This database catalogues publications of the ECCO Project and those that employ ECCO's products. Click the read more buttons for full citation, abstract, links to corresponding publications, and a list of ECCO products employed. Please acknowledge the ECCO project when utilizing our products and let us know of any publications that are missing from this list. You might be interested in our "Research Roundup" StoryMaps for 2023, 2022, 2021 and 2020.
Title: Three Atmospheric Patterns Dominate Decadal North Atlantic Overturning Variability
Type: Journal Article
Publication: Geophysical Research Letters
Author(s): Stephenson, Dafydd; Amrhein, Daniel E.; Thompson, LuAnne
Year: 2024
Formatted Citation: Stephenson, D., D. E. Amrhein, and L. Thompson, 2024: Three Atmospheric Patterns Dominate Decadal North Atlantic Overturning Variability. Geophys. Res. Lett., 51(18), doi:10.1029/2024GL109193
Abstract:
Atlantic Meridional Overturning Circulation (AMOC) variability originates from a large number of interacting processes with multiple time scales, with dominant processes dependent on both the latitude and timescale of interest. Here, we isolate the optimal atmospheric modes driving climate-relevant decadal AMOC variability using a novel approach combining dynamical and statistical attribution (dynamics-weighted principal component, or DPC analysis). We find that for both the subpolar (55°N) and subtropical (25°N) AMOC, the most effective independent mode of heat flux forcing closely resembles the North Atlantic Oscillation, and drives meridionally coherent AMOC anomalies through western boundary density anomalies. Conversely, established modes of wind stress variability possess limited quantitative similarity to the optimal wind stress patterns, which generate low-frequency AMOC fluctuations by rearranging the ocean buoyancy field. We demonstrate (by running a modified version of the ECCOv4r4 state estimate) that most AMOC variability on decadal time scales can be explained by the DPCs.
Title: Surface factors controlling the volume of accumulated Labrador Sea Water
Type: Journal Article
Publication: Ocean Science
Author(s): Kostov, Yavor; Messias, Marie-José; Mercier, Herlé; Marshall, David P.; Johnson, Helen L.
Year: 2024
Formatted Citation: Kostov, Y., M. Messias, H. Mercier, D. P. Marshall, and H. L. Johnson, 2024: Surface factors controlling the volume of accumulated Labrador Sea Water. Ocean Science, 20(2), 521-547, doi:10.5194/os-20-521-2024
Abstract:
We explore historical variability in the volume of Labrador Sea Water (LSW) using ECCO, an ocean state estimate configuration of the Massachusetts Institute of Technology general circulation model (MITgcm). The model's adjoint, a linearization of the MITgcm, is set up to output the lagged sensitivity of the water mass volume to surface boundary conditions. This allows us to reconstruct the evolution of LSW volume over recent decades using historical surface wind stress, heat, and freshwater fluxes. Each of these boundary conditions contributes significantly to the LSW variability that we recover, but these impacts are associated with different geographical fingerprints and arise over a range of time lags. We show that the volume of LSW accumulated in the Labrador Sea exhibits a delayed response to surface wind stress and buoyancy forcing outside the convective interior of the Labrador Sea at important locations in the North Atlantic Ocean. In particular, patterns of wind and surface density anomalies can act as a "traffic controller" and regulate the North Atlantic Current's (NAC's) transport of warm and saline subtropical water masses that are precursors for the formation of LSW. This propensity for a delayed response of LSW to remote forcing allows us to predict a limited yet substantial and significant fraction of LSW variability at least 1 year into the future. Our analysis also enables us to attribute LSW variability to different boundary conditions and to gain insight into the major mechanisms that contribute to volume anomalies in this deep water mass. We point out the important role of key processes that promote the formation of LSW in both the Irminger and Labrador seas: buoyancy loss and preconditioning along the NAC pathway and in the Iceland Basin, the Irminger Sea, and the Nordic Seas.
Pimm, Ciara; Williams, Richard G.; Jones, Dani; Meijers, Andrew J. S. (2024). Surface Heat Fluxes Drive a Two-Phase Response in Southern Ocean Mode Water Stratification, Journal of Geophysical Research: Oceans, 3 (129), 10.1029/2023JC020795.
Title: Surface Heat Fluxes Drive a Two-Phase Response in Southern Ocean Mode Water Stratification
Type: Journal Article
Publication: Journal of Geophysical Research: Oceans
Author(s): Pimm, Ciara; Williams, Richard G.; Jones, Dani; Meijers, Andrew J. S.
Year: 2024
Formatted Citation: Pimm, C., R. G. Williams, D. Jones, and A. J. S. Meijers, 2024: Surface Heat Fluxes Drive a Two-Phase Response in Southern Ocean Mode Water Stratification. J. Geophys. Res. Ocean., 129(3), doi:10.1029/2023JC020795
Abstract:
Subantarctic mode waters have low stratification and are formed through subduction from thick winter mixed layers in the Southern Ocean. To investigate how surface forcing affects the stratification in mode water formation regions in the Southern Ocean, a set of adjoint sensitivity experiments are conducted. The objective function is the annual-average stratification over the mode water formation region, which is evaluated from potential temperature and salinity adjoint sensitivity experiments. The analysis of impacts, from the product of sensitivities and forcing variability, identifies the separate effects of the wind stress, heat flux, and freshwater flux, revealing that the dominant control on stratification is from surface heat fluxes, as well as a smaller effect from zonal wind stress. The adjoint sensitivities of stratification to surface heat flux reveal a surprising change in sign over 2 years lead time: surface cooling leads to the expected initial local decrease in stratification, but there is a delayed response leading to an increase in stratification. This delayed response in stratification involves effective atmospheric damping of the surface thermal contribution, so that eventually the oppositely-signed advective haline contribution dominates. This two-phase response of stratification is found to hold over mode water formation regions in the South Indian and Southeast Pacific sectors of the Southern Ocean, where there are strong advective flows linked to the Antarctic Circumpolar Current.
Wang, Ou; Lee, Tong; Frederikse, Thomas; Ponte, Rui M.; Fenty, Ian; Fukumori, Ichiro; Hamlington, Benjamin D. (2024). What Forcing Mechanisms Affect the Interannual Sea Level Co-Variability Between the Northeast and Southeast Coasts of the United States?, Journal of Geophysical Research: Oceans, 1 (129), 10.1029/2023JC019873.
Title: What Forcing Mechanisms Affect the Interannual Sea Level Co-Variability Between the Northeast and Southeast Coasts of the United States?
Type: Journal Article
Publication: Journal of Geophysical Research: Oceans
Author(s): Wang, Ou; Lee, Tong; Frederikse, Thomas; Ponte, Rui M.; Fenty, Ian; Fukumori, Ichiro; Hamlington, Benjamin D.
Year: 2024
Formatted Citation: Wang, O., T. Lee, T. Frederikse, R. M. Ponte, I. Fenty, I. Fukumori, and B. D. Hamlington, 2024: What Forcing Mechanisms Affect the Interannual Sea Level Co-Variability Between the Northeast and Southeast Coasts of the United States? J. Geophys. Res. Ocean., 129(1), doi:10.1029/2023JC019873
Abstract:
Interannual sea-level variations between the United States (U.S.) Northeast and Southeast Coasts separated by Cape Hatteras are significantly less correlated than those within their respective sectors, but the cause is poorly understood. Here we investigate atmospheric forcing mechanisms that affect the interannual sea-level co-variability between these two sectors using an adjoint reconstruction and decomposition approach in the framework of Estimating the Circulation and Climate of the Ocean (ECCO) ocean state estimate. We compare modeled and observed sea-level changes at representative locations in each sector: Nantucket Island, Massachusetts for the Northeast and Charleston, South Carolina for the Southeast. The adjoint reconstruction and decomposition approach used in this work allows for identification and quantification of the causal mechanisms responsible for observed coastal sea-level variability. Coherent sea-level variations in Nantucket and Charleston arise from nearshore wind stress anomalies north of Cape Hatteras and buoyancy forcing, especially from the subpolar North Atlantic, while offshore wind stress anomalies, in contrast, reduce co-variability. Offshore wind stress contributes much more to interannual sea-level variation at Charleston than at Nantucket, causing incoherent sea level variations between the two locations. Buoyancy forcing anomalies south of Charleston, including over the Florida shelf, the Gulf of Mexico, and the Caribbean Sea, also reduce co-variability because they induce sea-level responses at Charleston but not Nantucket. However, the relative impact of buoyancy forcing on interannual sea-level co-variability between the two sectors is much smaller than that of offshore wind stress.
Kostov, Yavor; Messias, Marie-José; Mercier, Herlé; Johnson, Helen L.; Marshall, David P. (2022). Fast mechanisms linking the Labrador Sea with subtropical Atlantic overturning, Climate Dynamics, 10.1007/s00382-022-06459-y.
Title: Fast mechanisms linking the Labrador Sea with subtropical Atlantic overturning
Type: Journal Article
Publication: Climate Dynamics
Author(s): Kostov, Yavor; Messias, Marie-José; Mercier, Herlé; Johnson, Helen L.; Marshall, David P.
Year: 2022
Formatted Citation: Kostov, Y., M. Messias, H. Mercier, H. L. Johnson, and D. P. Marshall, 2022: Fast mechanisms linking the Labrador Sea with subtropical Atlantic overturning. Climate Dynamics, doi:10.1007/s00382-022-06459-y
Abstract: We use an ocean general circulation model and its adjoint to analyze the causal chain linking sea surface buoyancy anomalies in the Labrador Sea to variability in the deep branch of the Atlantic meridional overturning circulation (AMOC) on inter-annual timescales. Our study highlights the importance of the North Atlantic Current (NAC) for the north-to-south connectivity in the AMOC and for the meridional transport of Lower North Atlantic Deep Water (LNADW). We identify two mechanisms that allow the Labrador Sea to impact velocities in the LNADW layer. The first mechanism involves a passive advection of surface buoyancy anomalies from the Labrador Sea towards the eastern subpolar gyre by the background NAC. The second mechanism plays a dominant role and involves a dynamical response of the NAC to surface density anomalies originating in the Labrador Sea; the NAC adjustment modifies the northward transport of salt and heat and exerts a strong positive feedback, amplifying the upper ocean buoyancy anomalies. The two mechanisms spin up/down the subpolar gyre on a timescale of years, while boundary trapped waves rapidly communicate this signal to the subtropics and trigger an adjustment of LNADW transport on a timescale of months. The NAC and the eastern subpolar gyre play an essential role in both mechanisms linking the Labrador Sea with LNADW transport variability and the subtropical AMOC. We thus reconcile two apparently contradictory paradigms about AMOC connectivity: (1) Labrador Sea buoyancy anomalies drive AMOC variability; (2) water mass transformation is largest in the eastern subpolar gyre.
Frederikse, Thomas; Lee, Tong; Wang, Ou; Kirtman, Ben; Becker, Emily; Hamlington, Ben; Limonadi, Daniel; Waliser, Duane (2022). A Hybrid Dynamical Approach for Seasonal Prediction of Sea-Level Anomalies: A Pilot Study for Charleston, South Carolina, Journal of Geophysical Research: Oceans, 8 (127), 10.1029/2021JC018137.
Formatted Citation: Frederikse, T., T. Lee, O. Wang, B. Kirtman, E. Becker, B. Hamlington, D. Limonadi, and D. Waliser, 2022: A Hybrid Dynamical Approach for Seasonal Prediction of Sea-Level Anomalies: A Pilot Study for Charleston, South Carolina. J. Geophys. Res. Ocean., 127(8), doi:10.1029/2021JC018137
Wang, Ou; Lee, Tong; Piecuch, Christopher G.; Fukumori, Ichiro; Fenty, Ian; Frederikse, Thomas; Menemenlis, Dimitris; Ponte, Rui M.; Zhang, Hong (2022). Local and remote forcing of interannual sea-level variability at Nantucket Island, Journal of Geophysical Research: Oceans, 10.1029/2021JC018275.
Title: Local and remote forcing of interannual sea-level variability at Nantucket Island
Type: Journal Article
Publication: Journal of Geophysical Research: Oceans
Author(s): Wang, Ou; Lee, Tong; Piecuch, Christopher G.; Fukumori, Ichiro; Fenty, Ian; Frederikse, Thomas; Menemenlis, Dimitris; Ponte, Rui M.; Zhang, Hong
Year: 2022
Formatted Citation: Wang, O. and Coauthors, 2022: Local and remote forcing of interannual sea-level variability at Nantucket Island. J. Geophys. Res. Ocean., doi:10.1029/2021JC018275
Jones, Daniel C.; Ceia, Filipe R.; Murphy, Eugene; Delord, Karine; Furness, Robert W.; Verdy, Ariane; Mazloff, Matthew; Phillips, Richard A.; Sagar, Paul M.; Sallée, (2021). Untangling local and remote influences in two major petrel habitats in the oligotrophic Southern Ocean, Global Change Biology, gcb.15839, 10.1111/gcb.15839.
Title: Untangling local and remote influences in two major petrel habitats in the oligotrophic Southern Ocean
Type: Journal Article
Publication: Global Change Biology
Author(s): Jones, Daniel C.; Ceia, Filipe R.; Murphy, Eugene; Delord, Karine; Furness, Robert W.; Verdy, Ariane; Mazloff, Matthew; Phillips, Richard A.; Sagar, Paul M.; Sallée,
Year: 2021
Formatted Citation: Jones, D.C., F.R. Ceia, E. Murphy, K. Delord, R.W. Furness, A. Verdy, M. Mazloff, R.A. Phillips, P.M. Sagar, J-B. Sallée, B. Schreiber, D.R. Thompson, L.G. Torres, P.J. Underwood, H. Weimerskirch, and J.C. Xavier, 2021: Untangling local and remote influences in two major petrel habitats in the oligotrophic Southern Ocean, Global Change Biology, gcb.15839, doi: 10.1111/gcb.15839
Abstract: Ocean circulation connects geographically distinct ecosystems across a wide range of spatial and temporal scales via exchanges of physical and biogeochemical properties. Remote oceanographic processes can be especially important for ecosystems in the Southern Ocean, where the Antarctic Circumpolar Current transports properties across ocean basins through both advection and mixing. Recent tracking studies have indicated the existence of two large-scale, open ocean habitats in the Southern Ocean used by grey petrels (Procellaria cinerea) from two populations (i.e., Kerguelen and Antipodes islands) during their nonbreeding season for extended periods during austral summer (i.e., October to February). In this work, we use a novel combination of large-scale oceanographic observations, surface drifter data, satellite-derived primary productivity, numerical adjoint sensitivity experiments, and output from a biogeochemical state estimate to examine local and remote influences on these grey petrel habitats. Our aim is to understand the oceanographic features that control these isolated foraging areas and to evaluate their ecological value as oligotrophic open ocean habitats. We estimate the minimum local primary productivity required to support these populations to be much <1% of the estimated local primary productivity. The region in the southeast Indian Ocean used by the birds from Kerguelen is connected by circulation to the productive Kerguelen shelf. In contrast, the region in the south-central Pacific Ocean used by seabirds from the Antipodes is relatively isolated suggesting it is more influenced by local factors or the cumulative effects of many seasonal cycles. This work exemplifies the potential use of predator distributions and oceanographic data to highlight areas of the open ocean that may be more dynamic and productive than previously thought. Our results highlight the need to consider advective connections between ecosystems in the Southern Ocean and to re-evaluate the ecological relevance of oligotrophic Southern Ocean regions from a conservation perspective.
Fukumori, Ichiro; Wang, Ou; Fenty, Ian (2021). Causal Mechanisms of Sea-level and Freshwater Content Change in the Beaufort Sea, Journal of Physical Oceanography, 10.1175/JPO-D-21-0069.1.
Title: Causal Mechanisms of Sea-level and Freshwater Content Change in the Beaufort Sea
Type: Journal Article
Publication: Journal of Physical Oceanography
Author(s): Fukumori, Ichiro; Wang, Ou; Fenty, Ian
Year: 2021
Formatted Citation: Fukumori, I., O. Wang, and I. Fenty, 2021: Causal Mechanisms of Sea-level and Freshwater Content Change in the Beaufort Sea, Journal of Physical Oceanography, doi: 10.1175/JPO-D-21-0069.1
Abstract: In the Arctic's Beaufort Sea, the rate of sea-level rise over the last two decades has been an order of magnitude greater than that of its global mean. This rapid regional sea-level rise is mainly a halosteric change, reflecting an increase in Beaufort Sea’s freshwater content comparable to that associated with the Great Salinity Anomaly of the 1970s in the North Atlantic Ocean. Here we provide a new perspective of these Beaufort Sea variations by quantifying their causal mechanisms from 1992 to 2017 using a global, data-constrained ocean and sea-ice estimate of the Estimating the Circulation and Climate of the Ocean (ECCO) consortium. Our analysis reveals wind and sea-ice jointly driving the variations. Seasonal variation mainly reflects near-surface change due to annual melting and freezing of sea-ice, while interannual change extends deeper and mostly relates to wind-driven Ekman transport. Increasing wind stress and sea-ice melt are, however, equally important for decadal change that dominates the overall variation. Strengthening anticyclonic wind stress surrounding the Beaufort Sea intensifies the ocean’s lateral Ekman convergence of relatively fresh near-surface waters. The strengthening stress also enhances convergence of sea-ice and ocean heat that increase the amount of Beaufort Sea’s net sea-ice melt. The enhanced significance at longer time-scales of sea-ice melt relative to direct wind forcing can be attributed to ocean’s advection and mixing of melt-water being slower than its dynamic adjustment to mechanical perturbations. The adjustments’ difference implies that the sea-ice-melt-driven diabatic change will persist longer than the direct wind-driven kinematic anomaly.
Bigdeli, A.; Nguyen, A. T.; Pillar, H. R.; Ocaña, V.; Heimbach, P. (2020). Atmospheric Warming Drives Growth in Arctic Sea Ice: A Key Role for Snow, Geophysical Research Letters, 20 (47), 10.1029/2020GL090236.
Title: Atmospheric Warming Drives Growth in Arctic Sea Ice: A Key Role for Snow
Type: Journal Article
Publication: Geophysical Research Letters
Author(s): Bigdeli, A.; Nguyen, A. T.; Pillar, H. R.; Ocaña, V.; Heimbach, P.
Year: 2020
Formatted Citation: Bigdeli, A., A. T. Nguyen, H. R. Pillar, V. Ocaña, and P. Heimbach, 2020: Atmospheric Warming Drives Growth in Arctic Sea Ice: A Key Role for Snow. Geophys. Res. Lett., 47(20), doi:10.1029/2020GL090236
Loose, N.; Heimbach, P.; Pillar, H. R.; Nisancioglu, K. H. (2020). Quantifying Dynamical Proxy Potential through Shared Adjustment Physics in the North Atlantic, Journal of Geophysical Research: Oceans (e2020JC016), 10.1029/2020JC016112.
Title: Quantifying Dynamical Proxy Potential through Shared Adjustment Physics in the North Atlantic
Type: Journal Article
Publication: Journal of Geophysical Research: Oceans
Author(s): Loose, N.; Heimbach, P.; Pillar, H. R.; Nisancioglu, K. H.
Year: 2020
Formatted Citation: Loose, N., P. Heimbach, H. R. Pillar, and K. H. Nisancioglu, 2020: Quantifying Dynamical Proxy Potential through Shared Adjustment Physics in the North Atlantic. J. Geophys. Res. Ocean., e2020JC016, doi:10.1029/2020JC016112
Abstract: Oceanic quantities of interest (QoIs), e.g., ocean heat content or transports, are often inaccessible to direct observation, due to the high cost of instrument deployment and logistical challenges. Therefore, oceanographers seek proxies for undersampled or unobserved QoIs. Conventionally, proxy potential is assessed via statistical correlations, which measure covariability without establishing causality. This paper introduces an alternative method: quantifying dynamical proxy potential. Using an adjoint model, this method unambiguously identifies the physical origins of covariability. A North Atlantic case study illustrates our method within the ECCO (Estimating the Circulation and Climate of the Ocean) state estimation framework. We find that wind forcing along the eastern and northern boundaries of the Atlantic drives a basin-wide response in North Atlantic circulation and temperature. Due to these large-scale teleconnections, a single subsurface temperature observation in the Irminger Sea informs heat transport across the remote Iceland-Scotland ridge (ISR), with a dynamical proxy potential of 19%. Dynamical proxy potential allows two equivalent interpretations: Irminger Sea subsurface temperature (i) shares 19% of its adjustment physics with ISR heat transport; (ii) reduces the uncertainty in ISR heat transport by 19% (independent of the measured temperature value), if the Irminger Sea observation is added without noise to the ECCO state estimate. With its two interpretations, dynamical proxy potential is simultaneously rooted in (i) ocean dynamics and (ii) uncertainty quantification and optimal observing system design, the latter being an emerging branch in computational science. The new method may therefore foster dynamics-based, quantitative ocean observing system design in the coming years.
Keywords: Adjoint model, North Atlantic, Observing System Design, Proxy, Teleconnection, Uncertainty Quantification
Other URLs: https://onlinelibrary.wiley.com/doi/abs/10.1029/2020JC016112
Nguyen, An T.; Woodgate, Rebecca A.; Heimbach, Patrick (2020). Elucidating large-scale atmospheric controls on Bering Strait throughflow variability using a data-constrained ocean model and its adjoint, Journal of Geophysical Research: Oceans, 10.1029/2020JC016213.
Title: Elucidating large-scale atmospheric controls on Bering Strait throughflow variability using a data-constrained ocean model and its adjoint
Type: Journal Article
Publication: Journal of Geophysical Research: Oceans
Author(s): Nguyen, An T.; Woodgate, Rebecca A.; Heimbach, Patrick
Year: 2020
Formatted Citation: Nguyen, A. T., R. A. Woodgate, and P. Heimbach, 2020: Elucidating large-scale atmospheric controls on Bering Strait throughflow variability using a data-constrained ocean model and its adjoint. J. Geophys. Res. Ocean., doi:10.1029/2020JC016213
Jones, Daniel C.; Boland, Emma; Meijers, Andrew J. S.; Forget, Gael; Josey, Simon; Sallée, Jean-Baptiste; Shuckburgh, Emily (2020). The Sensitivity of Southeast Pacific Heat Distribution to Local and Remote Changes in Ocean Properties, Journal of Physical Oceanography, 3 (50), 773-790, 10.1175/JPO-D-19-0155.1.
Title: The Sensitivity of Southeast Pacific Heat Distribution to Local and Remote Changes in Ocean Properties
Type: Journal Article
Publication: Journal of Physical Oceanography
Author(s): Jones, Daniel C.; Boland, Emma; Meijers, Andrew J. S.; Forget, Gael; Josey, Simon; Sallée, Jean-Baptiste; Shuckburgh, Emily
Year: 2020
Formatted Citation: Jones, D. C., E. Boland, A. J. S. Meijers, G. Forget, S. Josey, J. Sallée, and E. Shuckburgh, 2020: The Sensitivity of Southeast Pacific Heat Distribution to Local and Remote Changes in Ocean Properties. Journal of Physical Oceanography, 50(3), 773-790, doi:10.1175/JPO-D-19-0155.1
Abstract: The Southern Ocean features ventilation pathways that transport surface waters into the subsurface thermocline on time scales from decades to centuries, sequestering anomalies of heat and carbon away from the atmosphere and thereby regulating the rate of surface warming. Despite its importance for climate sensitivity, the factors that control the distribution of heat along these pathways are not well understood. In this study, we use an observationally constrained, physically consistent global ocean model to examine the sensitivity of heat distribution in the recently ventilated subsurface Pacific (RVP) sector of the Southern Ocean to changes in ocean temperature and salinity. First, we define the RVP using numerical passive tracer release experiments that highlight the ventilation pathways. Next, we use an ensemble of adjoint sensitivity experiments to quantify the sensitivity of the RVP heat content to changes in ocean temperature and salinity. In terms of sensitivities to surface ocean properties, we find that RVP heat content is most sensitive to anomalies along the Antarctic Circumpolar Current (ACC), upstream of the subduction hotspots. In terms of sensitivities to subsurface ocean properties, we find that RVP heat content is most sensitive to basin-scale changes in the subtropical Pacific Ocean, around the same latitudes as the RVP. Despite the localized nature of mode water subduction hotspots, changes in basin-scale density gradients are an important controlling factor on heat distribution in the southeast Pacific.
Nie, Xunwei; Gao, Shan; Wang, Fan; Chi, Jianwei; Qu, Tangdong (2019). Origins and pathways of the Pacific Equatorial Undercurrent identified by a simulated adjoint tracer, Journal of Geophysical Research: Oceans, ja (0), 10.1029/2018JC014212.
Formatted Citation: Nie, X., S. Gao, F. Wang, J. Chi, and T. Qu, 2019: Origins and pathways of the Pacific Equatorial Undercurrent identified by a simulated adjoint tracer. J. Geophys. Res. Ocean., 0(ja), doi:10.1029/2018JC014212
Abstract: The origins and pathways of the Pacific Equatorial Undercurrent (EUC) are investigated using a simulated adjoint tracer of the consortium Estimating the Circulation & Climate of the Ocean (ECCO). The main source waters of the EUC, as well as their transit time and contributions, are identified. The zonal variability of the EUC water composition and the contributions from different pathways are also estimated. Results show that the ratio of the EUC water coming from the tropics to that from extratropics is relatively stable (1 versus 4) along the equator, except in the western Pacific where extratropical water is more dominant. The main body of extratropical water within the EUC are transported through the western boundary pathways (WBPs), while the percent transported via the interior pathways (IPs) gradually increases toward the east. Tropical water merges into the EUC mainly through the Tropical Cells (TCs) with a larger portion through the northern side of the equator.
Zanna, Laure; Khatiwala, Samar; Gregory, Jonathan M; Ison, Jonathan; Heimbach, Patrick (2019). Global reconstruction of historical ocean heat storage and transport, Proceedings of the National Academy of Sciences, 4 (116), 1126 LP - 1131, 10.1073/pnas.1808838115.
Title: Global reconstruction of historical ocean heat storage and transport
Type: Journal Article
Publication: Proceedings of the National Academy of Sciences
Author(s): Zanna, Laure; Khatiwala, Samar; Gregory, Jonathan M; Ison, Jonathan; Heimbach, Patrick
Year: 2019
Formatted Citation: Zanna, L., S. Khatiwala, J. M. Gregory, J. Ison, and P. Heimbach, 2019: Global reconstruction of historical ocean heat storage and transport. Proceedings of the National Academy of Sciences, 116(4), 1126 LP - 1131, doi:10.1073/pnas.1808838115
Abstract: Since the 19th century, rising greenhouse gas concentrations have caused the ocean to absorb most of the Earth's excess heat and warm up. Before the 1990s, most ocean temperature measurements were above 700 m and therefore, insufficient for an accurate global estimate of ocean warming. We present a method to reconstruct ocean temperature changes with global, full-depth ocean coverage, revealing warming of 436 ×1021 J since 1871. Our reconstruction, which agrees with other estimates for the well-observed period, demonstrates that the ocean absorbed as much heat during 1921-1946 as during 1990-2015. Since the 1950s, up to one-half of excess heat in the Atlantic Ocean at midlatitudes has come from other regions via circulation-related changes in heat transport.Most of the excess energy stored in the climate system due to anthropogenic greenhouse gas emissions has been taken up by the oceans, leading to thermal expansion and sea-level rise. The oceans thus have an important role in the Earth's energy imbalance. Observational constraints on future anthropogenic warming critically depend on accurate estimates of past ocean heat content (OHC) change. We present a reconstruction of OHC since 1871, with global coverage of the full ocean depth. Our estimates combine timeseries of observed sea surface temperatures with much longer historical coverage than those in the ocean interior together with a representation (a Green's function) of time-independent ocean transport processes. For 1955-2017, our estimates are comparable with direct estimates made by infilling the available 3D time-dependent ocean temperature observations. We find that the global ocean absorbed heat during this period at a rate of 0.30 ± 0.06 W/m2 in the upper 2,000 m and 0.028 ± 0.026 W/m2 below 2,000 m, with large decadal fluctuations. The total OHC change since 1871 is estimated at 436 ± 91 ×1021 J, with an increase during 1921-1946 (145 ± 62 ×1021 J) that is as large as during 1990-2015. By comparing with direct estimates, we also infer that, during 1955-2017, up to one-half of the Atlantic Ocean warming and thermosteric sea-level rise at low latitudes to midlatitudes emerged due to heat convergence from changes in ocean transport.
Jones, Daniel C.; Boland, Emma; Meijers, Andrew J.S.; Forget, Gael; Josey, Simon A.; Sallee, Jean-Baptiste; Shuckburgh, Emily (2019). Heat Distribution in the Southeast Pacific Is Only Weakly Sensitive to High-Latitude Heat Flux and Wind Stress, Journal of Geophysical Research: Oceans, 12 (124), 8647-8666, 10.1029/2019JC015460.
Title: Heat Distribution in the Southeast Pacific Is Only Weakly Sensitive to High-Latitude Heat Flux and Wind Stress
Type: Journal Article
Publication: Journal of Geophysical Research: Oceans
Author(s): Jones, Daniel C.; Boland, Emma; Meijers, Andrew J.S.; Forget, Gael; Josey, Simon A.; Sallee, Jean-Baptiste; Shuckburgh, Emily
Year: 2019
Formatted Citation: Jones, D. C., E. Boland, A. J. Meijers, G. Forget, S. A. Josey, J. Sallee, and E. Shuckburgh, 2019: Heat Distribution in the Southeast Pacific Is Only Weakly Sensitive to High-Latitude Heat Flux and Wind Stress. J. Geophys. Res. Ocean., 124(12), 8647-8666, doi:10.1029/2019JC015460
Kostov, Yavor; Johnson, Helen L.; Marshall, David P. (2019). AMOC sensitivity to surface buoyancy fluxes: the role of air-sea feedback mechanisms, Climate Dynamics, 7-8 (53), 4521-4537, 10.1007/s00382-019-04802-4.
Title: AMOC sensitivity to surface buoyancy fluxes: the role of air-sea feedback mechanisms
Type: Journal Article
Publication: Climate Dynamics
Author(s): Kostov, Yavor; Johnson, Helen L.; Marshall, David P.
Year: 2019
Formatted Citation: Kostov, Y., H. L. Johnson, and D. P. Marshall, 2019: AMOC sensitivity to surface buoyancy fluxes: the role of air-sea feedback mechanisms. Climate Dynamics, 53(7-8), 4521-4537, doi:10.1007/s00382-019-04802-4
Jones, Daniel C; Forget, Gael; Sinha, Bablu; Josey, Simon A; Boland, Emma J D; Meijers, Andrew J S; Shuckburgh, Emily (2018). Local and Remote Influences on the Heat Content of the Labrador Sea: An Adjoint Sensitivity Study, Journal of Geophysical Research: Oceans, 4 (123), 2646-2667, 10.1002/2018JC013774.
Title: Local and Remote Influences on the Heat Content of the Labrador Sea: An Adjoint Sensitivity Study
Type: Journal Article
Publication: Journal of Geophysical Research: Oceans
Author(s): Jones, Daniel C; Forget, Gael; Sinha, Bablu; Josey, Simon A; Boland, Emma J D; Meijers, Andrew J S; Shuckburgh, Emily
Year: 2018
Formatted Citation: Jones, D. C., G. Forget, B. Sinha, S. A. Josey, E. J. D. Boland, A. J. S. Meijers, and E. Shuckburgh, 2018: Local and Remote Influences on the Heat Content of the Labrador Sea: An Adjoint Sensitivity Study. J. Geophys. Res. Ocean., 123(4), 2646-2667, doi:10.1002/2018JC013774
Abstract: The Labrador Sea is one of the few regions on the planet where the interior ocean can exchange heat directly with the atmosphere via strong, localized, wintertime convection, with possible implications for the state of North Atlantic climate and global surface warming. Using an observationally constrained ocean adjoint model, we find that annual-mean Labrador Sea heat content is sensitive to temperature/salinity changes (1) along potential source water pathways (e.g., the subpolar gyre, the North Atlantic Current, the Gulf Stream) and (2) along the West African and European shelves, which are not significant source water regions for the Labrador Sea. The West African coastal/shelf adjustment mechanism, which may be excited by changes in along-shelf wind stress, involves pressure anomalies that propagate along a coastal waveguide toward Greenland, changing the across-shelf pressure gradient in the North Atlantic and altering heat convergence in the Labrador Sea. We also find that nonlocal (in space and time) heat fluxes (e.g., in the Irminger Sea, the seas south of Iceland) can have a strong impact on Labrador Sea heat content. Understanding and predicting the state of the Labrador Sea and its potential impacts on North Atlantic climate and global surface warming will require monitoring of oceanic and atmospheric properties at remote sites in the Irminger Sea, the subpolar gyre, and along the West African and European shelf/coast system, among others.
Smith, Timothy; Heimbach, Patrick (2018). Atmospheric origins of variability in the South Atlantic meridional overturning circulation, Journal of Climate, JCLI-D-18-0311.1, 10.1175/JCLI-D-18-0311.1.
Title: Atmospheric origins of variability in the South Atlantic meridional overturning circulation
Type: Journal Article
Publication: Journal of Climate
Author(s): Smith, Timothy; Heimbach, Patrick
Year: 2018
Formatted Citation: Smith, T., and P. Heimbach, 2018: Atmospheric origins of variability in the South Atlantic meridional overturning circulation. J. Clim., JCLI-D-18-0311.1, doi:10.1175/JCLI-D-18-0311.1
Pillar, Helen R; Johnson, Helen L; Marshall, David P; Heimbach, Patrick; Takao, So (2018). Impacts of Atmospheric Reanalysis Uncertainty on Atlantic Overturning Estimates at 25°N, Journal of Climate, 21 (31), 8719-8744, 10.1175/JCLI-D-18-0241.1.
Title: Impacts of Atmospheric Reanalysis Uncertainty on Atlantic Overturning Estimates at 25°N
Type: Journal Article
Publication: Journal of Climate
Author(s): Pillar, Helen R; Johnson, Helen L; Marshall, David P; Heimbach, Patrick; Takao, So
Year: 2018
Formatted Citation: Pillar, H. R., H. L. Johnson, D. P. Marshall, P. Heimbach, and S. Takao, 2018: Impacts of Atmospheric Reanalysis Uncertainty on Atlantic Overturning Estimates at 25°N. J. Clim., 31(21), 8719-8744, doi:10.1175/JCLI-D-18-0241.1
Abstract: Atmospheric reanalyses are commonly used to force numerical ocean models, but despite large discrepancies reported between different products, the impact of reanalysis uncertainty on the simulated ocean state is rarely assessed. In this study, the impact of uncertainty in surface fluxes of buoyancy and momentum on the modeled Atlantic meridional overturning at 25°N is quantified for the period January 1994-December 2011. By using an ocean-only climate model and its adjoint, the space and time origins of overturning uncertainty resulting from air-sea flux uncertainty are fully explored. Uncertainty in overturning induced by prior air-sea flux uncertainty can exceed 4 Sv (where 1 Sv ≡ 106 m3 s-1) within 15 yr, at times exceeding the amplitude of the ensemble-mean overturning anomaly. A key result is that, on average, uncertainty in the overturning at 25°N is dominated by uncertainty in the zonal wind at lags of up to 6.5 yr and by uncertainty in surface heat fluxes thereafter, with winter heat flux uncertainty over the Labrador Sea appearing to play a critically important role.
Pillar, Helen R; Heimbach, Patrick; Johnson, Helen L; Marshall, David P (2016). Dynamical attribution of recent variability in Atlantic overturning, Journal of Climate, 9 (29), 3339-3352, 10.1175/JCLI-D-15-0727.1.
Title: Dynamical attribution of recent variability in Atlantic overturning
Type: Journal Article
Publication: Journal of Climate
Author(s): Pillar, Helen R; Heimbach, Patrick; Johnson, Helen L; Marshall, David P
Year: 2016
Formatted Citation: Pillar, H. R., P. Heimbach, H. L. Johnson, and D. P. Marshall, 2016: Dynamical attribution of recent variability in Atlantic overturning. J. Clim., 29(9), 3339-3352, doi:10.1175/JCLI-D-15-0727.1
Song, Hajoon; Marshall, John; Follows, Michael J.; Dutkiewicz, Stephanie; Forget, Gaël (2016). Source waters for the highly productive Patagonian shelf in the southwestern Atlantic, Journal of Marine Systems (158), 120-128, 10.1016/j.jmarsys.2016.02.009.
Formatted Citation: Song, H., J. Marshall, M. J. Follows, S. Dutkiewicz, and G. Forget, 2016: Source waters for the highly productive Patagonian shelf in the southwestern Atlantic. Journal of Marine Systems, 158, 120-128, doi:10.1016/j.jmarsys.2016.02.009
Abstract: Possible nutrient sources and delivery mechanisms for the highly productive Patagonian shelf in the southwest Atlantic are identified. Using a passive tracer adjoint sensitivity experiment, we identify three source waters: waters local to the Patagonian shelf, coastal waters near the Chilean coast and the subsurface waters in the southeast Pacific. We perform a series of forward simulations of a biogeochemical model to investigate the impact of nutrient perturbations in these source regions to productivity on the Patagonian shelf. Positive nitrate perturbations from local waters have an immediate impact elevating productivity. Iron perturbations local to the shelf, however, do not change productivity because the shelf region is limited by nitrate. Additional nutrient supply from the other source regions leads to increases in productivity. We find that positive nutrient perturbations in subsurface waters in the southeast Pacific result in the largest boost of productivity over the shelf. These source waters are rich in nutrients and upwelled from the depth where light levels are so low that they cannot be consumed. Finally, we identify wintertime intense vertical mixing as the key process which draws nutrients from below 300-500 m to the surface before being delivered to the shelf.
Fukumori, Ichiro; Wang, Ou; Llovel, William; Fenty, Ian; Forget, Gael (2015). A near-uniform fluctuation of ocean bottom pressure and sea level across the deep ocean basins of the Arctic Ocean and the Nordic Seas, Progress in Oceanography (134), 152-172, 10.1016/j.pocean.2015.01.013.
Formatted Citation: Fukumori, I., O. Wang, W. Llovel, I. Fenty, and G. Forget, 2015: A near-uniform fluctuation of ocean bottom pressure and sea level across the deep ocean basins of the Arctic Ocean and the Nordic Seas. Progress in Oceanography, 134, 152-172, doi:10.1016/j.pocean.2015.01.013
Abstract: Across the Arctic Ocean and the Nordic Seas, a basin-wide mode of ocean bottom pressure and sea level fluctuation is identified using satellite and in situ observations in conjunction with a global ocean circulation model and its adjoint. The variation extends across the interconnected deep ocean basins of these semi-enclosed Arctic seas, collectively called the Arctic Mediterranean, with spatially near-uniform amplitude and phase. The basin-wide fluctuation is barotropic and dominates the region's large-scale variability from sub-monthly to interannual timescales. The fluctuation results from bifurcating coastally trapped waves generated by winds along the continental slopes of the Arctic Mediterranean and its neighboring seas, including the North Atlantic Ocean. The winds drive Ekman transport across the large bathymetric gradients, forcing mass divergence between the shallow coastal area and the deep ocean basins and creating ocean bottom pressure anomalies of opposite signs in the two regions. The anomalies rapidly propagate away as barotropic coastally trapped waves with the coast and continental slope as respective boundaries. The waves subsequently bifurcate at the shallow straits connecting the Arctic Mediterranean with the rest of the globe. The straits transmit the shallow anomalies but not the deep variations, thereby inhibiting the anomalies' mutual cancelation by geographically separating the two. Anomalies that enter the deep Arctic basins equilibrate uniformly across the domain characterized by a homogeneous depth-integrated planetary potential vorticity distribution. The potential vorticity's steep gradient that borders the basins shields the region from neighboring shallow variations, giving rise to the observed spatially confined fluctuation. Compensating anomalies outside the Arctic adjust similarly across the rest of the globe but are comparatively negligible in amplitude because of the global ocean's larger area relative to that of the deep Arctic Mediterranean. The study, from a technical perspective, illustrates the utility of a model's adjoint in identifying causal mechanisms underlying a complex system.
Other URLs: http://linkinghub.elsevier.com/retrieve/pii/S0079661115000245
Verdy, Ariane; Mazloff, Matthew R.; Cornuelle, Bruce D.; Kim, Sung Yong (2014). Wind-Driven Sea Level Variability on the California Coast: An Adjoint Sensitivity Analysis, Journal of Physical Oceanography, 1 (44), 297-318, 10.1175/JPO-D-13-018.1.
Title: Wind-Driven Sea Level Variability on the California Coast: An Adjoint Sensitivity Analysis
Type: Journal Article
Publication: Journal of Physical Oceanography
Author(s): Verdy, Ariane; Mazloff, Matthew R.; Cornuelle, Bruce D.; Kim, Sung Yong
Year: 2014
Formatted Citation: Verdy, A., M. R. Mazloff, B. D. Cornuelle, and S. Y. Kim, 2014: Wind-Driven Sea Level Variability on the California Coast: An Adjoint Sensitivity Analysis. Journal of Physical Oceanography, 44(1), 297-318, doi:10.1175/JPO-D-13-018.1
Gopalakrishnan, Ganesh; Cornuelle, Bruce D.; Hoteit, Ibrahim (2013). Adjoint sensitivity studies of loop current and eddy shedding in the Gulf of Mexico, Journal of Geophysical Research: Oceans, 7 (118), 3315-3335, 10.1002/jgrc.20240.
Title: Adjoint sensitivity studies of loop current and eddy shedding in the Gulf of Mexico
Type: Journal Article
Publication: Journal of Geophysical Research: Oceans
Author(s): Gopalakrishnan, Ganesh; Cornuelle, Bruce D.; Hoteit, Ibrahim
Year: 2013
Formatted Citation: Gopalakrishnan, G., B. D. Cornuelle, and I. Hoteit, 2013: Adjoint sensitivity studies of loop current and eddy shedding in the Gulf of Mexico. J. Geophys. Res. Ocean., 118(7), 3315-3335, doi:10.1002/jgrc.20240
Heimbach, P; Losch, Martin (2012). Adjoint sensitivities of sub-ice-shelf melt rates to ocean circulation under the Pine Island Ice Shelf, West Antarctica, Annals of Glaciology, 60 (53), 59-69, 10.3189/2012/AoG60A025.
Title: Adjoint sensitivities of sub-ice-shelf melt rates to ocean circulation under the Pine Island Ice Shelf, West Antarctica
Type: Journal Article
Publication: Annals of Glaciology
Author(s): Heimbach, P; Losch, Martin
Year: 2012
Formatted Citation: Heimbach, P., and M. Losch, 2012: Adjoint sensitivities of sub-ice-shelf melt rates to ocean circulation under the Pine Island Ice Shelf, West Antarctica. Annals of Glaciology, 53(60), 59-69, doi:10.3189/2012/AoG60A025
Abstract: We investigate the sensitivity of sub-ice-shelf melt rates under Pine Island Ice Shelf, West Antarctica, to changes in the oceanic state using an adjoint ocean model that is capable of representing the flow in sub-ice-shelf cavities. The adjoint code is based on algorithmic differentiation (AD) of the Massachusetts Institute of Technology's ocean general circulation model (MITgcm). The adjoint model was extended by adding into the AD process the corresponding sub-ice-shelf cavity code, which implements a three-equation thermodynamic melt-rate parameterization to infer heat and freshwater fluxes at the ice-shelf/ocean boundary. The inferred sensitivities reveal dominant timescales of 30 60 days over which the shelf exit is connected to the deep interior via advective processes. They exhibit rich three-dimensional time-evolving patterns that can be understood in terms of a combination of the buoyancy forcing by inflowing water masses, the cavity geometry and the effect of rotation and topography in steering the flow in the presence of prominent features in the bedrock bathymetry. Dominant sensitivity pathways are found over a sill, as well as 'shadow regions' of very low sensitivities. To the extent that these transient patterns are robust they carry important information for decision-making in observation deployment and monitoring.
Zhang, Xuebin; Cornuelle, Bruce; Roemmich, Dean (2012). Sensitivity of Western Boundary Transport at the Mean North Equatorial Current Bifurcation Latitude to Wind Forcing, Journal of Physical Oceanography, 11 (42), 2056-2072, 10.1175/JPO-D-11-0229.1.
Title: Sensitivity of Western Boundary Transport at the Mean North Equatorial Current Bifurcation Latitude to Wind Forcing
Type: Journal Article
Publication: Journal of Physical Oceanography
Author(s): Zhang, Xuebin; Cornuelle, Bruce; Roemmich, Dean
Year: 2012
Formatted Citation: Zhang, X., B. Cornuelle, and D. Roemmich, 2012: Sensitivity of Western Boundary Transport at the Mean North Equatorial Current Bifurcation Latitude to Wind Forcing. Journal of Physical Oceanography, 42(11), 2056-2072, doi:10.1175/JPO-D-11-0229.1
Tulloch, Ross; Hill, Chris; Jahn, Oliver (2011). Possible Spreadings of Buoyant Plumes and Local Coastline Sensitivities Using Flow Syntheses From 1992 to 2007, Monitoring and Modeling the Deepwater Horizon Oil Spill: A Record-Breaking Enterprise, 245-255, 10.1029/2011GM001125.
Title: Possible Spreadings of Buoyant Plumes and Local Coastline Sensitivities Using Flow Syntheses From 1992 to 2007
Type: Book Section
Publication: Monitoring and Modeling the Deepwater Horizon Oil Spill: A Record-Breaking Enterprise
Author(s): Tulloch, Ross; Hill, Chris; Jahn, Oliver
Year: 2011
Formatted Citation: Tulloch, R., C. Hill, and O. Jahn, 2011: Possible Spreadings of Buoyant Plumes and Local Coastline Sensitivities Using Flow Syntheses From 1992 to 2007. Monitoring and Modeling the Deepwater Horizon Oil Spill: A Record-Breaking Enterprise, American Geophysical Union, 245-255, doi:10.1029/2011GM001125
Abstract: We present results from an ensemble of simulations where a buoyant dye is injected at the site of the Deepwater Horizon blowout from April 20 to July 15 of each year between 1992 and 2007. Ocean currents are taken from observationally constrained Estimating the Circulation and Climate of the Ocean Phase 2 (ECCO2) project state estimates spanning 1992 to 2007. Starting from this basis, we explore the utility of adjoint equations in allowing proactive evaluation of regional impact likelihood. Forward integrations are performed to assess the ensemble spread of the plume, the role of increased resolution of ocean eddies, and to compare spreading metrics using an Eulerian tracer and Lagrangian particles. Spreading statistics compare well with previous studies, and the Lagrangian and Eulerian approaches predict similar spread- ing rates, allowing some confidence in adjoint sensitivity analysis of the vulnerability of different local coastline regions to be conducted. Example adjoint calculations indicate that coastline of the Mississippi Delta is most sensitive to spills on the continental shelf off adjacent to Mississippi and Alabama, while Cape Hatteras, for example, is most sensitive to spills on the continental shelf from Delaware to South Carolina. Combined with accurate estimates of historical currents and winds, we argue that the adjoint approach we describe can be a useful regional planning and preparedness tool. Using the adjoint approach, local communities can proactively identify spill locations to which they are especially vulnerable, allowing for better preparedness and more efficient response to any future incidents.
Other URLs: http://ocean.mit.edu/~tulloch/Publications/tulloch_etalagu11.pdf
Zhang, Xuebin; Cornuelle, Bruce; Roemmich, Dean (2011). Adjoint sensitivity of the Niño-3 surface temperature to wind forcing, Journal of Climate, 16 (24), 4480-4493, 10.1175/2011JCLI3917.1.
Title: Adjoint sensitivity of the Niño-3 surface temperature to wind forcing
Type: Journal Article
Publication: Journal of Climate
Author(s): Zhang, Xuebin; Cornuelle, Bruce; Roemmich, Dean
Year: 2011
Formatted Citation: Zhang, X., B. Cornuelle, and D. Roemmich, 2011: Adjoint sensitivity of the Niño-3 surface temperature to wind forcing. J. Clim., 24(16), 4480-4493, doi:10.1175/2011JCLI3917.1
Abstract: The evolution of sea surface temperature (SST) over the eastern equatorial Pacific plays a significant role in the intense tropical air-sea interaction there and is of central importance to the El Niño-Southern Oscillation (ENSO) phenomenon. Effects of atmospheric fields (especially wind stress) and ocean state on the eastern equatorial Pacific SST variations are investigated using the Massachusetts Institute of Technology general circulation model (MITgcm) and its adjoint model, which can calculate the sensitivities of a cost function (in this case the averaged 0-30-m temperature in the Niño-3 region during an ENSO event peak) to previous atmospheric forcing fields and ocean state going backward in time. The sensitivity of the Niño-3 surface temperature to monthly zonal wind stress in preceding months can be understood by invoking mixed layer heat balance, ocean dynamics, and especially linear equatorial wave dynamics. The maximum positive sensitivity of the Niño-3 surface temperature to local wind forcing usually happens ~1-2 months before the peak of the ENSO event and is hypothesized to be associated with the Ekman pumping mechanism. In model experiments, its magnitude is closely related to the subsurface vertical temperature gradient, exhibiting strong event-to-event differences with strong (weak) positive sensitivity during La Niña (strong El Niño) events. The adjoint sensitivity to remote wind forcing in the central and western equatorial Pacific is consistent with the standard hypothesis that the remote wind forcing affects the Niño-3 surface temperature indirectly by exciting equatorial Kelvin and Rossby waves and modulating thermocline depth in the Niño-3 region. The current adjoint sensitivity study is consistent with a previous regression-based sensitivity study derived from perturbation experiments. Finally, implication for ENSO monitoring and prediction is also discussed. Keywords: Surface temperature, Regression analysis, Forcing, Wind, ENSO
Gao, S; Qu, T D; Fukumori, I (2011). Effects of mixing on the subduction of South Pacific waters identified by a simulated passive tracer and its adjoint, Dynamics of Atmospheres and Oceans, 1-2 (51), 45-54, 10.1016/J.Dynatmoce.2010.10.002.
Title: Effects of mixing on the subduction of South Pacific waters identified by a simulated passive tracer and its adjoint
Type: Journal Article
Publication: Dynamics of Atmospheres and Oceans
Author(s): Gao, S; Qu, T D; Fukumori, I
Year: 2011
Formatted Citation: Gao, S., T. D. Qu, and I. Fukumori, 2011: Effects of mixing on the subduction of South Pacific waters identified by a simulated passive tracer and its adjoint. Dynamics of Atmospheres and Oceans, 51(1-2), 45-54, doi:10.1016/J.Dynatmoce.2010.10.002
Abstract: Effects of mixing on water mass subduction are analyzed in the South Pacific Ocean. Model simulations using a passive tracer and its adjoint are employed in conjunction with a particle tracking method to distinguish effects of mixing from those of advection. The results show that mixing processes can contribute to as much as 20% of the overall subduction rate in the South Pacific. Of this mixing contribution, about 30% can be attributed to meso-scale eddies, including their associated bolus transport, while the major part (70%) is due to other diabatic processes. The impact of mixing reaches its maximum near the Sub-Antarctic Front, accounting for nearly 30% of the total subduction rate. Consequently, estimates based on tracing particles or on advection alone may significantly underestimate the subduction rate in the South Pacific Ocean. (C) 2010 Elsevier B.V. All rights reserved.
Title: Optimal Excitation of Interannual Atlantic Meridional Overturning Circulation Variability
Type: Journal Article
Publication: Journal of Climate
Author(s): Zanna, Laure; Heimbach, Patrick; Moore, Andrew M; Tziperman, Eli
Year: 2011
Formatted Citation: Zanna, L., P. Heimbach, A. M. Moore, and E. Tziperman, 2011: Optimal Excitation of Interannual Atlantic Meridional Overturning Circulation Variability. J. Clim., 24(2), 413-427, doi:10.1175/2010JCLI3610.1
Abstract: The optimal excitation of Atlantic meridional overturning circulation (MOC) anomalies is investigated in an ocean general circulation model with an idealized configuration. The optimal three-dimensional spatial structure of temperature and salinity perturbations, defined as the leading singular vector and generating the maximum amplification of MOC anomalies, is evaluated by solving a generalized eigenvalue problem using tangent linear and adjoint models. Despite the stable linearized dynamics, a large amplification of MOC anomalies, mostly due to the interference of nonnormal modes, is initiated by the optimal perturbations. The largest amplification of MOC anomalies, found to be excited by high-latitude deep density perturbations in the northern part of the basin, is achieved after about 7.5 years. The anomalies grow as a result of a conversion of mean available potential energy into potential and kinetic energy of the perturbations, reminiscent of baroclinic instability. The time scale of growth of MOC anomalies can be understood by examining the time evolution of deep zonal density gradients, which are related to the MOC via the thermal wind relation. The velocity of propagation of the density anomalies, found to depend on the horizontal component of the mean flow velocity and the mean density gradient, determines the growth time scale of the MOC anomalies and therefore provides an upper bound on the MOC predictability time. The results suggest that the nonnormal linearized ocean dynamics can give rise to enhanced MOC variability if, for instance, overflows, eddies, and/or deep convection can excite high-latitude density anomalies in the ocean interior with a structure resembling that of the optimal perturbations found in this study. The findings also indicate that errors in ocean initial conditions or in model parameterizations or processes, particularly at depth, may significantly reduce the Atlantic MOC predictability time to less than a decade.
Zanna, Laure; Heimbach, Patrick; Moore, Andrew M; Tziperman, Eli (2010). The Role of Ocean Dynamics in the Optimal Growth of Tropical SST Anomalies, Journal of Physical Oceanography, 5 (40), 983-1003, 10.1175/2009JPO4196.1.
Title: The Role of Ocean Dynamics in the Optimal Growth of Tropical SST Anomalies
Type: Journal Article
Publication: Journal of Physical Oceanography
Author(s): Zanna, Laure; Heimbach, Patrick; Moore, Andrew M; Tziperman, Eli
Year: 2010
Formatted Citation: Zanna, L., P. Heimbach, A. M. Moore, and E. Tziperman, 2010: The Role of Ocean Dynamics in the Optimal Growth of Tropical SST Anomalies. Journal of Physical Oceanography, 40(5), 983-1003, doi:10.1175/2009JPO4196.1
Abstract: The role of ocean dynamics in optimally exciting interannual variability of tropical sea surface temperature (SST) anomalies is investigated using an idealized-geometry ocean general circulation model. Initial temperature and salinity perturbations leading to an optimal growth of tropical SST anomalies, typically arising from the nonnormal dynamics, are evaluated. The structure of the optimal perturbations is characterized by relatively strong deep salinity anomalies near the western boundary generating a transient amplification of equatorial SST anomalies in less than four years. The associated growth mechanism is linked to the excitation of coastal and equatorial Kelvin waves near the western boundary following a rapid geostrophic adjustment owing to the optimal initial temperature and salinity perturbations. The results suggest that the nonnormality of the ocean dynamics may efficiently create large tropical SST variability on interannual time scales in the Atlantic without the participation of air-sea processes or the meridional overturning circulation. An optimal deep initial salinity perturbation of 0.1 ppt located near the western boundary can result in a tropical SST anomaly of approximately 0.45°C after nearly four years, assuming the dynamics are linear. Possible mechanisms for exciting such deep perturbations are discussed. While this study is motivated by tropical Atlantic SST variability, its relevance to other basins is not excluded. The optimal initial conditions leading to the tropical SST anomalies' growth are obtained by solving a generalized eigenvalue problem. The evaluation of the optimals is achieved by using the Massachusetts Institute of Technology general circulation model (MITgcm) tangent linear and adjoint models as well the the Arnoldi Package (ARPACK) software for solving large-scale eigenvalue problems.
Keywords: Dynamics, Interannual varia, Sea surface temperature
Qu, T D; Gao, S; Fukumori, I; Fine, R A; Lindstrom, E J (2009). Origin and Pathway of Equatorial 13 degrees C Water in the Pacific Identified by a Simulated Passive Tracer and Its Adjoint, Journal of Physical Oceanography, 8 (39), 1836-1853, 10.1175/2009jpo4045.1.
Title: Origin and Pathway of Equatorial 13 degrees C Water in the Pacific Identified by a Simulated Passive Tracer and Its Adjoint
Type: Journal Article
Publication: Journal of Physical Oceanography
Author(s): Qu, T D; Gao, S; Fukumori, I; Fine, R A; Lindstrom, E J
Year: 2009
Formatted Citation: Qu, T. D., S. Gao, I. Fukumori, R. A. Fine, and E. J. Lindstrom, 2009: Origin and Pathway of Equatorial 13 degrees C Water in the Pacific Identified by a Simulated Passive Tracer and Its Adjoint. Journal of Physical Oceanography, 39(8), 1836-1853, doi:10.1175/2009jpo4045.1
Abstract: The origin and pathway of the thermostad water in the eastern equatorial Pacific Ocean, often referred to as the equatorial 13 degrees C Water, are investigated using a simulated passive tracer and its adjoint, based on circulation estimates of a global general circulation model. Results demonstrate that the source region of the 13 degrees C Water lies well outside the tropics. In the South Pacific, some 13 degrees C Water is formed northeast of New Zealand, confirming an earlier hypothesis on the water's origin. The South Pacific origin of the 13 degrees C Water is also related to the formation of the Eastern Subtropical Mode Water (ESTMW) and the Sub-Antarctic Mode Water (SAMW). The portion of the ESTMW and SAMW that eventually enters the density range of the 13 degrees C Water (25.8 < sigma(theta) < 26.6 kg m(-3)) does so largely by mixing. Water formed in the subtropics enters the equatorial region predominantly through the western boundary, while its interior transport is relatively small. The fresher North Pacific ESTMW and Central Mode Water (CMW) are also important sources of the 13 degrees C Water. The ratio of the southern versus the northern origins of the water mass is about 2 to 1 and tends to increase with time elapsed from its origin. Of the total volume of initially tracer-tagged water in the eastern equatorial Pacific, approximately 47.5% originates from depths above sigma(theta) = 25.8 kg m(-3) and 34.6% from depths below sigma(theta) = 26.6 kg m(-3), indicative of a dramatic impact of mixing on the route of subtropical water to becoming the 13 degrees C Water. Still only a small portion of the water formed in the subtropics reaches the equatorial region, because most of the water is trapped and recirculates in the subtropical gyre.
Fukumori, I; Menemenlis, Dimitris; Lee, T (2007). A near-uniform basin-wide sea level fluctuation of the Mediterranean Sea, Journal of Physical Oceanography, 2 (37), 338-358, 10.1175/Jpo3016.1.
Title: A near-uniform basin-wide sea level fluctuation of the Mediterranean Sea
Type: Journal Article
Publication: Journal of Physical Oceanography
Author(s): Fukumori, I; Menemenlis, Dimitris; Lee, T
Year: 2007
Formatted Citation: Fukumori, I., D. Menemenlis, and T. Lee, 2007: A near-uniform basin-wide sea level fluctuation of the Mediterranean Sea. Journal of Physical Oceanography, 37(2), 338-358, doi:10.1175/Jpo3016.1
Abstract: A new basin-wide oscillation of the Mediterranean Sea is identified and analyzed using sea level observations from the Ocean Topography Experiment ( TOPEX)/Poseidon satellite altimeter and a numerical ocean circulation model. More than 50% of the large-scale, nontidal, and non-pressure-driven variance of sea level can be attributed to this oscillation, which is nearly uniform in phase and amplitude across the entire basin. The oscillation has periods ranging from 10 days to several years and has a magnitude as large as 10 cm. The model suggests that the fluctuations are driven by winds at the Strait of Gibraltar and its neighboring region, including the Alboran Sea and a part of the Atlantic Ocean immediately to the west of the strait. Winds in this region force a net mass flux through the Strait of Gibraltar to which the Mediterranean Sea adjusts almost uniformly across its entire basin with depth-independent pressure perturbations. The wind-driven response can be explained in part by wind setup; a near-stationary balance is established between the along-strait wind in this forcing region and the sea level difference between the Mediterranean Sea and the Atlantic Ocean. The amplitude of this basin-wide wind-driven sea level fluctuation is inversely proportional to the setup region's depth but is insensitive to its width including that of Gibraltar Strait. The wind-driven fluctuation is coherent with atmospheric pressure over the basin and contributes to the apparent deviation of the Mediterranean Sea from an inverse barometer response.
Losch, Martin; Heimbach, Patrick (2007). Adjoint sensitivity of an ocean general circulation model to bottom topography, Journal of Physical Oceanography, 2 (37), 377-393, Doi 10.1175/Jpo3017.1.
Title: Adjoint sensitivity of an ocean general circulation model to bottom topography
Type: Journal Article
Publication: Journal of Physical Oceanography
Author(s): Losch, Martin; Heimbach, Patrick
Year: 2007
Formatted Citation: Losch, M., and P. Heimbach, 2007: Adjoint sensitivity of an ocean general circulation model to bottom topography. Journal of Physical Oceanography, 37(2), 377-393, doi:Doi 10.1175/Jpo3017.1
Abstract: Bottom topography, or more generally the geometry of the ocean basins, is an important ingredient in numerical ocean modeling. With the help of an adjoint model, it is shown that scalar diagnostics or objective functions in a coarse-resolution model, such as the transport through Drake Passage, the strength of the Atlantic Ocean meridional overturning circulation, the Deacon cell, and the meridional heat transport across 32 S, are sensitive to bottom topography as much as they are to surface boundary conditions. For example, adjoint topography sensitivities of the transport through Drake Passage are large in choke-point areas such as the Crozet - Kerguelen Plateau and south of New Zealand; the Atlantic meridional overturning circulation is sensitive to topography in the western boundary region of the North Atlantic Ocean and along the Scotland - Iceland Ridge. Many sensitivities are connected to steep topography and can be interpreted in terms of bottom form stress, that is, the product of bottom pressure and topography gradient. The adjoint sensitivities are found to agree with direct perturbation methods with deviations smaller than 30% for significant perturbations on time scales of 100 yr, so that the assumption of quasi linearity that is implicit in the adjoint method holds. The horizontal resolution of the numerical model affects the sensitivities to bottom topography, but large-scale patterns and the overall impact of changes in topography appear to be robust. The relative impact of changes in topography and surface boundary conditions on the model circulation is estimated by multiplying the adjoint sensitivities with assumed uncertainties. If the uncertainties are correlated in space, changing the surface boundary conditions has a larger impact on the scalar diagnostics than topography does, but the effects can locally be on the same order of magnitude if uncorrelated uncertainties are assumed. In either case, bottom topography variations within their prior uncertainties affect the solution of an ocean circulation model. To this extent, including topography in the control vector can be expected to compensate for identifiable model errors and, thus, to improve the solutions of estimation problems.
Bugnion, Véronique; Hill, Chris; Stone, Peter H (2006). An Adjoint Analysis of the Meridional Overturning Circulation in an Ocean Model, Journal of Climate, 15 (19), 3732-3750, 10.1175/JCLI3787.1.
Title: An Adjoint Analysis of the Meridional Overturning Circulation in an Ocean Model
Type: Journal Article
Publication: Journal of Climate
Author(s): Bugnion, Véronique; Hill, Chris; Stone, Peter H
Year: 2006
Formatted Citation: Bugnion, V., C. Hill, and P. H. Stone, 2006: An Adjoint Analysis of the Meridional Overturning Circulation in an Ocean Model. J. Clim., 19(15), 3732-3750, doi:10.1175/JCLI3787.1
Abstract: Using the adjoint of a fully three-dimensional primitive equation ocean model in an idealized geometry, spatial variations in the sensitivity to surface boundary forcing of the meridional overturning circulation's strength are studied. Steady-state sensitivities to diapycnal mixing, wind stress, freshwater, and heat forcing are examined. Three different, commonly used, boundary-forcing scenarios are studied, both with and without wind forcing. Almost identical circulation is achieved in each scenario, but the sensitivity patterns show major (quantitative and qualitative) differences. Sensitivities to surface forcing and diapycnal mixing are substantially larger under mixed boundary conditions, in which fluxes of freshwater and heat are supplemented by a temperature relaxation term or under flux boundary conditions, in which climatological fluxes alone drive the circulation, than under restoring boundary conditions. The sensitivity pattern to diapycnal mixing, which peaks in the Tropics is similar both with and without wind forcing. Wind does, however, increase the sensitivity to diapycnal mixing in the regions of Ekman upwelling and decreases it in the regions of Ekman downwelling. Wind stress in the Southern Oceans plays a crucial role in restoring boundary conditions, but the effect is largely absent under mixed or flux boundary conditions. The results highlight how critical a careful formulation of the surface forcing terms is to ensuring a proper response to changes in forcing in ocean models.
Heimbach, Patrick; Hill, Chris; Giering, Ralf (2005). An efficient exact adjoint of the parallel MIT General Circulation Model, generated via automatic differentiation, Future Gener. Comput. Syst., 8 (21), 1356-1371, 10.1016/j.future.2004.11.010.
Title: An efficient exact adjoint of the parallel MIT General Circulation Model, generated via automatic differentiation
Type: Journal Article
Publication: Future Gener. Comput. Syst.
Author(s): Heimbach, Patrick; Hill, Chris; Giering, Ralf
Year: 2005
Formatted Citation: Heimbach, P., C. Hill, and R. Giering, 2005: An efficient exact adjoint of the parallel MIT General Circulation Model, generated via automatic differentiation. Future Gener. Comput. Syst., 21(8), 1356-1371, doi:10.1016/j.future.2004.11.010
Abstract:
Keywords:
ECCO Products Used: adjoint
URL:
Other URLs:
Hill, C; Bugnion, V; Follows, Michael J.; Marshall, J (2004). Evaluating carbon sequestration efficiency in an ocean circulation model by adjoint sensitivity analysis, Journal of Geophysical Research-Oceans, C11 (109), 10.1029/2002jc001598.
Title: Evaluating carbon sequestration efficiency in an ocean circulation model by adjoint sensitivity analysis
Type: Journal Article
Publication: Journal of Geophysical Research-Oceans
Author(s): Hill, C; Bugnion, V; Follows, Michael J.; Marshall, J
Year: 2004
Formatted Citation: Hill, C., V. Bugnion, M. J. Follows, and J. Marshall, 2004: Evaluating carbon sequestration efficiency in an ocean circulation model by adjoint sensitivity analysis. J. Geophys. Res. Ocean., 109(C11), doi:10.1029/2002jc001598
Abstract: [1] We demonstrate the application of the adjoint method to develop three-dimensional maps of carbon sequestration efficiency and mean residence time in an ocean general circulation model. In contrast to perturbation sensitivity experiments, the adjoint approach provides a computationally efficient way to characterize both temporal and spatial variations of sequestration efficiency and residence time for a complete global model domain. Sequestration efficiency ( the percentage of carbon injected at a continuous point source that remains in the ocean after an elapsed time), for injections at the base of the main thermocline ( similar to 900 m), is initially lowest in the North Atlantic basin ( except for regions of deep convection in the Labrador Sea) relative to the North Pacific. For injection periods of the order of a century or more, however, the model suggests that Pacific injection sites are generally less efficient for a constant rate injection source. The mean residence time ( defined as the average period that impulsively injected carbon from a particular point source remains within the ocean) is also evaluated and mapped. This measure also suggests that Atlantic sequestration is more efficient in the long term. Our calculations draw out the dual role of convective mixing, both exposing shallow sequestration sources to the atmosphere and also, in the subpolar Atlantic and Labrador Sea, feeding carbon from shallow injection sources into the deep circulation away from the atmosphere.
Li, X W; Wunsch, C (2004). An adjoint sensitivity study of chlorofluorocarbons in the North Atlantic, Journal of Geophysical Research-Oceans, C1 (109), 10.1029/2003jc002014.
Title: An adjoint sensitivity study of chlorofluorocarbons in the North Atlantic
Type: Journal Article
Publication: Journal of Geophysical Research-Oceans
Author(s): Li, X W; Wunsch, C
Year: 2004
Formatted Citation: Li, X. W., and C. Wunsch, 2004: An adjoint sensitivity study of chlorofluorocarbons in the North Atlantic. J. Geophys. Res. Ocean., 109(C1), doi:10.1029/2003jc002014
Abstract: [1] Adjoint sensitivities of CFC-11 concentrations and CFC-11/CFC-12 ratio ages in a North Atlantic general circulation model are analyzed. These sensitivities are compared with those of spiciness, T - (beta/alpha) S, where alpha, beta are the thermal and haline expansion coefficients, respectively. High-sensitivity fields are candidates for providing the most powerful constraints in the corresponding inverse problems. In the dual (adjoint) solutions all three variables exhibit the major ventilation pathways and define the associated timescales in the model. Overall, however, spiciness shows the highest sensitivity to the flow field. In the North Atlantic Deep Water, sensitivities of CFC properties and spiciness to the isopycnal mixing and thickness diffusion are of the same order of magnitude. In the lower subtropical thermocline, sensitivities of CFC properties to the isopycnal mixing and thickness diffusion are higher. The utility of this sensitivity is undermined by the need to reconstruct their boundary conditions. Given the influence of T, S measurements on the density field, they produce the most powerful constraints on the model on the large scale. It still remains possible, however, that transient tracers can provide a larger relative information content concerning the mixing process between the near-surface boundary layer and the thermocline but dependent upon the ability to reconstruct accurate initial and boundary conditions.
Keywords: adjoint sensitivity, atlantic, chlorofluoromethanes, construction, deep equatorial, general-circulation model, global ocean circulation, heat, pacific-ocean, state estimation, thermocline, transient tracers, ventilation, water
ECCO Products Used: adjoint
URL:
Other URLs:
Marotzke, J; Giering, R; Zhang, K Q; Stammer, D; Hill, C; Lee, T (1999). Construction of the adjoint MIT ocean general circulation model and application to Atlantic heat transport sensitivity, Journal of Geophysical Research-Oceans, C12 (104), 29529-29547, 10.1029/1999jc900236.
Title: Construction of the adjoint MIT ocean general circulation model and application to Atlantic heat transport sensitivity
Type: Journal Article
Publication: Journal of Geophysical Research-Oceans
Author(s): Marotzke, J; Giering, R; Zhang, K Q; Stammer, D; Hill, C; Lee, T
Year: 1999
Formatted Citation: Marotzke, J., R. Giering, K. Q. Zhang, D. Stammer, C. Hill, and T. Lee, 1999: Construction of the adjoint MIT ocean general circulation model and application to Atlantic heat transport sensitivity. J. Geophys. Res. Ocean., 104(C12), 29529-29547, doi:10.1029/1999jc900236
Abstract: We first describe the principles and practical considerations behind the computer generation of the adjoint to the Massachusetts Institute of Technology ocean general circulation model (GCM) using R. Giering's software tool Tangent-Linear and Adjoint Model Compiler (TAMC). The TAMC's recipe for (FORTRAN-) line-by-line generation of adjoint code is explained by interpreting an adjoint model strictly as the operator that gives the sensitivity of the output of a model to its input. Then, the sensitivity of 1993 annual mean heat transport across 29 degrees N in the Atlantic, to the hydrography on January 1, 1993, is calculated from a global solution of the GCM. The "kinematic sensitivity" to initial temperature variations is isolated, showing how the latter would influence heat transport if they did not affect the density and hence the flow. Over 1 year the heat transport at 29 degrees N is influenced kinematically from regions up to 20 degrees upstream in the western boundary current and up to 5 degrees upstream in the interior. In contrast, the dynamical influences of initial temperature (and salinity) perturbations spread from as far as the rim of the Labrador Sea to the 29 degrees N section along the western boundary. The sensitivities calculated with the adjoint compare excellently to those from a perturbation calculation with the dynamical model. Perturbations in initial interior salinity influence meridional overturning and heat transport when they have propagated to the western boundary and can thus influence the integrated east-west density difference. Our results support the notion that boundary monitoring of meridional mass and heat transports is feasible.
Keywords: data assimilation, dynamics, indian-ocean, mean circulation, north-atlantic, steady-state