A Global Sensitivity Analysis of Soil Parameters Associated With Backscattering Using the Advanced Integral Equation Model

IEEE Transactions on Geoscience and Remote Sensing

Volumn 53, Issue 10, 2015, Pages 5613-5623

  Ma, Chunfeng ^a,b   Li, Xin ^a,c   Wang, Shuguo ^a,d  

^a Chinese Academy of Sciences   (China)

^b UNIVERSITY OF CHINESE ACADEMY OF SCIENCES   (China)

^c CAS CENTER FOR EXCELLENCE IN TIBETAN PLATEAU EARTH SCIENCES   (China)

^d JIANGSU NORMAL UNIVERSITY   (China)

Author keywords

Active microwave remote sensing; extended Fourier amplitude sensitivity test (EFAST); sensitivity analysis (SA); soil moisture inversion

Indexed keywords

BACKSCATTERING; INTEGRAL EQUATIONS; MOISTURE; PARAMETER ESTIMATION; POLARIZATION; REMOTE SENSING; SOIL MOISTURE; SOILS;

ACTIVE MICROWAVE; ADVANCED INTEGRAL EQUATIONS; BACKSCATTERING COEFFICIENTS; EXTENDED FOURIER AMPLITUDE SENSITIVITY TEST (EFAST); GLOBAL SENSITIVITY ANALYSIS; SOIL MOISTURE ESTIMATION; SOIL MOISTURE RETRIEVALS; SURFACE CORRELATION FUNCTIONS;

SENSITIVITY ANALYSIS;

ALGORITHM; BACKSCATTER; ESTIMATION METHOD; MICROWAVE IMAGERY; PERFORMANCE ASSESSMENT; REMOTE SENSING; ROUGHNESS; SENSITIVITY ANALYSIS; SOIL MOISTURE;

EID: 85027944757     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2015.2426194     Document Type: Article

References (52)

1. E. G. Njoku and D. Entekhabi, "Passive microwave remote sensing of soil moisture," J. Hydrol., vol. 184, no. 1-2, pp. 101-129, Oct. 1996.
2. F. T. Ulaby, R. K. Moore, and A. K. Fung, Microwave Remote Sensing: Active and Passive, Vol. II-Radar Remote Sensing and Surface Scattering and Emission Theory. Norwood, MA, USA: Artech House, 1986, pp. 823-835.
3. W. L. Crosson, A. S. Limaye, and C. A. Laymon, "Parameter sensitivity of soil moisture retrievals from airborne L-band radiometer measurements in SMEX02," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 7, pp. 1517-1528, Jul. 2005.
4. X. Li, "Characterization, controlling, and reduction of uncertainties in the modeling and observation of land-surface systems," Sci. China Earth Sci., vol. 57, no. 1, pp. 80-87, Jan. 2014.
5. A. Saltelli, M. Ratto, and T. Andres, Global Sensitivity Analysis. The Primer. Chichester, U.K.: Wiley, 2008, pp. 1-182.
6. A. Saltelli et al., Sensitivity Analysis in Practice: A Guide to Assessing Scientific Models. Chichester, U.K.: Wiley, 2004, pp. 31-62.
7. J. Wang et al., "Parameter sensitivity analysis of crop growth models based on the extended Fourier amplitude sensitivity test method," Environ. Modeling Softw., vol. 48, pp. 171-182, Oct. 2013.
8. K. B. Mao et al., "A method for retrieving soil moisture in Tibet region by utilizing microwave index from TRMM/TMI data," Int. J. Remote Sens., vol. 29, no. 10, pp. 2903-2923, May 2008.
9. M. Brogioni et al., "Sensitivity of bistatic scattering to soil moisture and surface roughness of bare soils," Int. J. Remote Sens., vol. 31, no. 15, pp. 4227-4255, Aug. 2010.
10. K. S. Chen, S. K. Yen, and W. P. Huang, "A simple-model for retrieving bare soil-moisture from radar-scattering coefficients," Remote Sens. Environ., vol. 54, no. 2, pp. 121-126, Nov. 1995.
11. 2 pipeline failure," Reliab. Eng. Syst. Safety, vol. 115, pp. 43-54, Jul. 2013.
12. A. Saltelli and P. Annoni, "How to avoid a perfunctory sensitivity analysis," Environ. Modeling Softw., vol. 25, no. 12, pp. 1508-1517, Dec. 2010.
13. K. S. Chen et al., "Emission of rough surfaces calculated by the integral equation method with comparison to three-dimensional moment method simulations," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 1, pp. 90-101, Jan. 2003.
14. A. K. Fung, Z. Q. Li, and K. S. Chen, "Backscattering from a randomly rough dielectric surface," IEEE Trans. Geosci. Remote Sens., vol. 30, no. 2, pp. 356-369, Mar. 1992.
15. T. D. Wu et al., "A transition model for the reflection coefficient in surface scattering," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 9, pp. 2040-2050, Sep. 2001.
16. K. S. Chen et al., "A note on the multiple scattering in an IEM model," IEEE Trans. Geosci. Remote Sens., vol. 38, no. 1, pp. 249-256, Jan. 2000.
17. L. Dong, N. Baghdadi, and R. Ludwig, "Validation of the AIEM through correlation length parameterization at field scale using radar imagery in a semi-arid environment," IEEE Geosci. Remote Sens. Lett., vol. 10, no. 3, pp. 461-465, May 2013.
18. S. G. Wang et al., "Estimation of surface soil moisture and roughness from multi-angular ASAR imagery in the Watershed Allied Telemetry Experimental Research (WATER)," Hydrol. Earth Syst. Sci., vol. 15, no. 5, pp. 1415-1426, May 2011.
19. A. K. Fung and K. S. Chen, Microwave Scattering and Emission Models for Users. Boston, MA, USA: Artech House, 2010, pp. 47-266.
20. A. K. Fung, Microwave Scattering and Emission Model and Their Applications. Boston, MA, USA: Artech House, 1994, pp. 62-362.
21. M. C. Dobson et al., "Microwave dielectric behavior of wet soil-Part II. Dielectric mixing models," IEEE Trans. Geosci. Remote Sens., vol. GE-23, no. 1, pp. 35-46, Jan. 1985.
22. N. R. Peplinski, F. T. Ulaby, and M. C. Dobson, "Dielectric-properties of soils in the 0.3-1.3-GHz range," IEEE Trans. Geosci. Remote Sens., vol. 33, no. 3, pp. 803-807, May 1995.
23. J. Cariboni et al., "The role of sensitivity analysis in ecological modelling," Ecol. Modelling, vol. 203, no. 1-2, pp. 167-182, Apr. 24, 2007.
24. A. Saltelli, S. Tarantola, and F. Campolongo, "Sensitivity analysis as an ingredient of modeling," Stat. Sci., vol. 15, no. 4, pp. 377-395, Nov. 2000.
25. A. Saltelli, S. Tarantola, and K. P.-S. Chan, "A quantitative modelindependent method for global sensitivity analysis of model output," Global Sensitivity Anal. Model Output, vol. 41, no. 1, pp. 39-56, Feb. 1999.
26. I. M. Sobol, "Sensitivity estimates for nonlinear mathematical models," Math. Modelling Comput. Experiments, vol. 14, no. 1-3, pp. 407-414, Feb. 1993.
27. G. Cheng et al., "Integrated study of the water-ecosystem-economy in the Heihe River Basin," Nat. Sci. Rev., vol. 1, no. 3, pp. 413-428, Sep. 2014.
28. X. Li et al., "Heihe Watershed Allied Telemetry Experimental Research (HiWATER): Scientific objectives and experimental design," Bull. Amer. Meteorol. Soc., vol. 94, no. 8, pp. 1145-1160, Aug. 2013.
29. R. Jin et al., "A nested ecohydrological wireless sensor network for capturing the surface heterogeneity in the midstream areas of the Heihe River Basin, China," IEEE Geosci. Remote Sens. Lett., vol. 11, no. 11, pp. 2015-2019, Nov. 2014.
30. J. P. Walker et al., "Australian Airborne Cal/Val Experiments for SMOS (AACES)-Winter campaign: Experiment plan," Dept. Civil Eng., Monash Univ., Melbourne, Vic., Australia, 2010.
31. X. M. Zheng, K. Zhao, X. J. Li, Y. Y. Li, and J. H. Ren, "Improvements in farmland surface roughness measurement by employing a new laser scanner," Soil Tillage Res., vol. 143, pp. 137-144, Jan. 2014.
32. E. Vanuytrecht, D. Raes, and P. Willems, "Global sensitivity analysis of yield output from the water productivity model," Environ. Modeling Softw., vol. 51, pp. 323-332, Jan. 2014.
33. J. C. Helton, "Uncertainty and sensitivity analysis techniques for use in performance assessment for radioactive waste disposal," Reliab. Eng. Syst. Safety, vol. 42, no. 2/3, pp. 327-367, 1993.
34. D. Entekhabi et al., "The Soil Moisture Active Passive (SMAP) mission," Proc. IEEE, vol. 98, no. 5, pp. 704-716, May 2010.
35. F. T. Ulaby, R. K. Moore, and A. K. Fung, Microwave Remote Sensing: Active and Passive, Vol. III-From Theory to Applications. Reading, MA, USA: Artech House, 1986, pp. 1817-1820.
36. M. Zribi et al., "Surface soil moisture estimation from the synergistic use of the (multi-incidence and multi-resolution) active microwave ERS Wind Scatterometer and SAR data," Remote Sens. Environ., vol. 86, no. 1, pp. 30-41, Jun. 30, 2003.
37. M. Zribi et al., "New methodology for soil surface moisture estimation and its application to ENVISAT-ASAR multi-incidence data inversion," Remote Sens. Environ., vol. 96, no. 3/4, pp. 485-496, Jun. 30, 2005.
38. M. R. Sahebi and J. Angles, "An inversion method based on multiangular approaches for estimating bare soil surface parameters from RADARSAT-1," Hydrol. Earth Syst. Sci., vol. 14, no. 11, pp. 2355-2366, Jan. 2010.
39. M. R. Sahebi, J. Angles, and F. Bonn, "A comparison of multi-polarization and multi-angular approaches for estimating bare soil surface roughness from spaceborne radar data," Can. J. Remote Sens., vol. 28, no. 5, pp. 641-652, Oct. 2002.
40. H. S. Srivastava et al., "Large-area soil moisture estimation using multiincidence-angle RADARSAT-1 SAR data," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 8, pp. 2528-2535, Aug. 2009.
41. I. Gherboudj et al., "Soil moisture retrieval over agricultural fields from multi-polarized and multi-angular RADARSAT-2 SAR data," Remote Sens. Environ., vol. 115, no. 1, pp. 33-43, Jan. 17, 2011.
42. M. Zribi and M. Dechambre, "A new empirical model to retrieve soil moisture and roughness from C-band radar data," Remote Sens. Environ., vol. 84, no. 1, pp. 42-52, Jan. 2003.
43. S. Paloscia, S. Pettinato, and E. Santi, "Combining L and X band SAR data for estimating biomass and soil moisture of agricultural fields," Eur. J. Remote Sens., vol. 45, no. 1, pp. 99-109, 2012.
44. R. Bindlish and A. P. Barros, "Multifrequency soil moisture inversion from SAR measurements with the use of IEM," Remote Sens. Environ., vol. 71, no. 1, pp. 67-88, Jan. 2000.
45. M. Zribi et al., "Backscattering behavior and simulation comparison over bare soils using SIR-C/X-SAR and ERASME 1994 data over Orgeval," Remote Sens. Environ., vol. 59, no. 2, pp. 256-266, Feb. 1997.
46. Y. Oh, K. Sarabandi, and F. T. Ulaby, "An empirical-model and an inversion technique for radar scattering from bare soil surfaces," IEEE Trans. Geosci. Remote Sens., vol. 30, no. 2, pp. 370-381, Mar. 1992.
47. J. C. Shi et al., "Estimation of bare surface soil moisture and surface roughness parameter using L-band SAR image data," IEEE Trans. Geosci. Remote Sens., vol. 35, no. 5, pp. 1254-1266, Sep. 1997.
48. K. S. Chen et al., "Interpretation of backscattering mechanisms from non-Gaussian correlated randomly rough surfaces," J. Electromagn. Waves Appl., vol. 20, no. 1, pp. 105-118, Jan. 2006.
49. A. K. Fung and N. C. Kuo, "Backscattering from multi-scale and exponentially correlated surfaces," J. Electromagn. Waves Appl., vol. 20, no. 1, pp. 3-11, Jan. 2006.
50. M. C. Dobson and F. Ulaby, "Microwave backscatter dependence on surface-roughness, soil-moisture, and soil texture-Part 3: Soil tension," IEEE Trans. Geosci. Remote Sens., vol. GE-19, no. 1, pp. 51-61, Jan. 1981.
51. I. M. Sobol, "Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates," Math. Comput. Simul., vol. 55, no. 1-3, pp. 271-280, Feb. 15, 2001.
52. M. Zribi, A. Gorrab, and N. Baghdadi, "A new soil roughness parameter for the modelling of radar backscattering over bare soil," Remote Sens. Environ., vol. 152, pp. 62-73, Sep. 2014.