1. Introduction
The Antarctic ice sheet (AIS) contains more than half of the Earth's fresh water, enough to raise sea levels by 58 m (Fretwell and others, Reference Fretwell2013). An ice mass of 7.4 mm sea-level equivalent (SLE) was lost from the AIS between 1992 and 2017 (The IMBIE team, 2018), and there is evidence to suggest that parts of the West Antarctic Ice Sheet (WAIS) may already have begun an irreversible retreat (Joughin and others, Reference Joughin, Smith and Medley2014; Rignot and others, Reference Rignot, Mouginot, Morlighem, Seroussi and Scheuchl2014).
The possibility of WAIS retreat and collapse was first presented by Mercer (Reference Mercer1968) and there is palaeoclimatic evidence that it collapsed during past warm periods (Pollard and DeConto, Reference Pollard and DeConto2009; Alley and other, Reference Alley2015; Dutton and others, Reference Dutton2015; Gasson and others, Reference Gasson, DeConto, Pollard and Levy2016; Turney and others, Reference Turney2020). In contrast to the East Antarctic Ice Sheet (EAIS), the WAIS is grounded on a bed that is mostly well below the sea level (Fig. 1) making it primarily a marine ice sheet. The WAIS bedrock bathymetry also deepens inwards in many areas, making it susceptible to marine-ice-sheet instability (e.g. Schoof, Reference Schoof2007). The WAIS is bounded by the two largest ice-shelf systems in the world, the Ross and the Ronne-Filchner, which currently act to buttress the grounded ice sheet (e.g. Joughin and Alley, Reference Joughin and Alley2011) and reduce ice flow across long, below-sea-level grounding lines.
SICOPOLIS year 2015 (a) simulated surface topography and (b) bedrock elevation above and below sea level. The bedrock elevation is from Bedmap2 (Fretwell and others, Reference Fretwell2013) mapped onto the 8 km grid.
To estimate the future sea-level-rise contribution from the Antarctic and Greenland ice sheets through the end of the 21st century, the Coupled Model Intercomparison Project Phase 6 (CMIP6) (Eyring and others, Reference Eyring2016) includes the Ice Sheet Model Intercomparison Project for CMIP6 (ISMIP6; Nowicki and others, Reference Nowicki2016, Reference Nowicki2020). ISMIP6 uses output from Earth system models run under future emissions scenarios, as atmospheric and oceanic forcing for ice-sheet models including the SImulation COde for POLythermal Ice Sheets (SICOPOLIS; Greve and SICOPOLIS Developer Team, Reference Greve2021) used here. The set-up and results of the Antarctica ISMIP6 projections are described in Seroussi and others (Reference Seroussi2020), and the results specifically obtained with SICOPOLIS are discussed in detail in Greve and others (Reference Greve2020). Using simulations from 13 international groups, ISMIP6 found an Antarctic mass loss that varied between −7.8 and 30.0 cm SLE from 2015 to 2100 under the ‘unabated warming path’ of Representative Concentration Pathway (RCP) 8.5 (Seroussi and others, Reference Seroussi2020). The WAIS mass loss varied greatly among the simulations with the greatest loss simulated being 18.0 cm SLE, while the EAIS mass change varied between −6.1 and 8.3 cm. The results for the RCP2.6 pathway (that represents substantial emissions reductions) lie within the uncertainty interval of the results for RCP8.5. Payne and others (Reference Payne2021) compared the impact of CMIP5 and CMIP6 forcings and found that the projected sea-level contribution at 2100 under the CMIP6 scenarios falls within the CMIP5 range for the AIS. Edwards and others (Reference Edwards2021) explored the uncertainty of the projections in greater detail by using statistical emulation of the ice-sheet models, which allowed the consideration of a much larger range of climate scenarios and forcings. This study essentially confirmed the ISMIP6 findings: by 2100, the AIS showed a response encompassing the range from a significant mass loss to a slight mass gain due to the competing processes of increasing ice loss at and near the margins, and increased snowfall accumulation.
Although the ISMIP6 projections extend to the year 2100, other studies have investigated longer term AIS change. To do this some have used statistical relationships between past temperatures and global sea levels (Schaeffer and others, Reference Schaeffer, Hare, Rahmstorf and Vermeer2012; Levermann and others, Reference Levermann2013). Alternatively, Golledge and others (Reference Golledge2015) used ice-sheet models to demonstrate that atmospheric warming in excess of 1.5–2°C above present, triggers ice-shelf collapse and a centennial to millennial-scale response by the AIS. They simulated a contribution to sea-level-rise from Antarctica under higher emission scenarios of 0.6–3 m by the year 2300. Similarly, Garbe and others (Reference Garbe, Albrecht, Levermann, Donges and Winkelmann2020) found that at >2°C of global average warming, the WAIS is committed to long-term partial collapse. They also found distinct regimes in the rates of sea-level rise per degree, with a doubling in the rate if warming becomes >2°C. Lipscomb and others (Reference Lipscomb2021) used ISMIP6 forced sensitivity simulations extended to year 2500 under a constant climate to evaluate the Antarctic response to ocean forcing. They found long-term retreat of the WAIS and showed that the Amundsen sector exhibits threshold behaviour with modest retreat or complete collapse depending on parameter settings in the melt scheme, ocean forcing and basal friction law. Complete collapse of the WAIS occurred under some combinations of low basal friction and high thermal forcing anomalies. The Antarctic BUttressing Model Intercomparison Project (ABUMIP; Sun and others, Reference Sun2020) compared ice-sheet model responses to a removal of ice-shelf buttressing by investigating the response to sudden and sustained loss of ice shelves and found that the WAIS contributed 1.91–5.08 m sea-level rise due to marine ice-sheet instability over the 500 year-long simulations. These studies point to threshold behaviour in the WAIS in response to atmosphere and ocean warming.
The goal of our study is to investigate the extended effects of the climate projections used in ISMIP6. To do this, we simulate the evolution of the AIS until the year 3000. Until 2100, we follow the ISMIP6 protocol, whereas afterwards we assume a steady, late-21st-century climate without any further trend. In this longer-term perspective, a very different picture emerges compared to the 21st-century ISMIP6 findings. The remainder of this paper is divided into four sections. Firstly, the methods are outlined in Section 2, followed by an analysis of the simulations in Section 3. Thirdly, the results are evaluated in Section 4, and finally a summary is provided in Section 5.
2. Methods
SICOPOLIS, a polythermal ice-sheet model originally created by Greve (Reference Greve1995, Reference Greve1997), is used to extend the ISMIP6 experiments to the year 3000. Here, we use version 5-dev, revision develop_63_rv5.1-62-g3c25a05 (Greve and SICOPOLIS Developer Team, Reference Greve2021). The simulation set-up for ISMIP6 is described in Greve and others (Reference Greve2020) and only summarised here. The model domain covers the entirety of Antarctica on an 8 km horizontal resolution regular (structured) grid based on a polar stereographic projection, with 81 terrain-following ice layers and 41 lithosphere layers. Hybrid shallow-ice–shelfy-stream dynamics, in the modified form of Bernales and others (Reference Bernales, Rogozhina, Greve and Thomas2017), is used for grounded ice, and the shallow-shelf approximation is used for floating ice. We employ a Weertman–Budd-type sliding law that accounts for sub-melt sliding and the subglacial water-layer thickness (Greve and others, Reference Greve2020, their Eqns (7), (8) and accompanying text). This sliding law includes the effective (ice minus water) basal pressure, assumed to be equal to the weight of the ice column above buoyancy. Therefore, the basal drag is continuous across the grounding line (approaches zero from the grounded side, equal to zero everywhere under floating ice). Gladstone and others (Reference Gladstone2017) performed numerical experiments with the Elmer/Ice model in full-Stokes mode for a simplified rectangular domain of a marine ice sheet, testing horizontal resolutions of 1.8, 3.6 and 7.2 km. They demonstrated that, with a Weertman–Budd-type sliding law similar to ours, 7.2 km resolution (similar to our 8 km) is sufficient to produce good results for the grounding line migration in both advance and retreat scenarios. By contrast, for a Weertman-type law that disregards the effective pressure and features a discontinuity of the basal drag across the grounding line, even 1.8 km does not lead to an acceptable convergence of the grounding line migration. We therefore consider our 8 km resolution, in combination with the Weertman–Budd-type sliding law, as sufficient for modelling marine ice-sheet dynamics, including grounding line migration, with reasonable accuracy.
The main physical parameters are listed in Table 1. A palaeoclimatic spin-up simulation is run over a full glacial cycle (140 ka) to the year 1990 as described in Greve and others (Reference Greve2020, Section 3.2). The basal sliding coefficient is chosen differently for the 18 IMBIE (Ice sheet Mass Balance Inter-comparison Exercise) 2016 basins (Rignot and Mouginot, Reference Rignot and Mouginot2016) to optimise the agreement between simulated and observed 1990 surface velocities (Greve and others, Reference Greve2020, Section 3.2.3). Simulated vs observed ice thicknesses and surface velocities are shown in their Figures 5 and 6.
Physical parameters used in the simulations of this study
aFor details of the Weertman–Budd-type sliding law with sub-melt sliding and hydrology, see Greve and others (Reference Greve2020, their Eqs. (7), (8) and accompanying text).
To obtain the initial state of the ice sheet shown in Figure 1a, there are then 25 years remaining to get to the year 2015, which marks the start date of the ISMIP6 projections. Therefore, an additional simulation referred to as ‘Historical’ in Figure 2 is run that applies NorESM1-M RCP8.5 surface mass balance, surface temperature anomalies and oceanic forcing (discussed in more detail below), to the 1960–1989 climatology (Greve and others, Reference Greve2020, Section 4.1).
Experimental design. Initialisation is followed by a historical simulation from 1990 until 2015. ISMIP6 projections run from 2015 until the end of 2100. From 2100 to 3000 no additional forcing is applied. (Credit: edit of Fig. 1 in Greve and others (Reference Greve2020), originally by Martin Rückamp, AWI Bremerhaven, Germany.)
The ISMIP6 projections run from 2015 to 2100 with annually averaged atmospheric forcing consisting of anomalies of surface mass balance and temperature from a 1995 to 2014 climatology (Barthel and others, Reference Barthel2020; Nowicki and others, Reference Nowicki2020; Seroussi and others, Reference Seroussi2020; Payne and others, Reference Payne2021). After 2100, the annual atmospheric forcing for the 10-year interval 2091–2100 is randomly sampled such that no further warming trend is applied (similar to Calov and others, Reference Calov2018) but some year to year variability remains. With the surface mass balance and temperature fixed on this 10-year period, they remain unchanged even if the topography of ice changes over the remaining 900 years. Ice-shelf basal melt rates are calculated using the non-local quadratic melt-rate parameterisation of the ‘ISMIP6 standard approach’, driven by extrapolating the oceanic thermal forcing into the ice-shelf cavities (Jourdain and others, Reference Jourdain2020). Beyond 2100, it is kept fixed at 2100 values.
All simulations are listed in Table 2. Fourteen experiments are for the 21st-century ‘unabated warming path’ RCP8.5 (CMIP5)/SSP5-8.5 (Shared Socioeconomic Pathways, CMIP6), and three are for the RCP2.6/SSP1-2.6 pathway that represents substantial emission reductions and a maintenance of the global mean temperature below a 2°C increase. In addition, a control simulation (‘ctrl_proj’) uses constant climate conditions based on a 1995–2014 climatology and the present day oceanic forcing.
ISMIP6 future climate experiments discussed in this study
See Nowicki and others (Reference Nowicki2020) for references for the GCMs and Greve and others (Reference Greve2020) for further detail on the SICOPOLIS application of the experiments.
Using the NorESM1-M RCP8.5 forcing, ‘High’ and ‘Low’ sub-ice-shelf melt-rate calibrations are tested, as well as a calibration (‘PIGL-medium’) that applies observed basal-melt rates near the grounding line of the Pine Island Ice Shelf under all ice shelves (Jourdain and others, Reference Jourdain2020). One experiment, ‘CCSM4/RCP8.5 ice-shelf collapse’, attempts to parameterise the complex processes of surface melting and hydrofracture by implementing a time-dependent ice-shelf-collapse mask. It assumes that collapse occurs following a 10-year period with annual surface melt above 725 mm (Trusel and others, Reference Trusel2015).
In addition to the extended ISMIP6 simulations, the Antarctic BUttressing Model Intercomparison Project (ABUMIP; Sun and others, Reference Sun2020) simulations are also extended to the year 3000. ABUMIP compares ice-sheet model responses to a removal of ice-shelf buttressing by investigating the scenario of sudden and sustained loss of all ice shelves. This experiment was designed to show the full (if unrealistic) potential of marine-ice-sheet instability. The experiments are initialised from the same simulated 1990 state of Antarctica discussed above. The original ABUMIP simulations were run for 500 years and here we extend them an additional 500 years. The simulations are run with and without bedrock rebound (glacial isostatic adjustment). For ABUMIP, there are five experimental set-ups as summarised below (for further detail see Sun and others, Reference Sun2020):
(1) Control run (abuc): 1990 (initial) forcing is applied for the duration of the simulation.
(2) Ice-shelf removal or ‘float-kill’ (abuk) with no bedrock rebound: all floating ice is removed at the simulation start and then continuously throughout the simulation. The bed topography remains fixed at 1990 levels.
(3) Ice-shelf removal or ‘float-kill’ with bedrock rebound (abukiso): the same experiment as in (2) but including glacial isostatic adjustment (GIA) using an elastic-lithosphere-relaxing-asthenosphere model (parameters by Sato and Greve, Reference Sato and Greve2012).
(4) Extreme sub-shelf melt and no bedrock rebound (abum): applies an extremely high melt rate of 400 m a−1 underneath floating ice for a period of 500 years. This experiment acts as an alternative to the more extreme abuk and also inevitably leads to a rapid loss of all ice shelves.
(5) Extreme sub-shelf melt with bedrock rebound (abumiso): as experiment (4) but including GIA as in (3).
3. Results
3.1 Extended ISMIP6 experiments
For the ISMIP6 extended experiments, the SLE contribution due to ice-mass melt is shown in Figure 3. The graph is divided into four phases to roughly designate periods where the rates of SLE change tend to be relatively constant. Over the ISMIP6 original experiment range, which ends at 2100 (within phase 1), there is a small, and uncertain, contribution to SLE. Throughout the 21st century, the experiments are identical to those for ISMIP6; see Greve and others (Reference Greve2020, Section 4.2) for a detailed discussion. Beyond 2100, under a no-longer warming climate, the high-emission scenarios transition to a period of relatively constant SLE change (phase 2). The onset of phase 2 varies between the cases from the latter half of the 21st century to the early 22nd century. A third phase then begins as the rate of SLE contribution increases. This phase is the period of most rapid ice-sheet mass loss and there is a fair degree of variability between the simulations in both the timing of the transition from phase 2 to 3 (between years 2340 and 2560), and in the level of SLE contribution at which this phase begins. A fourth and final phase then begins as the SLE contribution levels out, which on average produces an end SLE contribution for the high-emissions cases of ~3.5 m by the year 3000. Most of the cases are clustered close to this value with all but two within ± 0.4 m of the final average SLE. This is similar to a ~3.3 m value found in Bamber and others (Reference Bamber, Riva, Vermeersen and LeBrocq2009) who calculated the potential SLE contribution due to WAIS collapse by identifying gridcells below sea level on retrograde bed slopes to infer the limit of grounding line retreat.
Simulated ice mass change, counted positively for loss and expressed as SLE contribution. Phases mentioned in the text are labelled and diagonal grey lines are rough guides to denote the phase transitions. The red and blue boxes to the right show the means for RCP8.5/SSP5-8.5 and RCP2.6/SSP1-2.6, respectively; the whiskers show the full ranges. Map-view plots below are ice surface elevation differences from 2015 (m) for the year indicated for case MIROC-ESM-CHEM RCP8.5.
To investigate the causes of these apparent ice-sheet mass-loss regime shifts between the four phases, here we analyse a representative case in more detail. The MIROC-ESM-CHEM RCP8.5 case lies within the cluster of cases close to the mean of the unabated 21st-century warming (RCP8.5/SSP5-8.5) runs (Fig. 3). For this case, the phase onsets occur for phase 2 around ~2100, phase 3 around ~2350 and phase 4 at ~2500. The physical controls on the similar phases in other experiments are the same.
Figure 4 shows that simulated ice-mass loss is dominated by WAIS change and it is here where the causes of the phase changes can be found. The transition from phase 1 to phase 2 is associated with the period when the Ross Ice Shelf has retreated to such a point that the Ross Sea Embayment begins a more rapid ice loss due to a reduction in the buttressing from the ice shelf (Fig. 4b). The transition to phase 3 occurs as, in addition to continued Ross Sea Embayment mass loss, the Amundsen Sea Embayment begins a rapid retreat along its inward sloping grounding lines (Fig. 4c). Phase 4 is then associated with a levelling-off in the SLE contribution as the WAIS is reduced to such an extent that the loss of the remaining ice grounded below the sea level begins to contribute less and less to the SLE contribution (Figs 4d–f).
West Antarctica vertical cross section for simulation MIROC-ESM-CHEM RCP8.5 showing the colour-coded ice extent for the years labelled in the side plots (a to f) that show the ice surface elevation for the year indicated.
In Figure 4 cross sections through the ice along two connected diagonals through the WAIS are shown for the six times in the side panels a–f. This cross section presents a roughly flowline-oriented view from the Ronne-Filchner Ice Shelf on the left, where minimal melt occurs, to the Ross Ice Shelf on the right where collapse occurs.
The greatest change to the topography in the cross section occurs between the year 2395 and 2595 cross sections during which time a large ice shelf develops above a retrograde slope in the bed topography. The outer edge of this ice shelf lies inwards of the original Ross Ice Shelf area which is now devoid of ice. It is also during this period when the peak elevation of the cross section drops by ~400 m with very little change either before or after. This time period coincides with when the retreat from the Amundsen Embayment and the Ross Sea Embayment meet over the Bentley subglacial trench.
An alternative cross section across the WAIS that includes part of the EAIS is shown in Figure 5 (cross section location on inset in panel b) for 4 years that are chosen to highlight the key phases of retreat. At the initialisation time (2015, Fig. 5a) the WAIS is grounded on bedrock with just a sliver of ocean in the middle where the cross section crosses the deep interior of the Ross Ice Shelf. During phase 1, the ice-sheet profile changes little, then during phase 2, ocean melting undercuts the WAIS from the Ross Ice Shelf into the Ross Sea Embayment. The surface elevation drops rapidly where this undercutting occurs, as shown for 2395 in Figure 5b. As the Amundsen Sea Embayment also loses ice, the central WAIS ridge becomes narrower.
Ice cross sections for simulation MIROC-ESM-CHEM RCP8.5 for (a) 2015, (b) 2395, (c) 2555 and (d) 3000 across the black line shown on inset panel of (b). In (b, c and d) the black line indicates the 2015 ice profile.
During phase 3, the central ridge then collapses as ice mass is evacuated due to the compounding losses from the Amundsen and Ross Sea embayments. Phase 3 transitions to phase 4 not when all the WAIS ice has melted but rather when the ice mass has been reduced to such an amount that further melt contributes little to the sea level as indicated in Figure 5c. Beyond that the remainder of WAIS ice, now mostly detached from the bedrock can melt while contributing little to the sea level in phase 4. Therefore, the rate of mass loss levels off quickly after most of the remaining ice in the WAIS is at or very nearly at flotation. The EAIS exhibits very little change in the cross section and the slight thickening is evident on very close inspection.
A cross section through the Amundsen Embayment from the Pine Island Glacier and Thwaites Glacier area up to the WAIS ridge is shown in Figure 6. The greatest loss of ice is seen between the year 2195 and 2595 sections, however the greatest ice edge retreat is between years 2395 and 2795 because of the formation of ice shelves, the most prominent of which is seen in the year 2395 cross section. The initial ice shelf, the year 2395 ice shelf and another at year 2595 all appear to be related to shallow areas in the bedrock that act to pin the shelf and restrain the ice behind. The precarious nature of the present day ice extent is evident in the drop in bedrock from the ice edge to ~490 km along the section.
Amundsen Embayment cross section for simulation MIROC-ESM-CHEM RCP8.5 showing the ice extent for the years labelled in the side plots (a–f) which show the ice surface elevation for the year indicated.
The bedrock in the cross section is plotted for year 2015. By the latter stages in the simulation the bedrock has lifted slightly, and the apparent narrow undercut in the ice seen in years 2795 and 3000 between 800 and 900 km along the cross section, is a consequence of this uplift rather than representing sea water undercutting the ice.
A comparison between the three low-emission simulations with their high-emission counterparts is made in Figure 7. For all of the low-emission cases there is very little noticeable change in the topography of the ice sheet as a whole, consistent with the only small contribution to sea-level from these cases (Fig. 3). For the high-emission cases, all show large losses in the WAIS with the greatest losses seen in the only CMIP6 case of the three, the CNRM-CM6 SSP5-8.5, which is also the only case that loses the Ronne-Filchner Ice Shelf. This is because the ocean in this sector is relatively warmer in the ISMIP6 forcing from the CMIP6 projections. The two CMIP5 RCP85 cases, the NORESM1-M and IPSL-CM5A-MR, are quite different from each other with the NORESM1-M suffering much greater WAIS loss.
Ice thickness at year 3000 for emissions reduction cases (left) and their counterpart high-emission cases (right).
In Figure 8, the sea-level contributions by year 3000 are shown for each of three regions. Averaged across all the high-emission cases, the WAIS contributes 3.2 m SLE compared with just 0.26 m from the EAIS and 0.0044 m from the Antarctic Peninsula. This contrasts with the low-emission cases which have average SLE contributions from the WAIS and EAIS of 0.086 and 0.12 m respectively, with the Antarctic Peninsula contribution being very slightly negative at −0.0020 m SLE.
SLE contribution from three regions (shown in top right) by year 3000 relative to ctrl_proj averaged across all the high (RCP8.5/SSP5-8.5, top) and low (RCP2.6/SSP1-2.6, bottom) emission cases. The whiskers show the full range of sea-level contributions across the simulations that make up the average.
In addition to the standard ISMIP6 simulation set-up, which includes a ‘medium’ ice-shelf basal melt calibration, two additional simulations under the NorESM1-M/RCP8.5 atmospheric forcing are run with ‘high’ and ‘low’ ice-shelf basal melt calibrations. The results are shown by the green line (‘medium’) and green-shaded region (‘high’ is the top edge of the shading and ‘low’ the bottom) in Figure 3. A Decrease of the ice-shelf basal melt causes a delay in the onset of the phase transitions when comparing ‘high’ and ‘low’, which produces a maximum sea-level contribution difference between ‘high’ and ‘low’, during early phase 4, of ~70 cm. The ‘medium’ (standard) case behaves slightly differently, lining up closely with the ‘high’ case during early phase 4. Despite these differences all calibrations gradually converge during phase 4 such that the sea-level contributions end up only ~20 cm different by year 3000.
A more extreme test is NorESM1-M RCP8.5 with the ‘PIGL-medium’ calibration. In this case, phase 2 onset begins earlier than the other cases and lies well within the 21st century during the original ISMIP6 simulation period. As noted in Greve and others (Reference Greve2020), ‘It has a pronounced effect on the mass loss of the ice sheet: by 2100, it is 216.7 mm SLE compared to the initial 1990 state’. In this case, the transition between phase 2 and 3 is unclear or absent and, while there is some slowing to the increase in sea-level contribution marking phase 4, sea-level contribution continues to increase at a relatively constant rate such that by the year 3000 its total contribution is 5.4 m, the greatest of any of the cases. The reason for this greater and continuing loss is in part because this case produces EAIS losses in the Amery and Wilkes basins that are ongoing by the simulation end.
3.2 Extended ABUMIP experiments
For the extended ABUMIP simulations, ice thicknesses at the end of the simulations are shown in Figure 9. The ice-shelf removal (abuk, abukiso) and extremely high ice-shelf melt (abum, abumiso) both result in great changes to the ice sheet. In contrast to the extended ISMIP6 simulations, there are considerable losses in the EAIS in some of the regions where the ice is grounded below sea level. All extended ABUMIP simulations produce retreat inwards from the Amery Ice Shelf, however only in abum and abumiso is there a substantial retreat in the Wilkes Basin. These regions of greatest retreat are consistent with the original ABUMIP experiments in Sun and others (Reference Sun2020, Figs 2 and 3) while being somewhat expanded given the longer simulation period.
ABUMIP ice thickness for year 3000 for (a) abum, (b) abuk, (c) abumiso and (d) abukiso.
Both the float kill, and extreme ice-shelf melt cases were run with (abumiso, abukiso), and without, bedrock rebound (abum, abuk). Bedrock rebound occurs during, and after, ice-sheet mass loss, with the greatest amount reaching ~200 m of lift in central West Antarctica shown in Figure 10. The Aurora Basin, in particular, shows a large difference in ice-sheet loss with and without rebound (Fig. 9a, b), yet it experiences less rebound than other areas of major ice loss.
Surface velocity differences between the ABUMIP bedrock rebound cases and the no rebound cases for the final simulation year (1000 years from 1990). Velocity differences are only plotted where ice exists in both the simulations. Underlain in grey shades is the bedrock rebound for (a) abukiso and (b) abumiso.
In fact, the greatest differences in ice-sheet geometry develop over the EAIS, and this seems to be due to the slower response of the ice sheet compared to the WAIS allowing a greater cumulative impact from rebound to develop. In Figure 10, the velocity difference due to rebound indicates large regions where bedrock rebound has slowed surface velocities in the Aurora Basin and also the Amery, Slessor, Recovery and Foundation basins. The potential mechanisms responsible for these differences are considered in the discussion below.
The cases without rebound gradually lose a greater area of ice over the course of the simulations and end up with ~1.5 × 105 km2 less ice-sheet area (Fig. 11a). Overall the cases with rebound lose ~1.5 m less SLE (Fig. 11b).
ABUMIP: (a) total (grounded + floating) ice area and (b) SLE contribution.
4. Discussion
The extended ISMIP6 experiments show the simulated long-term effect of applying a climate based on the last 10 years of the 21st century from the unabated warming and reduced emission climate change scenarios. The simulations apply the assumption of no climate warming or cooling beyond year 2100. Although using the same climate forcing data from ISMIP6, the long-term picture is different from the 21st-century ISMIP6 experiments showing that it is only in the long term that the consequence of different 21st-century emission scenarios becomes strikingly apparent. Under the unabated warming scenario, the AIS undergoes ice mass loss primarily in the WAIS with the rate of loss divided into the four phases as detailed in the results above. SICOPOLIS is rather insensitive to the applied climate forcing in the Amundsen Embayment due to the applied surface mass balance correction which has additional accumulation to prevent the Thwaites/Pine Island glaciers from becoming unstable before the end of the spin-up simulations. This issue is related to the model SICOPOLIS and not a general deficiency in the ISMIP6 forcing. It is possible that this reduces the rate of ice-sheet collapse in the Amundsen Embayment as compared to in the Ross Sea Embayment. Regardless, SICOPOLIS appears to be simulating a marine-ice-sheet instability in these regions where the bed has a reverse slope and an initial retreat increases discharge while reducing the balance flux, leading to grounding line thinning and further retreat (e.g. Schoof, Reference Schoof2007). In the reduced emission scenarios the WAIS collapse does not occur indicating that a climate threshold for large WAIS loss exists and that the 2091–2100 forcing in the reduced emission cases is below this threshold. To clarify, this result is specific to the SICOPOLIS results presented here and could be substantially different from other setups that may trigger marine-ice-sheet instability in the WAIS even under constant present day conditions. The most important negative feedback opposing these positive feedbacks is due to increased precipitation in warming temperatures which has been both observed (e.g. Frieler and others, Reference Frieler2015) and projected for the future, over the Antarctic continent (Krinner and others, Reference Krinner, Magand, Simmonds, Genthon and Dufresne2007; Uotila and others, Reference Uotila, Lynch, Cassano and Cullather2007; Ligtenberg and others, Reference Ligtenberg, van de Berg, van den Broeke, Rae and van Meijgaard2013). Other negative feedbacks on ice loss include self-gravitation and isostasy.
Beyond 2100, randomly chosen surface atmospheric forcings from 2091 to 2100 are used which means that climate does not trend in time. RCP8.5 Projections beyond 2100 include significant continued warming (Bulthuis and others, Reference Bulthuis, Arnst, Sun and Pattyn2019) that we do not consider here and is an avenue for future research. There are no forcing modifications made due to the evolution of the surface topography which means that as the WAIS ice-sheet surface lowers, there is no increase in surface melt from an increase in temperature expected due to the atmospheric lapse rate. As such the so-called ‘surface-melt-elevation feedback’ (e.g. Levermann and Winkelmann, Reference Levermann and Winkelmann2016) is absent from these simulations. This effect should be most significant where surface temperatures rise above freezing in confined areas around the edges of the ice sheet that progress inwards as the WAIS collapses in the high-emissions scenarios.
Potentially countering this absent positive feedback for ice loss, is the increase in freezing precipitation that should penetrate inwards as the WAIS melts. This is due to the reduction in blocking topography, the penetration of open ocean inwards increasing surface fluxes that feed precipitating clouds, the temperature increase allowing the air to hold more water and the thickening troposphere with a greater precipitable water content. These limitations in the method applied here may be less problematic if the ice melt is strongly dominated by ocean melt, as has been proposed before (e.g. Pritchard and others, Reference Pritchard2012).
Mass budgets are included in the Appendix and indicate that mass loss is dominated by basal melting of floating ice. This highlights the importance of correctly simulating sub-ice-shelf melt given that the Ross Ice Shelf undergoes collapse during phase 2 of our simulations.
The extended ABUMIP results produce a greater loss in ice mass than the extended ISMIP6 simulations. This acts as a longer demonstration of the importance of the buttressing of ice shelves on AIS mass loss already seen in ABUMIP (Sun and others, Reference Sun2020). The negative feedback from bedrock rebound is revealed by these experiments, with a reduction of ~1.5 m SLE by year 3000 attributable to it. This feedback has been well documented in prior research (Gomez and others, Reference Gomez, Mitrovica, Huybers and Clark2010; Konrad and others, Reference Konrad2013; de Boer and others, Reference de Boer, Stocchi and van de Wal2014; Gomez and others, Reference Gomez, Pollard and Holland2015; Larour and others, Reference Larour2019) and is proposed to work in a couple of ways. As ice melts, the removal of ice mass causes the bedrock to rebound upwards creating a reduction in slope from nearby still ice-covered regions towards the newly ice-free, or ice-reduced regions. A reduced slope should tend to reduce ice sliding towards the ice-reduced regions. In addition, a grounding line with a raised bedrock due to ice-mass loss will lower or eliminate sea-water volume there, potentially reducing the basal lubrication, which could act to reduce ice outflow. In addition to these effects, glacial isostatic adjustment has a negative feedback on ice loss due to self-gravitation effects from the lowering of relative sea level as the ice-sheet loses mass. This is not accounted for in these simulations and should act to strengthen the negative feedback on ice loss.
The fact that we obtain a substantial retreat in the Wilkes Basin for the extreme ice-shelf melt experiments abum and abumiso, which does not occur in the float-kill experiments abuk and abukiso, is counter-intuitive because float-kill should be the more extreme forcing (equivalent to infinite ice-shelf melt). The same behaviour was observed for some other models of the original ABUMIP exercise (Sun and others, Reference Sun2020). For SICOPOLIS, the reason is that the regional tuning of the basal sliding coefficient produces a very low value for the Wilkes Basin (Greve and others, Reference Greve2020, their Fig. 4). Our version of the hybrid shallow-ice–shelfy-stream dynamics assumes that, below a slip ratio of 50%, pure shallow-ice dynamics prevails. This is the case for almost the entire grounded region of Wilkes Basin. Therefore, in abuk and abukiso, the ice sheet does not experience a proper dynamic boundary condition at the marine front (which exists only for shelfy-stream or shallow-shelf dynamics). Rather, at the front, the grounded ice sees only the neighbouring gridpoints with zero thickness and zero velocity, which leads to an unphysical blocking of the coastward ice flow. By contrast, in abum and abumiso, mini-ice shelves can survive despite the large (but not infinite) melt rates. Therefore, the ice sheet experiences a proper boundary condition at the calving front, which allows a realistic drainage of the ice, so that it thins and retreats more compared to abuk and abukiso.
Changes to surface velocities due to bedrock rebound are dependent on the bed topography shape and the distribution of the rebound. Predominantly, this effect acts to reduce surface velocities as described above. However, there are regions where bedrock rebound increases the slope towards the ocean and can therefore act to increase ice sliding. For example on the northern coasts of the WAIS where ice remains, regions of increased velocity can be seen in Figure 10. Therefore, bedrock rebound causes a complicated redistribution of ice producing regions of increased and decreased ice flow but dominated by the larger areas where velocity decreases. These areas develop over the long term in the embayments large enough to develop the relationship with rebound described above. Studies have found that the upper mantle under the WAIS might be softer than elsewhere in Antarctica (van der Wal and others, Reference van der Wal, Whitehouse and Schrama2015; Hay and others, Reference Hay2017) and so might experience greater bedrock rebound. Therefore, there is potential for these impacts on the ice budget to be greater and more regionally dependent.
5. Conclusion
Ice-sheet simulations of extended versions of ISMIP6 future climate experiments for the AIS until the year 3000 have been analysed. The simulations use climate projections from the beginning of 2015 until the end of 2100, after which no further climate trend is applied, with forcing selected randomly from the final decade of the 21st century. For the unabated 21st-century warming simulations, a large difference in the vulnerability of East and West Antarctica develops over hundreds of years, with West Antarctica suffering a much more severe ice loss than East Antarctica. In these cases, the mass loss amounts to an average across the simulations of ~3.5 m SLE from 2015 to 3000. For the optimistic pathway, the mean mass loss is ~0.24 m SLE. The results are radically different to the unclear response projected over the ISMIP6 period, demonstrating that the consequences of the high-emissions scenario are much greater in the long term if a sustained, late-21st-century climate is assumed.
Under the unabated 21st-century warming scenario the ice sheet progresses through four phases, that are defined by differing rates of ice loss. In our simulations these stages are attributable to how the WAIS loses mass in the Ross Sea Embayment followed later by additional loss from the Amundsen Sea Embayment and an eventual levelling-out in the rate of ice-sheet loss once the majority of the WAIS has melted.
The ABUMIP experiments provide a demonstration of a bedrock rebound negative feedback that reduces ice loss in a similar manner as found in previous research. However, bedrock rebound can lead to faster ice flow in certain smaller areas where it acts to increase the slope towards the ocean. Limitations to our study, pointing to possible directions for future research, include the lack of accounting for local climatic changes in regions where ice-sheet collapse occurs causing a sharp drop in surface elevations with probable positive feedback from regional large surface temperature increases, and negative feedback from large frozen precipitation increases.
Supplementary material
The supplementary material for this article can be found at https://doi.org/10.1017/jog.2021.124
Code and data availability
SICOPOLIS is free and open-source software, available through a persistent Git repository hosted by the Alfred Wegener Institute for Polar and Marine Research (AWI) in Bremerhaven, Germany (Greve and SICOPOLIS Developer Team, Reference Greve2021). Detailed instructions for obtaining and compiling the code are at available http://www.sicopolis.net (last access: 29 October 2021). The output data produced for this study are available at Zenodo, https://doi.org/10.5281/zenodo.5637796.
Acknowledgements
We thank the two anonymous reviewers and the Scientific Editor Frank Pattyn for constructive remarks and suggestions that helped to improve the manuscript. We thank the Climate and Cryosphere (CliC) effort, which provided support for ISMIP6 through sponsoring of workshops, hosting the ISMIP6 website and wiki, and promoting ISMIP6. We acknowledge the World Climate Research Programme, which, through its Working Group on Coupled Modelling, coordinated and promoted CMIP5 and CMIP6. We thank the climate modelling groups for producing their model output and making it available; the Earth System Grid Federation (ESGF) for archiving the CMIP data and providing access to it; the University at Buffalo for ISMIP6 data distribution and upload; and the multiple funding agencies who support CMIP5, CMIP6, and ESGF. We thank the ISMIP6 steering committee, the ISMIP6 model selection group and ISMIP6 dataset preparation group for their continuous engagement in defining ISMIP6. This is ISMIP6 contribution No. 25. Christopher Chambers, Ralf Greve and Ayako Abe-Ouchi were supported by Japan Society for the Promotion of Science (JSPS) KAKENHI Grant No. JP17H06323. Ralf Greve and Ayako Abe-Ouchi were supported by JSPS KAKENHI Grant No. JP17H06104. Takashi Obase, Fuyuki Saito and Ayako Abe-Ouchi were supported by JSPS Grant-in-Aid for Japan–France Integrated Action Program (SAKURA Program) No. JPJSBP120213203.
Appendix
This appendix presents additional cross sections and mass budgets for the MIROC-ESM-CHEM RCP8.5 case. Considered first are four EAIS cross sections, guided by the ice flowline, for the Recovery, Shirase, Aurora and Wilkes basins. The locations of the cross sections, as well as those shown earlier in Figures 4 and 6, are in Figure 12. The cross sections shown in Figure 13 all show far less change than those for the WAIS. In the extreme, the Shirase section shows so little ice change at the coast that all profiles from 2015 to 3000 appear to overlap to form one line. The only change in this profile is from the slow thickening of the interior ice. The Recovery and Wilkes cross sections show some minor ice shelf basal melt, however there again is essentially no coastal retreat. Of the four, the Aurora basin has the greatest response with ~150 km retreat in the ice at the coast. The loss in coastal ice, combined with the thickening of interior ice, steepens the ice-sheet slopes slightly, with the greatest steepening in the Aurora basin. Further investigation is recommended to determine why so little simulated change is seen in East Antarctica.
EAIS ice profile cross sections for a) Recovery, b) Shirase, c) Aurora, and d) Wilkes for the years indicated.
Secondly, mass budgets are shown in Figure 14. The mass loss is driven almost entirely by basal mass loss from floating ice. Comparing the regionally divided figures indicates that the rapid ice loss during phase 3 is driven primarily by basal mass loss from floating ice in the WAIS. The sharp dip in the rate of volume change around 2100 is associated with the transition from a warming climate to a constant climate. The total surface mass balance declines between 2100 and 3000 over the WAIS. This may be due to the reduction in surface ice area or the redistribution of ice away from areas of positive mass balance in the end of 21st-century forcing data used.
Mass budget components for the MIROC-ESM-CHEM RCP8.5 case for a) all Antarctica, b) WAIS, c) EAIS, and d) the Antarctic Peninsula.
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