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. 2022 May 24;49(10):e2021GL095748. doi: 10.1029/2021GL095748

The Effect of Ocean Salinity on Climate and Its Implications for Earth's Habitability

Stephanie Olson 1,, Malte F Jansen 2, Dorian S Abbot 2, Itay Halevy 3, Colin Goldblatt 4
PMCID: PMC9286645  PMID: 35864818

Abstract

The influence of atmospheric composition on the climates of present‐day and early Earth has been studied extensively, but the role of ocean composition has received less attention. We use the ROCKE‐3D ocean‐atmosphere general circulation model to investigate the response of Earth's present‐day and Archean climate system to low versus high ocean salinity. We find that saltier oceans yield warmer climates in large part due to changes in ocean dynamics. Increasing ocean salinity from 20 to 50 g/kg results in a 71% reduction in sea ice cover in our present‐day Earth scenario. This same salinity change also halves the pCO2 threshold at which Snowball glaciation occurs in our Archean scenarios. In combination with higher levels of greenhouse gases such as CO2 and CH4, a saltier ocean may allow for a warm Archean Earth with only seasonal ice at the poles despite receiving ∼20% less energy from the Sun.

Keywords: Archean Earth, Faint Young Sun, habitability, salinity, GCM, climate

Key Points

  • Saltier oceans result in warmer climates with less sea ice

  • Warming with increasing salinity is strongly affected by changing ocean dynamics

  • A saltier ocean may have helped keep early Earth warm when the Sun was less luminous

1. Introduction

The evolution of Earth's climate system is intimately linked to the chemical evolution of Earth's ocean. For example, the scarcity of dissolved electron acceptors such as oxygen and sulfate prior to Earth's Great Oxidation Event may have allowed large fluxes of biogenic methane from the ocean to the atmosphere (Catling et al., 2001; Pavlov et al., 2003). This methane may have been important for climate stability in light of the Faint Young Sun (Feulner, 2012), and the subsequent loss of this methane flux with the progressive oxidation of Earth's surface environments may have triggered snowball glaciation in the Paleo‐ and Neoproterozoic (Kasting, 2005). Higher silica concentrations prior to the evolution of diatoms may also affect climate by promoting clay formation via reverse weathering, a process that is a net source of CO2 (Isson & Planavsky, 2018). Moreover, gas solubility decreases as the concentration of dissolved ions increases, with implications for the partitioning of greenhouse gases between the ocean and the atmosphere if the salinity of the ocean has changed through time.

The climate impacts of ocean composition are not simply limited to its interactions with greenhouse gases. The density of seawater increases with increasing salinity, and the salt content of seawater simultaneously alters the relationship between temperature and density. Salt also depresses the freezing point of seawater and may inhibit sea ice formation in salty oceans (Fofonoff & Millard, 1983). Freshwater at the surface is most dense at 4°C, well above its freezing point of 0°C. The temperature of maximum density decreases with increasing salinity such that water with salinity exceeding 24 g/kg monotonically increases in density as it approaches its freezing point. Present‐day seawater with a salinity of 35 g/kg freezes (and is most dense) at −1.9°C, and saltier oceans freeze at progressively lower temperatures. In combination, these three density effects may profoundly affect the density structure of the ocean, its circulation, and ocean heat transport to high latitudes with consequences for sea ice formation (Cael & Ferrari, 2017; Cullum et al., 2016). Even small differences in sea ice formation may yield significant climate differences through interaction with the positive ice‐albedo feedback.

Sodium (Na+) and chlorine (Cl) are the primary ions contributing to ocean salinity today. The residence times of Na+ and Cl ions in the ocean are 80 and 98 Myr, respectively (Emerson & Hedges, 2008), much shorter than the age of the Earth. There is thus every reason to expect that salinity has changed over Earth history. Such changes are possible in response to any phenomenon that changes either the amount of water in the ocean or ion fluxes into and out of the ocean. For example, water loss to space or subduction of hydrated minerals may change the amount of water in the ocean (Korenaga et al., 2017; Pope et al., 2012). Meanwhile, the amount of salt may change due to changes to hydrothermal or weathering inputs of ions to the ocean as Earth cooled and the continents grew. The amount of salt in the ocean may also change due to variable removal of salt from the ocean through evaporite precipitation (Hay et al., 2006), perhaps due to dramatically differing continental configuration or climate conditions. Such changes may affect not just the total amount of dissolved ions in seawater, but also the relative abundances of specific ions. For example, Fe2+ emanating from hydrothermal systems would have been relatively abundant in an anoxic Archean ocean whereas SO42 would have been relatively scarce as the consequence of limited continental exposure and oxidative weathering (Albarede et al., 2020). The salinity evolution of Earth's ocean is not yet well constrained, but constant salinity through time would be a notable coincidence or imply some currently unknown feedback. Climate models that implicitly assume present‐day salinity may thus yield misleading views of Earth's climate history. We address this gap here.

We begin by exploring the response of present‐day Earth climate to low versus high ocean salinity. We then probe the relative contribution of ocean dynamics and freezing point depression to warming by conducting sensitivity experiments in which each effect has been disabled. We conclude by investigating the potential importance of ocean salinity on early Earth. We focus in particular on the Archean eon when Earth received ∼20% less energy from the Sun (Gough, 1981), but there is nonetheless clear evidence for liquid water, a productive marine biosphere, and biological impacts on oceanic and atmospheric chemistry (Lyons et al., 2014).

2. Model Description

We use ROCKE‐3D (Way et al., 2017), a fully coupled ocean‐atmosphere GCM that includes a thermodynamic‐dynamic sea ice model, to simulate the climates of Earth‐like planets with oceans of differing salinity. Our simulations have a latitude‐longitude resolution of 4 × 5°, and the atmosphere includes 40 vertical layers that extend up to 0.1 mbar while the ocean includes 10 depth layers. Our present‐day simulations use Earth's current continental configuration, but we simulate the Archean Earth as an aquaplanet lacking exposed land given the prevailing view that there was limited land area and considerable uncertainty regarding its distribution. By some estimates, exposed land comprised only 7% of Earth's surface in the Archean, for which an aquaplanet is a reasonable approximation (Albarede et al., 2020). Both continent scenarios assume a relatively shallow, flat‐bottomed ocean that is uniformly 1,360 m deep, which limits computational expense and dramatically improves runtimes. This simplification nonetheless reproduces key aspects of present‐day Earth's ocean circulation, including the northward flow of warm surface waters, sinking of dense waters at high latitudes, and southward flow of cold water at depth in the Atlantic (Figure S1 in Supporting Information S1).

For each continent configuration, we simulate the steady‐state climate for three global‐mean ocean salinities: 20, 35 (modern), and 50 g/kg. ROCKE‐3D calculates the effects of salinity on (a) seawater density, ocean circulation patterns, and associated heat transport; and (b) freezing point depression (Fofonoff & Millard, 1983). ROCKE‐3D is initialized with globally homogenous salt distributions, but ROCKE‐3D conserves mass and concentrates salt in response to sea ice formation as well as evaporation and precipitation, resulting in spatial and temporal variations in salinity in our simulations that include a dynamic ocean.

We use three complementary model configurations to probe the relative significance of dynamic effects versus freezing point depression for climate:

  1. a fully coupled ocean‐atmosphere version that includes ocean dynamics and freezing point depression as in previous exoplanet studies by Del Genio et al. (2019) and Olson et al. (2020) (herein, “ Full Physics ”);

  2. a modified version of the coupled model in which ocean dynamics respond to salinity, but the freezing point of seawater does not respond to salinity (“ Fixed Freezing Point ”); and

  3. a slab ocean lacking ocean dynamics and heat transport but including freezing point depression (“ No Dynamics ”).

In each of our Archean simulations, we decrease solar luminosity to 1,106.81 W/m2 (Gough, 1981), decrease day length to 17.25 hr (Williams, 2000), increase pCH4 to 500 µbar based on recent model and proxy suggestions (Izon et al., 2017; Reinhard et al., 2020), and decrease total surface pressure to 0.5 bar (Som et al., 2016). We then examine climate sensitivity to varying pCO2 from 10 to 100 xPIL (Driese et al., 2011; Hessler et al., 2004) and ocean salinities of 20, 35 (modern), and 50 g/kg. We use the Full Physics configuration for all Archean simulations. These experiments are summarized in Table 1.

Table 1.

Summary of Our Archean Model Configuration

Parameter Value References
Insolation 1,106.81 Wm−2 Gough (1981)
Day length 17.25 hr Williams (2000)
Total atmospheric pressure 0.5 bar Som et al. (2016)
pCH4 500 µbar Izon et al. (2017) and Reinhard et al. (2020)
Continental distribution Aquaplanet Albarede et al. (2020)
Ocean depth 1,360 m
pCO2 10–100 xPIL Driese et al. (2011) and Hessler et al. (2004)
Ocean salinity 20–50 g/kg Albarede et al. (2020)

Note. Planetary parameters not specified here are fixed at their present‐day values.

We explore salinities of ±15 g/kg relative to present‐day seawater because this range is broadly inclusive of existing model and proxy estimates of ancient ocean salinity on Earth (e.g., Albarede et al., 2020; Catling & Zahnle, 2020), but we note that Archean salinity remains poorly constrained. Our goal is thus not to offer a definitive view of a single moment in Earth's history; instead, our goal is simply to explore the response of the climate system to changing ocean salinity and to assess the potential significance of these effects in the context of reduced solar luminosity on early Earth.

We initialize all of our present‐day and Archean Earth experiments from a warm, ice‐free state. We then diagnose steady state by the achievement of global energy balance <0.2 Wm−2 and the convergence of ice coverage and surface temperature. The runtime required to achieve steady state varied between model scenarios, from a few hundred years for snowballs to 1,000+ years for warmer climates, but all of the data shown here has been averaged over the last decade of each simulation independent of its total duration.

3. Results and Discussion

3.1. Present‐Day Earth

Increasing ocean salinity results in warming, particularly at high latitudes (Figure 1), and reduced sea ice in all three of our model configurations (Figure 2). Decreasing ocean salinity has the opposite effect, decreasing surface temperature on global average and increasing the extent of sea ice.

Figure 1.

Figure 1

Steady state surface temperature differences for 50 g/kg versus 20 g/kg salinity scenarios with each model configuration. Reds indicate higher temperatures with higher salinity while blues indicate lower temperatures with higher salinity. All high salinity scenarios are warmer on global average than the low salinity scenarios despite local cooling.

Figure 2.

Figure 2

Sea ice coverage for various model configurations and ocean salinities. Rows show the standard model with a fully coupled ocean‐atmosphere, sea ice dynamics, and freezing point depression (“Full Physics”; top); a modified model configuration with ocean and sea ice dynamics but fixed freezing point for all salinities (“Fixed Freezing Point”; middle); and a slab ocean configuration lacking ocean and ice dynamics but including freezing point depression (“No dynamics”; bottom). Salinity differs between the columns, increasing from 20 (left) to 50 g/kg (right). Increasing salinity yields lower ice cover in all scenarios, but the effects are most pronounced in model scenarios that include both dynamical and thermodynamic effects.

The influence of salinity on climate is greatest in our Full Physics configuration that includes both density‐related dynamic effects and freezing point depression (Figure 2, top row). In our Full Physics simulations, increasing salinity from 20 to 50 g/kg yields warming of up to 11.9°C in the annual average at northern high latitudes (0.9°C on global average) and a 71% decrease in global sea ice extent.

Our Fixed Freezing Point simulations are similar to the Full Physics simulations (Figure 2, middle row). With Fixed Freezing Point, increasing salinity from 20 to 50 g/kg results in warming of up to 11.3°C in the annual average at northern high latitudes (0.8°C warming on global average) and a 71% decrease in global sea ice coverage. This similarity to our Full Physics simulations suggests that the climate response to changing ocean salinity is primarily due to changing ocean dynamics rather than freezing point depression, which is not included in these experiments.

Our No Dynamics simulation with present‐day salinity has much greater baseline ice cover than even the low salinity scenarios with our other model configurations (Figure 2, bottom row). This difference arises because the lack of ocean heat transport to high latitudes in these simulations results in colder poles for all salinities. Although increasing (decreasing) ocean salinity does result in warming (cooling) in our No Dynamics configuration, the fractional decrease in sea ice (35%) is small compared to the Full Physics and Fixed Freezing Point simulations (both 71%). This relationship again suggests that dynamic effects rather than freezing point depression dominate the response of Earth's climate to changing salinity. Moreover, the spatial patterns of warming in our No Dynamics scenarios differ from our Full Physics simulations (Figure 1).

Warming and ice retreat with increasing salinity are most pronounced at the northern high latitudes in our Full Physics and Fixed Freezing Point simulations. Conversely, the effects of salinity are greatest in the southern hemisphere in our No Dynamics simulations (Figures 1 and 2). These results suggest that dynamics have a greater impact on northern hemisphere ice cover. Indeed, the strength of the Atlantic Meridional Overturning Circulation increases with salinity in our experiments (Figure S2 in Supporting Information S1), increasing ocean heat transport to northern high latitudes but not to southern high latitudes (Figure S3 in Supporting Information S1). Freezing point depression may instead contribute more to sea ice reductions in the southern hemisphere, but our Fixed Freezing Point experiments demonstrate that some reduction in sea ice occurs in both hemispheres even without freezing point depression, suggesting that additional dynamical effects are important as well.

3.2. Archean Earth

Our CO2‐salinity parameter space yields several stable Archean climate scenarios including global snowball glaciation, partial glaciation at mid‐to‐high latitudes similar to present‐day Earth, and a nearly ice‐free climate that is warmer than present‐day Earth (Figure 3). Additionally, many of our simulations achieve a “Water Belt” state that is characterized by low‐latitude stabilization of ice and the persistence of a narrow band of equatorial open water (Abbot et al., 2011; Rose, 2015). This Water Belt state is stable against the ice albedo feedback at least in part due to strong overturning circulation extending to the low‐latitude ice margin (Figure S4 in Supporting Information S1; Rose, 2015).

Figure 3.

Figure 3

Sea ice concentration for variable salinity and atmospheric CO2. The columns correspond to salinities of 20 (left), 35 (middle), and 50 g/kg (right); the rows correspond to CO2 levels of 100 (top), 60 (middle), and 20 xPIL (bottom). Dark blue corresponds to open water (0% ice cover) while white corresponds to 100% ice cover. Our parameter space yields climate states ranging from snowball glaciation to nearly ice‐free conditions. Severely glaciated Water Belt climates that are characterized by a band of equatorial open water are particularly common.

The achievement of each Archean climate state is sensitive to both pCO2 and salinity. Increasing either CO2 and/or salinity imparts warming and reduces ice cover. The warmest model scenarios are the highest CO2 and highest salinity scenarios whereas the coldest and iciest simulated climates have the lowest CO2 levels and lowest salinities. Moreover, the CO2 threshold at which the climate system abruptly transitions between these states is itself sensitive to salinity (Figure 4). This sensitivity allows modest changes in salinity to manifest as distinct climate states at fixed pCO2 (Figures 3 and 4), and it is likely the consequence of feedbacks between ocean circulation, ice, and surface temperature, which amplify the direct effect of salinity changes.

Figure 4.

Figure 4

Archean sea ice cover versus pCO2. The colored lines in each panel correspond to salinities of 20 (blue), 35 (green), and 50 g/kg (yellow). Four distinct climate states that are separated by abrupt transitions emerge for the CO2 range considered. The CO2 threshold for the transition between these states is sensitive to ocean salinity, allowing small changes in salinity to profoundly change climate. For example, at 100 xPIL CO2, global average surface temperature differs by 45°C between the 20 and 50 g/kg salinity scenarios. All simulations were initiated from an ice‐free state.

Increasing ocean salinity decreases the CO2 level at which Archean Earth enters the Water Belt and Snowball states, allowing open water to persist at much lower pCO2 levels and modestly lower global temperatures compared to less salty oceans. An ocean salinity of 50 g/kg allows open water to persist at the equator down to relatively low pCO2 (10–15 xPIL) in our model whereas our modern and low salinity scenarios transition to snowball states at 20–25 and 35–40 xPIL, respectively (Figure 4). Moreover, the combination of 100 xPIL atmospheric pCO2 and 50 g/kg ocean salinity yields an Archean climate that is nearly ice free and warmer than present‐day Earth. Although high salinity does not eliminate the importance of elevated levels of greenhouse gases relative to present‐day levels in our experiments, we note that warmer‐than‐present‐day climates are possible with high salinity despite our somewhat pessimistic assumption of pCO2, pCH4, and surface pressures, all on the lower‐end of existing estimates for the Archean (e.g., Catling & Zahnle, 2020; Olson et al., 2018).

Higher surface pressure more similar to present‐day Earth would enhance equator‐to‐pole heat transport in the atmosphere (Kaspi & Showman, 2015; Komacek & Abbot, 2019). For scenarios with a high‐latitude ice line, this phenomenon is likely to warm the poles and limit ice advance to lower latitudes relative to our scenarios with low surface pressure. However, more efficient atmospheric heat transport away from the equator may destabilize Water Belt climates and promote snowball glaciation with the collapse of the ice line to the equator. Faster rotation also reduces the efficiency of equator‐to‐pole heat transport and may further contribute to the persistence of low‐latitude open water in many of our experiments (e.g., Spalding & Fischer, 2019).

3.3. Implications for Early Earth Habitability

Ocean salinity is known to be an important consideration for exoplanet habitability, particularly in the outer Habitable Zone (Cullum et al., 2016; Del Genio et al., 2019; Olson et al., 2020)—not unlike the stellar context of the early Earth around the Faint Young Sun. Our results introduce the tantalizing possibility that a saltier ocean may partially compensate for lower solar luminosity on early Earth. In this case, salt may be an essential ingredient for early Earth habitability. In combination with other warming mechanisms, salt may even contribute to a climate state that was warmer than today. Conversely, our results suggest that a less salty Archean ocean may exacerbate the Faint Young Sun Paradox. Constraining the salinity history of Earth's ocean is thus an important albeit challenging goal.

Holland (1984) estimated that returning known evaporite deposits to the ocean would result in an Archean ocean salinity of ∼50 g/kg, similar to the high salinity scenario in our experiments. Knauth (2005) went a step further and suggested that if one stirred back basinal brines as well, Archean ocean salinity may have been as high as 70 g/kg. These early estimates are limited by the assumption that (a) essentially all of Earth's present‐day surface Cl inventory was present at Earth's surface since magma ocean crystallization as the consequence of Cl's volatility and incompatibility with silicates (Kuwahara et al., 2019), and (b) the volume of the ocean has not significantly changed since its formation. Nonetheless, the likelihood of higher atmospheric pCO2 and lower ocean pH (higher [H+]) during the Archean implies a greater abundance of dissolved anions such as Cl via charge balance (Albarede et al., 2020). Indeed, the evaporite record may suggest a secular decline in ocean salinity from ∼50 g/kg in the latest Precambrian through the Phanerozoic (Hay et al., 2006), coincident with a long‐term decline of atmospheric CO2 and increase in ocean pH (Halevy & Bachan, 2017; Krissansen‐Totton et al., 2018).

3.4. Caveats and Opportunities for Future Work

Salt affects seawater density and ocean dynamics via direct mass effects and through its influence on charge density and ionic interactions with polar water molecules. Salinity is simply input to ROCKE‐3D as mass of solute per kg of seawater, with no explicit assumptions about the abundances of specific ions. We thus fully account for the added mass of dissolved ions, but the representation of additional effects (e.g., the dependence of the thermal expansion coefficient on salinity) implicitly assumes a seawater charge balance dominated by monovalent ions as it is today (Albarede et al., 2020), rather than divalent ions such as Mg2+ and SO42.

The magnitude of freezing point depression depends on the chemical identity of the solvent (water), the molality of the solution (mols of solute per kg solvent), and the number of mols of ions resulting from the dissolution of one mol of solute (e.g., 2 mols ions for 1 mol dissolved NaCl)—but it does not depend on the specific chemical identity of the solute. Extending ROCKE‐3D's freezing point calculation to the Archean thus also assumes that Archean seawater had a similar blend of monovalent and divalent ions to the present‐day ocean, but this freezing point calculation is insensitive to the likelihood that the Archean ocean had relatively less Mg2+ (24 g/mol) due to limited continental weathering and relatively more Fe2+ (56 g/mol) due to the scarcity of O2. Although swapping an equivalent molar quantity of Mg2+ for relatively heavy Fe2+ would not affect the freezing point of seawater, our simulations demonstrate that this change could still affect ocean dynamics through its influence on seawater density.

Ocean salinity has a few additional effects on climate via atmospheric energy balance that are not quantified here. For example, increasing salinity decreases gas solubility and, all else equal, higher salinity should tend to increase greenhouse gas levels in the atmosphere and surface temperatures. We fix atmospheric composition in each of our simulations and thus our experiments do not account for how a ∼10% reduction in gas solubility with increasing salinity between our low and high salinity scenarios would further bolster warming from the oceanographic phenomena we explored. At the same time, increasing salinity reduces the activity of water, decreasing evaporation. This effect results in an observable decrease in evaporation rates over the extremely salty Dead Sea (S = 235 g/kg), but for the relatively small range of salinities we explored such effects are expected to be small compared to the changes in evaporation that arise from the differences in surface temperature among our experiments (Mor et al., 2018; Stanhill, 1994).

Finally, breaking waves and bubbles inject sea salt into the atmosphere. Sea salt aerosol is primarily modulated by wind speed on present‐day Earth (Prijith et al., 2014). Sea salt aerosol scatters incident shortwave radiation and serves as a cloud condensation nuclei (CCN). These effects are poorly understood on present day Earth and entirely unconstrained on Archean Earth (e.g., Ma et al., 2008; Pierce & Adams, 2006). A saltier ocean may result in more sea salt aerosol under equivalent wind and wave conditions, but the likelihood of limited continental shelf area and lower surface pressure (and thus wind stress) on Archean Earth may ultimately decrease the amount of sea salt entering the atmosphere via breaking waves. If CCN abundance increases with salinity, saltier oceans might cause cooling due to greater fractional cloud cover and/or more reflective clouds with smaller droplets (Twomey, 1974)—but enhanced cloudiness in this scenario may also weaken the ice‐albedo feedback and extend the stability of the Water Belt state to lower insolation and/or CO2 levels (Braun et al., 2020). It is thus unclear whether accounting for changes to sea salt aerosol in our model would have a large effect on climate and whether these effects would amplify or offset warming with increasing salinity in our model scenarios. The relationships between ocean salinity, atmospheric water vapor, cloud nucleation, precipitation patterns, and surface temperature on short and long timescales remain an exciting opportunity for future work.

4. Conclusions

The salient result of our study is that ocean salinity plays an important role in Earth's climate system. Saltier oceans yield warmer, more equable climates with less sea ice in both our present‐day and Archean simulations. Warming with increasing salinity in our simulations is primarily due to changes in ocean dynamics, with a more minor contribution from freezing point depression. The impacts of ocean salinity on climate are also strongly nonlinear. While small differences in salinity (±15 g/kg relative to present day) may yield only modest changes in surface temperature and ice cover in some circumstances, we show that such salinity differences can sometimes result in the transition between distinct climate states. In our Archean scenario with 100x pCO2, present‐day ocean salinity resulted in a severely glaciated Water Belt climate with only a narrow strip of open water at the equator—but increasing salinity to 50 g/kg resulted in a warm climate with surface temperatures exceeding 20°C on global average and only seasonal ice at the poles. These strongly nonlinear effects are difficult to represent in less computationally expensive models lacking ocean dynamics. Key uncertainties for future studies include resolving the details of Earth's salinity evolution and how ocean salinity affects cloud radiative forcing. With these caveats, we suggest that an Archean ocean that was saltier than today could play a key role in compensating for the Faint Young Sun, perhaps even allowing an Archean climate that was warmer than today.

Supporting information

Supporting Information S1

Acknowledgments

S. Olson acknowledges financial support from the NASA Habitable Worlds and the NASA Interdisciplinary Consortia for Astrobiology Research (ICAR) programs. This work further benefitted from participation in the NASA Nexus for Exoplanet System Science (NExSS) and Network for Ocean Worlds (NOW) Research Coordination Networks. S. Olson acknowledges the importance of increasing the inclusion of historically marginalized identities in Earth and Planetary Science.

Olson, S. , Jansen, M. F. , Abbot, D. S. , Halevy, I. , & Goldblatt, C. (2022). The effect of ocean salinity on climate and its implications for Earth's habitability. Geophysical Research Letters, 49, e2021GL095748. 10.1029/2021GL095748

Data Availability Statement

ROCKE‐3D is available at https://simplex.giss.nasa.gov/gcm/ROCKE-3D/ and described in detail by Way et al. (2017). Data presented herein and essential model input/configuration files are available at: https://doi.org/10.5281/zenodo.5637502.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Supporting Information S1

Data Availability Statement

ROCKE‐3D is available at https://simplex.giss.nasa.gov/gcm/ROCKE-3D/ and described in detail by Way et al. (2017). Data presented herein and essential model input/configuration files are available at: https://doi.org/10.5281/zenodo.5637502.


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