Abstract
The study was carried out to evaluate the global soil moisture product of Advanced Microwave Scanning Radiometer-2 (AMSR-2), Advanced Microwave Scanning Radiometer–Earth Observing System (AMSR-E), Soil Moisture and Ocean Salinity (SMOS) and Tropical Rainfall Measuring Mission’s (TRMM) Microwave Imager (TMI) in central region of India for monsoon period of 2011 and 2013. The evaluation was done using 100, 75 in-situ soil moisture measurements of 2011, 2013 respectively. The in-situ measurements were spread across ~10,000 sq.km area which is roughly equal to 12 pixels of SMOS, AMSR-2 AMSR-E and TMI data. The result shows reasonable correlation of r 2 = 0.506, 0.467 between SMOS and in-situ soil moisture for 2011, 2013 respectively. TMI exhibits good correlation of r 2 = 0.55 in 2013 but failed to do the same in 2011. AMSR-2 soil moisture products shows moderate correlation r 2 = 0.32 in 2011 but poorly correlated in 2013.
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Barre, H. M., Duesmann, B., & Kerr, Y. H. (2008). SMOS: The mission and the system. Geoscience and Remote Sensing, IEEE Transactions on, 46(3), 587–593.
Behere, P. B., & Behere, A. P. (2008). Farmers’ suicide in Vidarbha region of Maharashtra state: A myth or reality? Indian Journal of Psychiatry, 50(2), 124.
Berthon, L., Mialon, A., Cabot, F., Al Bitar, A., Richaume, P., Kerr, Y., Leroux, D., Bircher, S., Lawrence, H., Quesney, A., & Jacquette, E. (2012). CATDS level 3 data product description—soil moisture and brightness temperature part. CESBIO: Toulouse, France.
Bosch, D. D., Lakshmi, V., Jackson, T. J., Choi, M., & Jacobs, J. M. (2006). Large scale measurements of soil moisture for validation of remotely sensed data: Georgia soil moisture experiment of 2003. Journal of Hydrology, 323, 120–137.
Brocca, L., Melone, F., Moramarco, T., & Morbidelli, R. (2009). Soil moisture temporal stability over experimental areas of Central Italy. Geoderma, 148(3–4), 364–374. doi:10.1016/j.geoderma.2008.11.004.
Brocca, L., Melone, F., Moramarco, T., & Morbidelli, R. (2010). Spatial–temporal variability of soil moisture and its estimation across scales. Water Resources Research, 46, W02516. doi:10.1029/2009WR008016.
Draper, C., Walker, J. P., Steinle, P., De Jeu, R. A. M., & Holmes, T. R. H. (2009). An evaluation of AMSR-E derived soil moisture over Australia. Remote Sensing of Environment, 113(4), 703–710. doi:10.1016/j.rse.2008.11.011.
Gruhier, C., De Rosnay, P., Hasenauer, S., Holmes, T., De Jeu, R., Kerr, Y., Mougin, E., Njoku, E., Timouk, F., Wagner, W., & Zribi, M. (2010). Soil moisture active and passive microwave products: intercomparison and evaluation over a Sahelian site. Hydrology and Earth System Sciences, 14, 141–156. doi:10.5194/hess-14-141-2010.
Jackson, T. J., Cosh, M. H., Bindlish, R., Starks, P. J., Bosch, D. D., Seyfried, M., Goodrich, D. C., Moran, M. S., & Du, J. (2010). Validation of advanced microwave scanning radiometer soil moisture products. IEEE Transactions on Geoscience and Remote Sensing, 48(12), 4256–4272. doi:10.1109/TGRS.2010.2051035.
Jackson, T. J., Bindlish, R., Cosh, M. H., Zhao, T., Starks, P. J., Bosch, D. D., & Leroux, D. (2012). Validation of soil moisture and ocean salinity (SMOS) soil moisture over watershed networks in the US. Geoscience and Remote Sensing, IEEE Transactions on, 50(5), 1530–1543.
Kerr, Y. H., Waldteufel, P., Wigneron, J. P., Martinuzzi, J. M., Font, J., & Berger, M. (2001). Soil moisture retrieval from space: The Soil Moisture and Ocean Salinity (SMOS) mission. Geoscience and Remote Sensing, IEEE Transactions on, 39(8), 1729–1735.
Kerr, Y. H., Waldteufel, P., Wigneron, J. P., Delwart, S., Cabot, F., Boutin, J., & Mecklenburg, S. (2010). The SMOS mission: New tool for monitoring key elements ofthe global water cycle. Proceedings of the IEEE, 98(5), 666–687.
Kerr, Y. H., Waldteufel, P., Richaume, P., Wigneron, J. P., Ferrazzoli, P., Mahmoodi, A., & Delwart, S. (2012). The SMOS soil moisture retrieval algorithm. Geoscience and Remote Sensing, IEEE Transactions on, 50(5), 1384–1403.
Liu, Y. Y., Parinussa, R. M., Dorigo, W. A., De Jeu, R. A. M., Wagner, W., Van Dijk, A. I. J. M., McCabe, M. F., & Evans, J. P. (2011). Developing an improved soil moisture dataset by blending passive and active microwave satellite-based retrievals. Hydrology and Earth System Sciences, 15, 425–436. doi:10.5194/hess-15-425-2011.
Loew, A., & Mauser, W. (2008). On the disaggregation of passive microwave soil moisture data using a priori knowledge of temporally persistent soil moisture fields. IEEE Transactions on Geoscience and Remote Sensing, 46(3), 819–834. doi:10.1109/TGRS.2007.914800.
Loew, A., & Schlenz, F. (2011). A dynamic approach for evaluating coarse scale satellite soil moisture products. Hydrology and Earth System Sciences, 15, 75–90. doi:10.5194/hess-15-75-2011.
Martinez-Fernandez, J., & Ceballos, A. (2005). Mean soil moisture estimation using temporal stability analysis. Journal of Hydrology, 312(1–4), 28–38. doi:10.1016/j. jhydrol.2005.02.007.
Miralles, D. G., Crow, W. T., & Cosh, M. H. (2010). Estimating spatial sampling errors in coarse-scale soil moisture estimates derived from point-scale observations. Journal of Hydrometeorolgy, 11, 1423–1429. doi:10.1175/2010JHM1285.1.
Njoku, E. G., Jackson, T. J., Lakshmi, V., Chan, T. K., & Nghiem, S. V. (2003). Soil moisture retrieval from AMSR-E. IEEE Transactions on Geoscience and Remote Sensing, 41(2), 215–229.
Patel, P., & Srivastava, H. S. (2015). An approach to validate soil moisture derived from passive microwave sensors using SAR as an interface.International. Journal of Remote Sensing, 36(9), 2353–2374.
Redelsperger, J. L., Thorncroft, C., Diedhiou, A., Lebel, T., Parker, D., & Polcher, J. (2006). African Monsoon, Multidisciplinary Analysis (AMMA): An international research project and field campaign. Bulletin American Meteorology Society, 87, 1739–1746. doi:10.1175/BAMS-87-12-1739.
Rudiger, C., Calvet, J. C., Gruhier, C., Holmes, T. R. H., De Jeu, R. A. M., & Wagner, W. (2009). An intercomparison of ERS-Scat and AMSR-E soil moisture observations with model simulations over France. Journal of Hydrometeorolgy, 10(2), 431–447. doi:10.1175/2008JHM997.1.
Shibata, A., Imaoka, K., & Koike, T. (2003). AMSR/AMSR-E level 2 and 3 algorithm developments and data validation plans of NASDA. IEEE Transactions on Geoscience and Remote Sensing, 41(2), 195–203.
SPA, I. (2014). Surface soil moisture estimation using passive microwave radiometer data.
Vachaud, G. A., Passerat de Silans, A., Balabanis, P., & Vauclin, M. (1985). Temporal stability of spatially measured soil water probability density function. Soil Science Society of America Journal, 49, 822–828. doi:10.2136/sssaj1985. 03615995004900040006x.
Wagner, W., Naeimi, V., Scipal, K., De Jeu, R. A. M., & Martinez-Fernandez, J. (2007). Soil moisture from operational meteorological satellites. Hydrogeology Journal, 15, 121–131. doi:10.1007/s10040-006-0104-6.
Wagner, W., Pathe, C., Doubkova, M., Sabel, D., Bartsch, A., Hasenauer, S., Blöschl, G., Scipal, K., Martínez-Fernández, J., & Löw, A. (2008). Temporal stability of soil moisture and radar backscatter observed by the Advanced Synthetic Aperture Radar (ASAR). Sensors, 8, 1174–1197. doi:10.3390/s8021174.
Acknowledgments
The ground truth collection was done under RISAT Utilization Project funded by Indian Space Research Organization (ISRO). The project team wants to thank Dr. V. K Dadhwal, Director, NRSC for his encouragements and support. We express our thanks to the Dr. Manab Chakraborthy, Project Director, RISAT-UP for his help throughout this project. The project team thank D. S Mohekar—NBSS, Nitin Tendulkar, CICR, Siva Prasad Reddy—JRF RRSC/NRSC, I Ramteke, S Verma- MRSAC, S R Potpite, J.P Suman, Arun Kumar Rajwar—SLUSI for their help in soil sample analysis, ground truth collection and process. We also thank Directors of National Bureau Soil Science / Land Use Planning, Nagpur, Central Institute Cotton Research (CICR), Nagpur, Maharashtra Remote Sensing Applications Centre (MRSAC) and Soil and Land Use Survey of India (SLUSI) for their support in throughout the project.
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Rao, S.S., Sahadevan, D.K., Wadodkar, M.R. et al. Performance of Global Soil Moisture Products in Crop Growing Region of Central India. J Indian Soc Remote Sens 44, 277–285 (2016). https://doi.org/10.1007/s12524-015-0496-7
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DOI: https://doi.org/10.1007/s12524-015-0496-7