Argo floats;
observing capability;
sampling error;
ocean heat and salt contents;
Mediterranean Sea;
DEEP CONVECTION;
WATER MASSES;
SEA;
VARIABILITY;
CIRCULATION;
ECOSYSTEM;
HEAT;
D O I:
10.3389/fmars.2024.1416486
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
The Argo array of profiling floats has considerably increased the observing capability of the three-dimensional global ocean and the knowledge of the ocean response to climate change. In particular, the Argo sampling has allowed observing relevant ocean indicators over the whole Mediterranean Sea especially during the last decade. In this study, the Mediterranean Argo network is comprehensively described from its spatio-temporal coverage to its capability to observe ocean monitoring indicators at sub-regional scale. For this purpose, the Argo array, as a non-interpolated product of profiles, is used to estimate the ocean heat and salt contents integrated within the upper, intermediate and deep layers over the period 2013-2022 in the different sub-regions of the basin. The same computational method is also applied to a model reanalysis product to estimate the impact of sampling of the sole Argo array. The sampling error is defined at sub-regional scale by comparing estimations from the whole model grid (full-sampled model) and from the Argo-like sampled model grid (sub-sampled model). Warming and salinification trends are well captured by the Argo array over the period of study, warming trends being the highest in the sub-regions of the western Mediterranean Sea from surface to depth and salinification trends being higher in the eastern sub-basin for the upper layer and in the western sub-basin for the deeper layers. This study also demonstrates the capability of the Argo array to capture local ocean structures and dynamics (e.g. anticyclonic and cyclonic gyres, intermediate and deep convection events and Atlantic Water inflows) and to account for their impact in the sub-regional variability of ocean heat and salt contents in the upper, intermediate and deep layers from seasonal to interannual scales. Considering these structures is fundamental for the understanding of the thermohaline circulation and changes observed in the Mediterranean Sea, and thus for future climate studies.
机构:
Oak Ridge Natl Lab, Computat Sci & Engn Div, One Bethel Valley Rd,POB 2008 MS-6017, Oak Ridge, TN 37831 USAOak Ridge Natl Lab, Computat Sci & Engn Div, One Bethel Valley Rd,POB 2008 MS-6017, Oak Ridge, TN 37831 USA
Allen, Melissa R.
Fernandez, Steven J.
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机构:
Univ Tennessee, Dept Civil & Environm Engn, 325 John D Tickle Bldg,851 Neyland Dr, Knoxville, TN 37996 USAOak Ridge Natl Lab, Computat Sci & Engn Div, One Bethel Valley Rd,POB 2008 MS-6017, Oak Ridge, TN 37831 USA
Fernandez, Steven J.
Fu, Joshua S.
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机构:
Univ Tennessee, Dept Civil & Environm Engn, 325 John D Tickle Bldg,851 Neyland Dr, Knoxville, TN 37996 USA
Oak Ridge Natl Lab, Comp Sci & Math Div, One Bethel Valley Rd,POB 2008 MS-6017, Oak Ridge, TN 37831 USAOak Ridge Natl Lab, Computat Sci & Engn Div, One Bethel Valley Rd,POB 2008 MS-6017, Oak Ridge, TN 37831 USA
Fu, Joshua S.
Olama, Mohammed M.
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机构:
Oak Ridge Natl Lab, Computat Sci & Engn Div, One Bethel Valley Rd,POB 2008 MS-6017, Oak Ridge, TN 37831 USAOak Ridge Natl Lab, Computat Sci & Engn Div, One Bethel Valley Rd,POB 2008 MS-6017, Oak Ridge, TN 37831 USA
机构:
Oak Ridge National Laboratory, Computational Science and Engineering Division, One Bethel Valley Road, PO Box 2008 MS-6017, Oak Ridge, 37831-6017, TNOak Ridge National Laboratory, Computational Science and Engineering Division, One Bethel Valley Road, PO Box 2008 MS-6017, Oak Ridge, 37831-6017, TN
Allen M.R.
Fernandez S.J.
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机构:
Department of Civil and Environmental Engineering, University of Tennessee, 325 John D. Tickle Building, 851 Neyland Drive, Knoxville, 37996-2313, TNOak Ridge National Laboratory, Computational Science and Engineering Division, One Bethel Valley Road, PO Box 2008 MS-6017, Oak Ridge, 37831-6017, TN
Fernandez S.J.
Fu J.S.
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机构:
Department of Civil and Environmental Engineering, University of Tennessee, 325 John D. Tickle Building, 851 Neyland Drive, Knoxville, 37996-2313, TN
Oak Ridge National Laboratory, Computer Science and Mathematics Division, One Bethel Valley Road, PO Box 2008 MS-6017, Oak Ridge, 37831-6017, TNOak Ridge National Laboratory, Computational Science and Engineering Division, One Bethel Valley Road, PO Box 2008 MS-6017, Oak Ridge, 37831-6017, TN
Fu J.S.
Olama M.M.
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机构:
Oak Ridge National Laboratory, Computational Science and Engineering Division, One Bethel Valley Road, PO Box 2008 MS-6017, Oak Ridge, 37831-6017, TNOak Ridge National Laboratory, Computational Science and Engineering Division, One Bethel Valley Road, PO Box 2008 MS-6017, Oak Ridge, 37831-6017, TN
机构:
Indian Inst Technol Delhi, Ctr Atmospher Sci, New Delhi, IndiaIndian Inst Technol Delhi, Ctr Atmospher Sci, New Delhi, India
Dileepkumar, R.
AchutaRao, Krishna
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Indian Inst Technol Delhi, Ctr Atmospher Sci, New Delhi, IndiaIndian Inst Technol Delhi, Ctr Atmospher Sci, New Delhi, India
AchutaRao, Krishna
Arulalan, T.
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Indian Inst Technol Delhi, Ctr Atmospher Sci, New Delhi, India
Natl Ctr Medium Range Weather Forecasting, Noida, IndiaIndian Inst Technol Delhi, Ctr Atmospher Sci, New Delhi, India
机构:
Sun Yat Sen Univ, Sun Yat Sen Univ Carnegie Mellon Univ SYSU CMU Joi, Guangzhou, Guangdong, Peoples R China
Carnegie Mellon Univ, Elect & Comp Engn, Pittsburgh, PA 15213 USASun Yat Sen Univ, Sun Yat Sen Univ Carnegie Mellon Univ SYSU CMU Joi, Guangzhou, Guangdong, Peoples R China
Li, Jingyuan
Gong, Yujing
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Sun Yat Sen Univ, Sun Yat Sen Univ Carnegie Mellon Univ SYSU CMU Joi, Guangzhou, Guangdong, Peoples R China
Carnegie Mellon Univ, Elect & Comp Engn, Pittsburgh, PA 15213 USASun Yat Sen Univ, Sun Yat Sen Univ Carnegie Mellon Univ SYSU CMU Joi, Guangzhou, Guangdong, Peoples R China
Gong, Yujing
Tang, Xiaoying
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机构:
Sun Yat Sen Univ, Sun Yat Sen Univ Carnegie Mellon Univ SYSU CMU Joi, Guangzhou, Guangdong, Peoples R China
Carnegie Mellon Univ, Elect & Comp Engn, Pittsburgh, PA 15213 USA
Sun Yat Sen Univ, Sch Elect & Informat Technol, Guangzhou, Guangdong, Peoples R China
Sun Yat Sen Univ Carnegie Mellon Univ SYSU CMU Shu, Shunde, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sun Yat Sen Univ Carnegie Mellon Univ SYSU CMU Joi, Guangzhou, Guangdong, Peoples R China
机构:
Univ Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USAUniv Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA
Ustin, Susan L.
Santos, Maria J.
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机构:
Univ Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA
Univ Utrecht, Dept Innovat Environm & Energy Sci, Utrecht, NetherlandsUniv Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA
Santos, Maria J.
Hestir, Erin L.
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机构:
Univ Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA
N Carolina State Univ, Dept Marine Earth & Atmospher Sci, Raleigh, NC 27695 USAUniv Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA
Hestir, Erin L.
Khanna, Shruti
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Univ Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USAUniv Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA
Khanna, Shruti
Casas, Angeles
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Univ Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USAUniv Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA
Casas, Angeles
Greenberg, Jonathan
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Univ Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA
Univ Illinois, Dept Geog & Geog Informat Sci, Champaign, IL USAUniv Calif Davis, Dept Land Air & Water Resources, Ctr Spatial Technol & Remote Sensing, Davis, CA 95616 USA