Abstract
The deep ocean below 2000 m is a large water body with the sparsest data coverage, challenging the closure of the sea-level budget and the estimation of the Earth’s energy imbalance. Whether the deep ocean below 2000 m is warming globally has been debated in the recent decade. However, as the regional signals are generally larger than the global average, it is intriguing to investigate the regional temperature changes. Here, we adopt an indirect method that combines altimetry, GRACE, and Argo data to examine the global and regional deep ocean temperature changes below 2000 m. The consistency between high-quality conductivity-temperature-depth (CTD) data from repeated hydrographic sections and our results confirms the validity of the indirect method. We find that the deep oceans are warming in the Middle East Indian Ocean, the subtropical North and Southwest Pacific, and the Northeast Atlantic, but cooling in the Northwest Atlantic and Southern oceans from 2005 to 2015.
摘要
近几十年来, 海洋加速变暖对地球气候系统和人类生活已经产生了重大影响. 由于深海直接观测资料的不足, 人类对于海洋冷暖的认识一般局限于海洋上层 2000 m. 海洋吸收的多余热量是否传递到了深海, 一直是全球变化领域最具挑战性的科学问题之一. 本文结合卫星测高、 卫星重力和海洋温盐数据间接的研究了全球和区域深海冷暖变化, 发现了 2005–15 年印度洋中东部、 亚热带西南太平洋和东北大西洋深海变暖, 而西北大西洋和南大洋深海变冷, 并利用全球海洋船载水文调查计划 (GO-SHIP) 的深海温盐观测数据验证了研究结果的可靠性. 由于这两种方法的时空分辨率存在较大差异, 间接估算的区域比容趋势值均大于 GO-SHIP 的 CTD 的观测结果. 因此, 间接法可用于定性地探测深海冷暖变化, 但仍难以准确量化深海的温度和热含量变化.
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References
A, G., J. Wahr, and S. J. Zhong, 2013: Computations of the viscoelastic response of a 3-D compressible Earth to surface loading: An application to Glacial Isostatic Adjustment in Antarctica and Canada. Geophysical Journal International, 192, 557–572, https://doi.org/10.1093/gji/ggs030.
Asbjørnsen, H., M. Årthun, Ø. Skagseth, and T. Eldevik, 2019: Mechanisms of ocean heat anomalies in the Norwegian Sea. J. Geophys. Res., 124, 2908–2923, https://doi.org/10.1029/2018JC014649.
Blazquez, A., B. Meyssignac, J. M. Lemoine, E. Berthier, A. Ribes, and A. Cazenave, 2018: Exploring the uncertainty in GRACE estimates of the mass redistributions at the Earth surface: Implications for the global water and sea level budgets. Geophysical Journal International, 215, 415–430, https://doi.org/10.1093/gji/ggy293.
Cabanes, C., and Coauthors, 2013: The CORA dataset: Validation and diagnostics of in-situ ocean temperature and salinity measurements. Ocean Science, 9, 1–18, https://doi.org/10.5194/os-9-1-2013.
Chang, L., H. Tang, Q. Y. Wang, and W. K. Sun, 2019: Global thermosteric sea level change contributed by the deep ocean below 2000 m estimated by Argo and CTD data. Earth and Planetary Science Letters, 524, 115727, https://doi.org/10.1016/j.epsl.2019.115727.
Chen, J. L., B. Tapley, H. Save, M. E. Tamisiea, S. Bettadpur, and J. Ries, 2018: Quantification of ocean mass change using gravity recovery and climate experiment, satellite altimeter, and Argo floats observations. J. Geophys. Res., 123, 1 0212–1 0225, https://doi.org/10.1029/2018JB016095.
Chen, X. Y., and K.-K. Tung, 2018: Global surface warming enhanced by weak Atlantic overturning circulation. Nature, 559, 387–391, https://doi.org/10.1038/s41586-018-0320-y.
Cheng, L. J., K. E. Trenberth, J. Fasullo, T. Boyer, J. Abraham, and J. Zhu, 2017: Improved estimates of ocean heat content from 1960 to 2015. Science Advances, 3, e1601545, https://doi.org/10.1126/sciadv.1601545.
Cheng, L. J., J. Abraham, Z. Hausfather, and K. E. Trenberth, 2019: How fast are the oceans warming? Science, 363, 128–129, https://doi.org/10.1126/science.aav7619.
Cheng, L. J., and Coauthors, 2020: Record-setting ocean warmth continued in 2019. Adv. Atmos. Sci., 37, 137–142, https://doi.org/10.1007/s00376-020-9283-7.
Cheng, M. K., and J. Ries, 2017: The unexpected signal in GRACE estimates of C20. Journal of Geodesy, 91, 897–914, https://doi.org/10.1007/s00190-016-0995-5.
Cheng, M. K., B. D. Tapley, and J. C. Ries, 2013: Deceleration in the Earth’s oblateness. J. Geophys. Res., 118, 740–747, https://doi.org/10.1002/jgrb.50058.
Desbruyères, D. G., E. L. McDonagh, B. A. King, F. K. Garry, A. T. Blaker, B. I. Moat, and H. Mercier, 2014: Full-depth temperature trends in the northeastern Atlantic through the early 21st century. Geophys. Res. Lett., 41, 7971–7979, https://doi.org/10.1002/2014GL061844.
Desbruyères, D. G., S. G. Purkey, E. L. McDonagh, G. C. Johnson, and B. A. King, 2016: Deep and abyssal ocean warming from 35 years of repeat hydrography. Geophys. Res. Lett., 43, 1 0356–1 0365, https://doi.org/10.1002/2016GL070413.
Desbruyères, D., E. L. McDonagh, B. A. King, and V. Thierry, 2017: Global and full-depth ocean temperature trends during the early twenty-first century from Argo and repeat hydrography. J. Climate, 30, 1985–1997, https://doi.org/10.1175/JCLI-D-16-0396.1.
Dieng, H. B., H. Palanisamy, A. Cazenave, B. Meyssignac, and K. Von Schuckmann, 2015: The sea level budget since 2003: Inference on the deep ocean heat content. Surveys in Geophysics, 36, 209–229, https://doi.org/10.1007/s10712-015-9314-6.
Durack, P. J., P. J. Gleckler, S. G. Purkey, G. C. Johnson, J. M. Lyman, and T. P. Boyer, 2018: Ocean warming: From the surface to the deep in observations and models. Oceanography, 31, 41–51, https://doi.org/10.5670/oceanog.2018.227.
Frederikse, T., and Coauthors, 2020: The causes of sea-level rise since 1900. Nature, 584, 393–397, https://doi.org/10.1038/s41586-020-2591-3.
Gaillard, F., T. Reynaud, V. Thierry, N. Kolodziejczyk, and K. von Schuckmann, 2016: In Situ-based reanalysis of the global ocean temperature and salinity with ISAS: Variability of the heat content and steric height. J. Climate, 29, 1305–1323, https://doi.org/10.1175/JCLI-D-15-0028.1.
García, D., B. F. Chao, J. del Río, I. Vigo, and J. García-Lafuente, 2006: On the steric and mass-induced contributions to the annual sea level variations in the Mediterranean Sea. J. Geophys. Res., 111, C09030, https://doi.org/10.1029/2005JC002956.
Garry, F. K., E. L. McDonagh, A. T. Blaker, C. D. Roberts, D. G. Desbruyères, E. Frajka-Williams, and B. A. King, 2019: Model-derived uncertainties in deep ocean temperature trends between 1990 and 2010. J. Geophys. Res., 124, 1155–1169, https://doi.org/10.1029/2018JC014225.
Good, S. A., M. J. Martin, and N. A. Rayner, 2013: EN4: Quality controlled ocean temperature and salinity profiles and monthly objective analyses with uncertainty estimates. J. Geophys. Res., 118, 6704–6716, https://doi.org/10.1002/2013JC009067.
Gouretski, V., and F. Reseghetti, 2010: On depth and temperature biases in bathythermograph data: Development of a new correction scheme based on analysis of a global ocean database. Deep Sea Research Part I: Oceanographic Research Papers, 57, 812–833, https://doi.org/10.1016/j.dsr.2010.03.011.
Han, S.-C., C. K. Shum, M. Bevis, C. Ji, and C. Y. Kuo, 2006: Crustal dilatation observed by GRACE After the 2004 sumatra-andaman earthquake. Science, 313, 658–662, https://doi.org/10.1126/science.1128661.
Han, S.-C., J. Sauber, and S. Luthcke, 2010: Regional gravity decrease after the 2010 Maule (Chile) earthquake indicates large-scale mass redistribution. Geophys. Res. Lett., 37, L23307, https://doi.org/10.1029/2010GL045449.
Han, S.-C., J. Sauber, and R. Riva, 2011: Contribution of satellite gravimetry to understanding seismic source processes of the 2011 Tohoku-Oki earthquake. Geophys. Res. Lett., 38, L24312, https://doi.org/10.1029/2011GL049975.
Hosoda, S., T. Ohira, K. Sato, and T. Suga, 2010: Improved description of global mixed-layer depth using Argo profiling floats. Journal of Oceanography, 66, 773–787, https://doi.org/10.1007/s10872-010-0063-3.
Hu, S. J., J. Sprintall, C. Guan, M. J. McPhaden, F. Wang, D. X. Hu, and W. J. Cai, 2020: Deep-reaching acceleration of global mean ocean circulation over the past two decades. Science Advances, 6, eaax7727, https://doi.org/10.1126/SCIADV.AAX7727.
IPCC, 2013: Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, Stocker et al., Eds., United Kingdom and New York, NY, USA, 1585pp. https://doi.org/10.1017/CBO9781107415324.
Jayne, S. R., D. Roemmich, N. Zilberman, S. C. Riser, K. S. Johnson, G. C. Johnson, and S. R. Piotrowicz, 2017: The argo program: Present and future. Oceanography, 30, 18–28, https://doi.org/10.5670/oceanog.2017.213.
Jayne, S. R., J. M. Wahr, and F. O. Bryan, 2003: Observing ocean heat content using satellite gravity and altimetry. J. Geophys. Res., 108, 3031, https://doi.org/10.1299/0022JC001619.
Jeon, T., K.-W. Seo, K. Youm, J. L. Chen, and C. R. Wilson, 2018: Global sea level change signatures observed by GRACE satellite gravimetry. Scientific Reports, 8, 13519, https://doi.org/10.1038/s41598-018-31972-8.
Johnson, G. C., and S. C. Doney, 2006: Recent western South Atlantic bottom water warming. Geophys. Res. Lett., 33, L14614, https://doi.org/10.1029/2006GL026769.
Johnson, G. C., and D. P. Chambers, 2013: Ocean bottom pressure seasonal cycles and decadal trends from GRACE Release-05: Ocean circulation implications. J. Geophys. Res., 118, 4228–4240, https://doi.org/10.1002/jgrc.20307.
Johnson, G. C., S. G. Purkey, and J. L. Bullister, 2008: Warming and freshening in the abyssal Southeastern Indian Ocean. J. Climate, 21, 5351–5363, https://doi.org/10.1175/2008JCLI2384.1.
Johnson, G. C., J. M. Lyman, and S. G. Purkey, 2015: Informing deep argo array design using argo and full-depth hydrographic section data. J. Atmos. Oceanic Technol., 32, 2187–2198, https://doi.org/10.1175/JTECH-D-15-0139.1.
Johnson, G. C., S. G. Purkey, N. V. Zilberman, and D. Roemmich, 2019: Deep Argo quantifies bottom water warming rates in the Southwest Pacific Basin. Geophys. Res. Lett., 46, 2662–2669, https://doi.org/10.1029/2018GL081685.
Kleinherenbrink, M., R. Riva, and Y. Sun, 2016: Sub-basin-scale sea level budgets from satellite altimetry, Argo floats and satellite gravimetry: A case study in the North Atlantic Ocean. Ocean Science, 12, 1179–1203, https://doi.org/10.5194/os-12-1179-2016.
Kvas, A., S. Behzadpour, M. Ellmer, B. Klinger, S. Strasser, N. Zehentner, and T. Mayer-Gürr, 2019: ITSG-Grace2018: Overview and evaluation of a new GRACE-Only gravity field time series. J. Geophys. Res., 124, 9332–9344, https://doi.org/10.1029/2019JB017415.
Landerer, F. W., and Coauthors, 2020: Extending the global mass change data record: GRACE follow-on instrument and science data performance. Geophys. Res. Lett., 47, e2020GL088306, https://doi.org/10.1029/2020GL088306.
Levitus, S., J. I. Antonov, T. P. Boyer, R. A. Locarnini, H. E. Garcia, and A. V. Mishonov, 2009: Global ocean heat content 1955–2008 in light of recently revealed instrumentation problems. Geophys. Res. Lett., 36, L07608, https://doi.org/10.1029/2008GL037155.
Levitus, S., and Coauthors, 2012: World ocean heat content and thermosteric sea level change (0–2000 m), 1955–2010. Geophys. Res. Lett., 39, L10603, https://doi.org/10.1029/2012GL051106.
Li, H., F. H. Xu, W. Zhou, D. X. Wang, J. S. Wright, Z. H. Liu, and Y. L. Lin, 2017: Development of a global gridded Argo data set with Barnes successive corrections. J. Geophys. Res., 122, 866–889, https://doi.org/10.1002/2016JC012285.
Llovel, W., J. K. Willis, F. W. Landerer, and I. Fukumori, 2014: Deep-ocean contribution to sea level and energy budget not detectable over the past decade. Nature Climate Change, 4, 1031–1035, https://doi.org/10.1038/nclimate2387.
Meyssignac, B., and Coauthors, 2019: Measuring global ocean heat content to estimate the earth energy imbalance. Frontiers in Marine Science, 6, 432, https://doi.org/10.3389/FMARS.2019.00432.
Mu, D. P., T. H. Xu, and G. C. Xu, 2020: An investigation of mass changes in the Bohai Sea observed by GRACE. Journal of Geodesy, 94, 79, https://doi.org/10.1007/s00190-020-01408-1.
Palmer, M. D., and Coauthors, 2017: Ocean heat content variability and change in an ensemble of ocean reanalyses. Clim. Dyn., 49, 909–930, https://doi.org/10.10071/s03822-015-2801-0.
Peltier, W. R., D. F. Argus, and R. Drummond, 2018: Comment on “An Assessment of the ICE — 6G_C (VM5a) glacial isostatic adjustment model” by Purcell et al. J. Geophys. Res., 123, 2019–2028, https://doi.org/10.1002/2016JB013844.
Purkey, S. G., and G. C. Johnson, 2010: Warming of global abyssal and deep southern ocean waters between the 1990s and 2000s: Contributions to global heat and sea level rise budgets. J. Climate, 23, 6336–6351, https://doi.org/10.1175/2010JCLI3682.1.
Purkey, S. G., and G. C. Johnson, 2013: Antarctic bottom water warming and freshening: Contributions to sea level rise, ocean freshwater budgets, and global heat gain. J. Climate, 26, 6105–6122, https://doi.org/10.1175/JCLI-D-12-00834.1.
Purkey, S. G., and Coauthors, 2019: Unabated bottom water warming and freshening in the south Pacific Ocean. J. Geophys. Res., 124, 1778–1794, https://doi.org/10.1022/2018JCO14775.
Purkey, S. G., G. C. Johnson, and D. P. Chambers, 2014: Relative contributions of ocean mass and deep steric changes to sea level rise between 1993 and 2013. J. Geophys. Res., 119, 7509–7522, https://doi.org/10.1002/2014JC010180.
Roemmich, D., and J. Gilson, 2009: The 2004–2008 mean and annual cycle of temperature, salinity, and steric height in the global ocean from the Argo Program. Progress in Oceanography, 82, 81–100, https://doi.org/10.1016/j.pocean.2009.03.004.
Roy, K., and W. R. Peltier, 2015: Glacial isostatic adjustment, relative sea level history and mantle viscosity: Reconciling relative sea level model predictions for the U.S. East coast with geological constraints. Geophysical Journal International, 201, 1156–1181, https://doi.org/10.1093/gji/ggv066.
Roy, K., and W. R. Peltier, 2017: Space-geodetic and water level gauge constraints on continental uplift and tilting over North America: Regional convergence of the ICE-6G_C (VM5a/VM6) models. Geophysical Journal International, 210, 1115–1142, https://doi.org/10.1093/gji/ggx156.
Royston, S., B. D. Vishwakarma, R. Westaway, J. Rougier, Z. Sha, and J. Bamber, 2020: Can we resolve the basin-scale sea level trend budget from GRACE ocean mass? J. Geophys. Res., 125, e2019JC015535, https://doi.org/10.1029/2019JC015535.
Save, H., S. Bettadpur, and B. D. Tapley, 2016: High resolution CSR GRACE RL05 mascons. J. Geophys. Res., 121, 7547–7569, https://doi.org/10.1002/2016JB013007.
Song, Y. T., and F. Colberg, 2011: Deep ocean warming assessed from altimeters, Gravity Recovery and Climate Experiment, in situ measurements, and a non-Boussinesq ocean general circulation model. J. Geophys. Res., 116, C02020, https://doi.org/10.1029/2010JC006601.
Stammer, D., A. Cazenave, R. M. Ponte, and M. E. Tamisiea, 2013: Causes for contemporary regional sea level changes. Annual Review of Marine Science, 5, 21–46, https://doi.org/10.1146/ANNUREV-MARINE-121211-172406.
Sun, Y., R. Riva, and P. Ditmar, 2016: Optimizing estimates of annual variations and trends in geocenter motion and J2 from a combination of GRACE data and geophysical models. J. Geophys. Res., 121, 8352–8370, https://doi.org/10.1002/2016JB013073.
Swenson, S., and J. Wahr, 2006: Post-processing removal of correlated errors in GRACE data. Geophys. Res. Lett., 33, L08402, https://doi.org/10.1029/2005GL025285.
Swenson, S., D. Chambers, and J. Wahr, 2008: Estimating geocenter variations from a combination of GRACE and ocean model output. J. Geophys. Res., 113, B08410, https://doi.org/10.1029/2007JB005338.
Talley, L. D., and Coauthors, 2015: Changes in ocean heat, carbon content, and ventilation: A review of the first decade of GO-SHIP global repeat hydrography. Annual Review of Marine Science, 8, 185–215, https://doi.org/10.1146/annurevmarine-052915-100829.
Uebbing, B., J. Kusche, R. Rietbroek, and F. W. Landerer, 2019: Processing choices affect ocean mass estimates from GRACE. J. Geophys. Res., 124, 1029–1044, https://doi.org/10.1029/2018JC014341.
Vishwakarma, B. D., S. Royston, R. E. M. Riva, R. M. West-away, and J. L. Bamber, 2020: Sea level budgets should account for ocean bottom deformation. Geophys. Res. Lett., 43, e2019GL086492, https://doi.org/10.1029/2019GL086492.
Volkov, D. L., S.-K. Lee, F. W. Landerer, and R. Lumpkin, 2017: Decade-long deep-ocean warming detected in the subtropical South Pacific. Geophys. Res. Lett., 44, 927–936, https://doi.org/10.1002/2016GL071661.
WCRP Global Sea Level Budget Group., 2018: Global sea-level budget 1993-present. Earth System Science Data, 10, 1551–1590, https://doi.org/10.5194/ESSD-10-1551-2018.
Wiese, D. N., F. W. Landerer, and M. M. Watkins, 2016: Quantifying and reducing leakage errors in the JPL RL05M GRACE Mascon Solution. Water Resour. Res., 52, 7490–7502, https://doi.org/10.1002/2016WR019344.
Wu, W. B., Z. W. Zhan, S. R. Peng, S. D. Ni, and J. Callies, 2020: Seismic ocean thermometry. Science, 369, 1510–1515, https://doi.org/10.1126/science.abb9519.
Acknowledgments
This work is supported by the National Natural Science Foundation of China (Grant No. 41904081). We thank the institutions (listed in Table 1) for sharing their data products used in this study. These data sets are available at the websites or references listed in Table 1. The authors declare no financial conflicts of interest. The authors comply with AGU’s data policy. The data archiving is underway. The repository we plan to use is Global Change Research Data Publishing and Repository (GCdataPR, http://www.geodoi.ac.cn/WebEn/Default.aspx).
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Article Highlights
• An indirect method is used to estimate global and regional deep ocean temperature changes below 2000 m.
• Repeated hydrographic sections confirm the effectiveness of the indirect method to detect potential deep-ocean changes.
• The deep ocean changes are inhomogeneous and contain robust warming and cooling signals at different locations.
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Yang, Y., Zhong, M., Feng, W. et al. Detecting Regional Deep Ocean Warming below 2000 meter Based on Altimetry, GRACE, Argo, and CTD Data. Adv. Atmos. Sci. 38, 1778–1790 (2021). https://doi.org/10.1007/s00376-021-1049-3
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DOI: https://doi.org/10.1007/s00376-021-1049-3