Cite this paper:
TONG Xiaolin, WANG Zhenzhan, LI Qingxia. A method for correcting regional bias in SMOS global salinity products[J]. Journal of Oceanology and Limnology, 2015, 33(4): 1072-1084

A method for correcting regional bias in SMOS global salinity products

TONG Xiaolin1,2,3, WANG Zhenzhan2, LI Qingxia1
1 Department of Electronics and Information Engineering, Huazhong University of Science and Technology, Wuhan 430074, China;
2 Key Laboratory of Microwave Remote Sensing, National Space Science Center/Center for Space Science and Applied Research, Chinese Academy of Sciences, Beijing 100190, China;
3 School of Physics and Electronics, Henan University, Kaifeng 475001, China
Abstract:
Soil Moisture and Ocean Salinity (SMOS) Level 3 (L3) sea surface salinity (SSS) products are provided by the Barcelona Expert Centre (BEC). Strong biases were observed on the SMOS SSS products, thus the data from the Centre Aval de Traitement des Donn閑s SMOS (CATDS) were adjusted for biases using a large-scale correction derived from observed differences between the SMOS SSS and World Ocean Atlas (WOA) climatology data. However, this large-scale correction method is not suitable for correcting the large gradient of salinity biases. Here, we present a method for the correction of SSS regional bias of the monthly L3 products. Based on the stable characteristics of the large SSS biases from month to month in some regions, corrected SMOS SSS maps can be obtained from the monthly mean values after removing the regional biases. The accuracy of the SMOS SSS measurements is greatly improved, especially near the coastline, at high latitudes, and in some open ocean regions. The SMOS and ISAS SSS data are also compared with Aquarius SSS to verify the corrected SMOS SSS data. The correction method presented here only corrects annual mean biases. The measurement accuracy of the SSS may be improved by considering the influence of atmospheric and ocean circulation in different seasons and years.
Key words:    ocean salinity|microwave radiometry|sea surface|Soil Moisture and Ocean Salinity (SMOS)   
Received: 2014-08-21   Revised: 2015-01-04
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Articles by TONG Xiaolin
Articles by WANG Zhenzhan
Articles by LI Qingxia
References:
Banks C J, Gommenginger C P, Srokosz M A, Snaith H M. 2012. Validating SMOS ocean surface salinity in the Atlantic with Argo and operational ocean model data. IEEE Transactions on Geoscience and Remote Sensing, 50 (5): 1 688-1 702.
Boutin J, Martin N, Reverdin G, Yin X B, Gaillard F. 2012. Sea surface freshening inferred from SMOS and ARGO salinity: impact of rain. Ocean Science, 9 : 3 331-3 357.
Chelton D B, Freilich M H. 2005. Scatterometer-based assessment of 10-m wind analyses from the operational ECMWF and NCEP numerical weather prediction models. Monthly Weather Review, 133 (2): 409-429.
De Roo R D, Misra S. 2008. A Demonstration of the effects of digitization on the calculation of kurtosis for the detection of RFI in microwave radiometry. IEEE Transactions on Geoscience and Remote Sensing, 46 (10): 3 129-3 136.
Drucker R, Riser S C. 2014. Validation of Aquarius sea surface salinity with Argo: analysis of error due to depth of measurement and vertical salinity stratification. Journal of Geophysical Research : Oceans, 119 (7): 4 626-4 637.
Font J, Boutin J, Reul N, Spurgeon P, Ballabrera-Poy J, Chuprin A, Hénocq C, Lavender S, Martin N, Martínez J, McCulloch M, Meirold-Mautner I, Mugerin C, Petitcolin F, Portabella M, Sabia R, Talone M, Tenerelli J, Turiel A, Vergely J L, Waldteufel P, Yin X B, Zine S, Delwart S. 2013. SMOS first data analysis for sea surface salinity determination. International Journal of Remote Sensing, 34 (9-10): 3 654-3 670.
Font J, Camps A, Borges A, Martin-Neira M, Boutin J, Reul N, Kerr Y H, Hahne A, Mecklenburg S. 2010. SMOS: the challenging sea surface salinity measurement from space. Proceedings of the IEEE, 98 (5): 649-665.
Font J, Lagerloef G S E, Le Vine D M, Camps A, Zanife O Z. 2004. The determination of surface salinity with the European SMOS space mission. IEEE Transactions on Geoscience and Remote Sensing, 42 (10): 2 196-2 205.
Gaillard F, Autret E, Thierry V, Galaup P, Coatanoan C, Loubrieu T. 2009. Quality control of large argo datasets. Journal of Atmospheric Oceanic Technology, 26 (2): 337- 357.
Gourrion J, Sabia R, Portabella M, Tenerelli J, Guimbard S, Camps A. 2012. Characterization of the SMOS instrumental error pattern correction over the ocean. IEEE Geoscience and Remote Sensing Letters, 9 (4): 793-797.
Guimbard S, Gourrion J, Portabella M, Turiel A, Gabarró C, Font J. 2012. SMOS semi-empirical ocean forward model adjustment. IEEE Transactions on Geoscience and Remote Sensing, 50 (5): 1 676-1 687.
Hernandez O, Boutin J, Kolodziejczyk N, Reverdin G, Martin N, Gaillard F, Reul N, Vergely J L. 2014. SMOS salinity in the subtropical north Atlantic salinity maximum: 1. Comparison with Aquarius and in situ Salinity. Journal of Geophysical Research : Oceans, Published Online First, 26December2014. http://dx.doi.org/10.1002/2013JC009610.
Kainulainen J, Colliander A, Closa J, Martin-Neira M, Oliva R, Buenadicha G, Rubiales A P, Hakkarainen A, Hallikainen M T. 2012. Radiometric performance of the SMOS reference radiometers—assessment after one year of operation. IEEE Transactions on Geoscience and Remote Sensing, 50 (5): 1 367-1 383.
Kerr Y H, Waldteufel P, Wigneron J P, Delwart S, Cabot F, Boutin J, Escorihuela M J, Font J, Reul N, Gruhier C, Juglea S E, Drinkwater M R, Hahne A, Martin-Neira M, Mecklenburg S. 2010. The SMOS mission: new tool for monitoring key elements of the global water cycle. Proceedings of the IEEE, 98 (5): 666-687.
Kerr Y H, Waldteufel P, Wigneron J-P, Martinuzzi J, Font J, Berger M. 2001. Soil moisture retrieval from space: the Soil Moisture and Ocean Salinity (SMOS) mission. IEEE Transactions on Geoscience and Remote Sensing, 39 (8): 1 729-1 735.
Klemas V. 2011. Remote sensing of sea surface salinity: an overview with case studies. Journal of Coastal Research, 27 (5): 830-838.
Lagerloef G. 2012. Satellite mission monitors ocean surface salinity. EOS, Transactions American Geophysical Union, 93 (25): 233-234.
Latif M. 2001. Tropical Pacific/Atlantic Ocean interactions at multi-decadal time scales. Geophysical Research Letters, 28 (3): 539-542.
Pinori S, Crapolicchio R, Mecklenburg S. 2008. Preparing the ESA-SMOS (soil moisture and ocean salinity) missionoverview of the user data products and data distribution strategy. In : Microwave Radiometry and Remote Sensing of the Environment, 2008. MICRORAD 2008. IEEE, Firenze. p.1-4.
Reul N, Tenerelli J, Boutin J, Chapron B, Paul F, Brion E, Brion E, Archer O. 2012. Overview of the first SMOS sea surface salinity products. Part I: quality assessment for the second half of 2010. IEEE Transactions on Geoscience and Remote Sensing, 50 (5): 1 636-1 647.
Reul N, Tenerelli J, Chapron B, Waldteufel P. 2007. Modeling sun glitter at L-band for sea surface salinity remote sensing with SMOS. IEEE Transactions on Geoscience and Remote Sensing, 45 (7): 2 073-2 087.
Ruf C S, Gross S M, Misra S. 2006. RFI detection and mitigation for microwave radiometry with an agile digital detector. IEEE Transactions on Geoscience and Remote Sensing, 44(3): 694-706.
Sabia R, Camps A, Talone M, Vall-Llossera M, Font J. 2010. Determination of the sea surface salinity error budget in the soil moisture and ocean salinity mission. IEEE Transactions on Geoscience and Remote Sensing, 48 (4): 1 684-1 693.
SMOS Team. 2014. SMOS L2 OS algorithm theoretical baseline document. http://www.argans.co.uk/smos/docs/deliverables/delivered/ATBD/SO-TN-ARG-GS-0007_ L2OS-ATBD_v3.11_140905.pdf.
SMOS-BEC Team. 2014. SMOS-BEC ocean and land products description. http://cp34-bec.cmima.csic.es/doc/BECSMOS- 0001-PD.pdf.
Tang W Q, Yueh S H, Fore A G, Hayashi A, Lee T, Lagerloef G. 2014. Uncertainty of Aquarius sea surface salinity retrieved under rainy conditions and its implication on the water cycle study. Journal of Geophysical Research : Oceans, 119 (8): 4 821-4 839.
Wei E B, Liu S B, Wang Z Z, Tong X L, Dong S, Li B, Liu J Y. 2014. Emissivity measurements of foam-covered water surface at l-band for low water temperatures. Remote Sensing, 6 (11): 10 913-10 930.
Yin X B, Boutin J, Martin N, Spurgeon P, Vergely J L, Gaillard F. 2014. Errors in SMOS Sea Surface Salinity and their dependency on a priori wind speed. Remote Sensing of Environment, 146 : 159-171.
Yin X B, Boutin J, Martin N, Spurgeon P. 2012. Optimization of L-band sea surface emissivity models deduced from SMOS data. IEEE Transactions on Geoscience and Remote Sensing, 50 (5): 1 414-1 426.
Zhang H F, Chen G, Qian C C, Jiang H Y. 2013. Assessment of two SMOS sea surface salinity level 3 products against argo upper salinity measurements. IEEE Geoscience and Remote Sensing Letters, 10 : 1 434-1 438.
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