Multi-dimensional interpolation of SMOS sea surface salinity with surface temperature and in situ salinity data

被引:36
作者
Nardelli, B. Buongiorno [1 ,2 ]
Droghei, R. [1 ]
Santoleri, R. [1 ]
机构
[1] CNR, Ist Sci Atmosfera & Clima, Rome, Italy
[2] CNR, Ist Ambiente Marino Costiero, Naples, Italy
关键词
VARIABILITY; SATELLITE; SPACE;
D O I
10.1016/j.rse.2015.12.052
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Availability of accurate remotely-sensed sea surface salinity (SSS) measurements is crucial to investigating fundamental aspects of the global hydrological cycle, ocean dynamics and marine biogeochemistry. The European Space Agency (ESA) Soil Moisture Ocean Salinity (SMOS) mission has been specifically designed for this aim. However, SMOS data display a high level of noise with respect to the signal they have to detect. Space-time averaging over relatively large sampling periods/areas is thus generally carried out to increase SSS accuracy, and further interpolation is required to fill in data gaps resulting from both mission geometry and other instrumental/physical limitations. Here, a daily, 1/4 degrees nominal resolution, mesoscale-resolving SSS field product is obtained by using a multidimensional optimal interpolation (OI) algorithm combining SMOS salinity retrievals and satellite sea surface temperature data with in situ salinity measurements. The methodology has been developed in the framework of the ESA OSMOSIS (Ocean ecosystem Modelling based on Observations from Satellite and In-Situ data) project and it is applied here to a wide zonal portion of the Southern Hemisphere (10 degrees S-65 degrees S). The interpolated SSS has been validated by looking at the differences with respect to fully independent in situ observations and by performing a wavenumber spectrum analysis. Despite minor progress being obtained in terms of root mean square of the differences with respect to in situ observations, a significant improvement in terms of effective spatial resolution is obtained with the new technique with respect to presently available SSS observation-based analyses. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:392 / 402
页数:11
相关论文
共 46 条
  • [1] [Anonymous], 1993, An introduction to the bootstrap
  • [2] The development of chaotic advection
    Aref, H
    [J]. PHYSICS OF FLUIDS, 2002, 14 (04) : 1315 - 1325
  • [3] Characteristics of the seasonal cycle of surface layer salinity in the global ocean
    Bingham, F. M.
    Foltz, G. R.
    McPhaden, M. J.
    [J]. OCEAN SCIENCE, 2012, 8 (05) : 915 - 929
  • [4] Sea surface salinity under rain cells: SMOS satellite and in situ drifters observations
    Boutin, J.
    Martin, N.
    Reverdin, G.
    Morisset, S.
    Yin, X.
    Centurioni, L.
    Reul, N.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2014, 119 (08) : 5533 - 5545
  • [5] High and Ultra-High resolution processing of satellite Sea Surface Temperature data over Southern European Seas in the framework of MyOcean project
    Buongiorno Nardelli, B.
    Tronconi, C.
    Pisano, A.
    Santoleri, R.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2013, 129 : 1 - 16
  • [6] Towards high resolution mapping of 3-D mesoscale dynamics from observations
    Buongiorno Nardelli, B.
    Guinehut, S.
    Pascual, A.
    Drillet, Y.
    Ruiz, S.
    Mulet, S.
    [J]. OCEAN SCIENCE, 2012, 8 (05) : 885 - 901
  • [7] Near Real Time SLA and SST products during 2-years of MFS pilot project: processing, analysis of the variability and of the coupled patterns
    Buongiorno Nardelli, B
    Larnicol, G
    D'Acunzo, E
    Santoleri, R
    Marullo, S
    Le Traon, PY
    [J]. ANNALES GEOPHYSICAE, 2003, 21 (01) : 103 - 121
  • [8] Vortex waves and vertical motion in a mesoscale cyclonic eddy
    Buongiorno Nardelli, Bruno
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2013, 118 (10) : 5609 - 5624
  • [9] A Novel Approach for the High-Resolution Interpolation of In Situ Sea Surface Salinity
    Buongiorno Nardelli, Bruno
    [J]. JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY, 2012, 29 (06) : 867 - 879
  • [10] A re-analysis of Black Sea surface temperature
    Buongiorno Nardelli, Bruno
    Colella, Simone
    Santoleri, Rosalia
    Guarracino, Maurizio
    Kholod, Anton
    [J]. JOURNAL OF MARINE SYSTEMS, 2010, 79 (1-2) : 50 - 64