model validation" - even though the dynamics and any surface processes that depend on the near surface turbulent fluxes of sensible and latent heat are dependent on the near surface wind. Isn't the near surface wind speed essential for a correct simulation of how the area of the different regions of pack ice, MIZ and "open water" changes? Both, the wind speed and the wind direction might be of importance here (see GC3)
Fig. 6:
panels a&b) It is clear that both forcings lead to model runs that show a too fast SIE decrease at the beginning of summer and a too fast freeze-up in fall - when compared to the observations.
panels c&d) Very interesting to see that the HadGEM2-ES forced model runs follow the Bootstrap SIE only until July (in the 1980s), after that they "switch" to be closer to NASA-Team and even reach the same MIZ extent as NASA-Team, only a month later.
Also in the 2010s, the HadGEM2-ES forced model runs are first closer to Bootstrap.
L225-236: I would like to remind you of the potential mis-estimation of the SIC by the NASA-Team and Bootstrap algorithms during summer while melt ponds are present (see one of my previous comments).
L237-243: I was wondering whether it is sufficient for the main focus of your study to look into these annual time series of the total Arctic sea ice volume. How do the sea ice volumina time series look like if you separate pack ice and MIZ?
In this context I would like to make you aware one more time of the issue of the PIOMAS I mentioned earlier in my review.
L274-282: In the context of these results I would like to ask you whether you did consider at some point to have a look at the floe-size distribution and at the actual sea ice concentrations in the regions you are using. As you rightly say, top and basal melt primarily depend on the actual area of the sea ice that is subject to melt (here: top and basal) while lateral melt is primarily driven by the floe size distribution and only secondarily driven by the sea ice concentration.
L283-290: Ok, great. This is the first time that I learn in your paper that by "advection" you indeed mean the import or export of sea ice into or out of a specific region. Now I understand why the contribution of the dynamics is negative. I invite you to clarify this considerably earlier in your paper.
L305-307: "The former ... 2040s" --> so you say that the warming (during winter) sets off the fact that continued thinning of the existing ice would allow for more rapid congelation ice growth and hence more ice volume to be formed?
"whereas the latter ... sea ice formation" --> Here I was wondering how "good" CICE is when it comes to forming frazil ice. Isn't this a notoriously difficult ice type to grow? Can you perhaps refer to publications where it has been shown that the model is capable for this ice type?
L350/351: "whilst the end of summer ... simulation." --> These are drastic shifts in the end of summer melt towards summer - this is per se in contradiction to studies looking at the melt onset, freeze-up and length of the melting season from observations. In this context I encourage you to back-up your results with existing literature about melt season length in the Arctic Ocean. Could it be that the cause for this shift simply is the lack of sea ice - aka the sea ice has melted out earlier? Otherwise it is not really clear why with elevated air temperatures and longwave heat fluxes the melt is supposed to stop earlier.
L353: "will be driven by reduced sea ice mass balance" --> I suggest to reformulate. I guess the earlier timing "is driven" or "is associated" with partial complete melt-out of the sea ice, right? You mention this fo the "always MIZ" region further below in your text but it might also be the case here.
For my understanding: Peak melt is when there is a maximum of melt water flux, right? This date is not necessarily related to the peak in solar and/or longwave radiation?
L371/372: "The start of melting shifts earlier by 7 days ..." --> I don't agree for the always MIZ region where Fig. 10 clearly shows that melt begins mid May in 1980s, a bit later in the 2010s but as late as the beginning of June in the 2040s. I guess this disagreement has to do with you definition of the threshold (see L330)? If not, then there is some rewriting / explanation required here.
Figure 8:
I guess I would appreciate an explanation about why, if the dynamics do not include transport from one region to another you have a change in the sea ice volume (see my previous comment on this). Convergence and the potentially associated ridging just redistributes the ice mass but does not lead to a change in ice mass or volume.
I find it surprizing that the fraction of the volume decrease by lateral melt is not increasing over time (from the 1980s to 2010s to 2040s), i.e. is not increasing with the increasing area covered by MIZ-type ice, hence more isolated floes.
I find it also surprizing that the fraction of frazil ice volume is not increasing with time - at least for the "becomes MIZ" and the "always MIZ" regions.
L375/376: "followed by slower ... December." --> Since this is counter-intuitive when taking into account that the sea ice underneath which the congelation growth occurs, is possibly considerably thinner, hence allowing faster growth. It might be good to mention that there is the tie between thinner ice but at the same time warmer temperatures?
L470++ Given the fact that the discussion section already partly repeats parts of the results section I find the concluding remarks a bit long. I was wondering whether you could condense it in view of what can be found in the results and discussion sections.
I was wondering into which direction future research should go.
Editoral Comments / Typos:
L45-47: "Models studying ... 2021)." --> Please check this sentence and eventually split it into two. I find it difficult to understand the way written.
L58-60: "The SIC budget ... seasonal cycle." --> I don't understand this sentence. I don't understand in particular what you mean by "SIC budget" ... as far as I know sea ice concentrations have been observed by satellite sensors since the 1970s .... so why are SIC budgets constructed?
There is a typo in the sentence: It needs to read: "AMSR-E"
L71: "growth reducing in autumn" --> Could it be that you wanted to say "delayed freeze-up" or the like? This would fit better to the "melting happening earlier"
L98: "calibration to Cryosat-2 data" --> please mention the physical parameter provided by CryoSat-2 against which the model has been calibrated.
L116: Please check whether it would not enhance the clarity of this sentence if you would write "ERA-Interim".
L184: "when the snow layer on top of the sea ice is pushed below water" --> This could be misunderstood. What is actually pushed under the water by the weight of the snow is the ice-snow interface, then the basal snow layers may become flooded and, in case it is cold enough, refreeze. As written one might think that the entire snow cover needs to be pushed into the water.
L196: "2010s and 1980s" --> I suggest to use the same order as you used before in L194.
L201: "The trend over time in both data sets is increasing humidity in all months," --> I suggest to write: "In both data sets the humidity is increasing in all months,"
L204: "but particularly summer values" --> I suggest to write "particularly during summer"
L208/209: "around the Fram Strait region" --> Revisiting Fig. 1 suggests that it might be better to speak about "North of Svalbard" or even "North of the Barents Sea".
L229/231: "The simulations show ..." --> It might make sense to also let the reader know that the increase of the July MIZ extent in the models runs kicks in around the year 2000.
L326: "by more than" --> please check ... "more than"?
L357: "will primarily be driven" or "are primarily driven"?
I note that you are using the future tense in this and also the following paragraph even though you are refering to changes that happened already, i.e. between the 1980s and the 2010s. You might want to change this.
Fig. 9: It appears to me that "total melt" and "dynamics" add to 1 and that "total melt" is actually the sum of "top melt", "dasal melt" and "lateral melt". If you can confirm this then I think you need to change at least the caption of this figure. It is not sufficiently clear as written. |