willaguiar / ASC_and_heat_transport

Github repository for Analysis of ASC speed and cross slope heat transport on Panan simulation
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Seasonal variability in ASC speed and cross slope heat transport #4

Open willaguiar opened 1 year ago

willaguiar commented 1 year ago

Hello everyone

I have done a previous short analysis with ACCESS-OM2-01 regarding the ASC speed and cross slope heat transport, and thought it would be useful to post here to start a discussion for our first hackathon.

Using Wilma code, I obtained the monthly velocities along the 1000m-isobath (along-slope speed) as a measurement of the ASC, and also calculated the heat transport across the 1000-m isobath (HT).


Spatial Variability

Screen Shot 2023-06-07 at 2 56 09 PM

From the figure above we can see the mean cross slope heat transport (a), ASC surface speed (c), and their standard deviation ( from a 4-years-long period, monthly means). It seems that a few regions where the ASC is highly variable, also have a high variability in the cross slope heat transport which would suggest that ASC would have some control on the variability of the cross slope heat transport. e.g., in the eastern Weddell Sea, and West Antarctic Peninsula.


Temporal Variability Because I used monthly output in the RYF simulation, all variability here is seasonal.

Screen Shot 2023-06-07 at 3 00 40 PM <<-old wrong fig, correct fig below check this comment for explanation on the correction.

Above we see the total average (depth and long/lat) ASC speed (positive = westward) vs the cross slope heat transport (negative = towards the South). Top is a circumpolar average, middle are averages for all points, except in the West Antarctic Peninsula, and bottom is the average only for the West Antarctic Peninsula (WAP). It is quite surprising how well the circumpolar (top and middle) mean ASC speed time series matches the cross slope heat transport.

Screen Shot 2023-06-07 at 3 18 53 PM

A Pearson's correlation (above) between the ASC and HT in the circumpolar case is quite good (r=-0.77),and it suggests that the stronger the ASC, the weaker will be the cross-slope heat transport. However, this correlation is less robust in the case without the WAP, and reversed on the WAP (notice the speed in there is positive)


This analysis creates some points that could be useful to discuss in the next meeting:

[a] The definition used here for ASC is based on fixed points following the 1000m-isobath (@wghuneke , correct me if I'm wrong). It would be interesting to discuss alternative methods that can track the ASC, so we can distinguish if a decrease in speed is actually a decrease in ASC speed or a displacement of the front/ ASC centre. This is important to separate if the agreement we see in the second fig is valid or just an artifact of the ASC meridional displacement.

[b] The lower agreement between the ASC speed and HT when we remove the WAP from the calculations could be a method bias too. The points used to define the ASC speed are different than the ones for the HT. This could generate discrepancies when making regional correlations. So it might be a good idea to define a single isobath contour for both ASC and HT calculations.

[c] As we can see in the top b figure, we don't have HT calculated for the East Antarctic Peninsula. That has to do with the binning method used to remove the zonal heat convergence in the HT calculations (I can explain that better in the meeting). This could probably be fixed if we find a way to calculate the heat convergence along slope instead of zonal (perhaps a task for a hackathon ).

Feel free to create additional suggestions :)

PaulSpence commented 1 year ago

Re: a) maybe track the max speed near the isobath to follow the ASC position? or an ssh/temp/vel gradient contour? b) does the ASC need to be calc at precisely the same location as the HT? c) for HT convergence do we need to consider uncertainty associated with the choice of an arbitrary reference temperature (Holmes et al., 2019; Forget & Ferreira, 2019)?

PaulSpence commented 1 year ago

I note that Matthis Augre has shown that going from 1/10th to 1/20 increases the std of SSH along the slope by almost a factor of 10. It also changes the processes of SSH variability from generally steric to more eddy style dynamics.

adele-morrison commented 1 year ago

As discussed at the meeting, we could extend / improve this analysis by:

adele-morrison commented 11 months ago

I had a quick look at relationship between seasonal variability in cross-slope heat transport and ASC speed in a few regions of East Antarctica. These results show a climatology averaged over 3 years of the RYF on the 1000m isobath. Looks like there is no relationship!

Screenshot 2023-08-03 at 4 42 06 pm Screenshot 2023-08-03 at 4 46 27 pm Screenshot 2023-08-03 at 4 49 06 pm

Some thoughts: