117
Views
1
CrossRef citations to date
0
Altmetric
Research Articles

Stochastic bias correction for RADARSAT-2 soil moisture retrieved over vegetated areas

, & ORCID Icon
Pages 9190-9203 | Received 12 Jul 2021, Accepted 05 Dec 2021, Published online: 16 Dec 2021

References

  • Attema EPW, Ulaby FT. 1978. Vegetation modeled as a water cloud. Radio Sci. 13(2):357–364.
  • Baghdadi N, Gherboudj I, Zribi M, Sahebi M, King C, Bonn F. 2004. Semi-empirical calibration of the IEM backscattering model using radar images and moisture and roughness field measurements. Int J Remote Sens. 25(18):3593–3623.
  • Bauer-Marschallinger B, Freeman V, Cao S, Paulik C, Schaufler S, Stachl T, Modanesi S, Massari C, Ciabatta L, Brocca L, et al. 2019. Toward global soil moisture monitoring with Sentinel-1: Harnessing assets and overcoming obstacles. IEEE Trans Geosci Remote Sensing. 57(1):520–539.
  • Bindlish R, Barros AP. 2000. Multifrequency soil moisture inversion from SAR measurements with the use of IEM. Remote Sens Environ. 71(1):67–88.
  • Budhathoki S, Rokaya P, Lindenschmidt K-E, Davison B. 2020. A multi-objective calibration approach using in-situ soil moisture data for improved hydrological simulation of the Prairies. Hydrol Sci J. 65(4):638–649.
  • Chen KS, Tzong-Dar W, Leung T, Qin L, Jiancheng S, Fung AK. 2003. Emission of rough surfaces calculated by the integral equation method with comparison to three-dimensional moment method simulations. IEEE Transact Geosci Remote Sens. 41:90–101.
  • Davidson MWJ, Thuy Le T, Mattia F, Satalino G, Manninen T, Borgeaud M. 2000. On the characterization of agricultural soil roughness for radar remote sensing studies. IEEE Transact Geosci Remote Sens. 38:630–640.
  • Fung AK. 1994. Microwave scattering and emission models and their applications. Norwood, MA: Artech House.
  • Gherboudj I, Magagi R, Berg AA, Toth B. 2011. Soil moisture retrieval over agricultural fields from multi-polarized and multi-angular RADARSAT-2 SAR data. Remote Sens Environ. 115(1):33–43.
  • Hallikainen MT, Ulaby FT, Dobson MC, El-Rayes MA, Wu L. 1985. Microwave dielectric behavior of wet soil-Part 1: Empirical models and experimental observations. IEEE Trans Geosci Remote Sensing. GE-23(1):25–34.
  • Henry JB, Chastanet P, Fellah K, Desnos YL. 2006. Envisat multi‐polarized ASAR data for flood mapping. Int J Remote Sens. 27(10):1921–1929.
  • Jensen D, Reager JT, Zajic B, Rousseau N, Rodell M, Hinkley E. 2018. The sensitivity of US wildfire occurrence to pre-season soil moisture conditions across ecosystems. Environ Res Lett. 13(1):014021.
  • Kornelsen K, Coulibaly P. 2013. Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications. J Hydrol. 476:460–489.
  • Laur H, Bally P, Meadows P, Sanchez J, Schaettler B, Lopinto E, Esteban D. 2004. ERS SAR calibration. Derivation of the backscattering coefficient in ESA ERS SAR PRI products. ESA/ESRIN ES-TN-RS-PM-HL09, 2
  • Lee JH. 2021. Prediction of large-scale wildfires with the canopy stress index derived from soil moisture active passive. IEEE J Sel Top Appl Earth Obs Remote Sens. 14:2096–2102.
  • Lee JH, Ahn CK. 2019. Stochastic relaxation of nonlinear soil moisture ocean salinity (SMOS) soil moisture retrieval errors with maximal Lyapunov exponent optimization. Nonlinear Dyn. 95(1):653–667.
  • Lee JH, Zhao C, Kerr Y. 2017. Stochastic bias correction and uncertainty estimation of satellite-retrieved soil moisture products. Remote Sens. 9(8):847.
  • Lievens H, Verhoest NEC, De Keyser E, Vernieuwe H, Matgen P, Álvarez-Mozos J, De Baets B. 2011. Effective roughness modelling as a tool for soil moisture retrieval from C- and L-band SAR. Hydrol Earth Syst Sci. 15(1):151–162.
  • Merzouki A, McNairn H, Pacheco A. 2011. Mapping soil moisture using RADARSAT-2 data and local autocorrelation statistics. IEEE J Sel Top Appl Earth Observations Remote Sensing. 4(1):128–137.
  • Mirsoleimani HR, Sahebi MR, Baghdadi N, El Hajj M. 2019. Bare soil surface moisture retrieval from Sentinel-1 SAR data based on the calibrated IEM and Dubois models using neural networks. Sensors. 19(14):3209.
  • Niu G-Y, Yang Z-L, Mitchell KE, Chen F, Ek MB, Barlage M, Kumar A, Manning K, Niyogi D, Rosero E, et al. 2011. The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements. J Geophys Res. 116(D12). DOI:10.1029/2010JD015139
  • Notarnicola C, Angiulli M, Posa F. 2006. Use of radar and optical remotely sensed data for soil moisture retrieval over vegetated areas. IEEE Trans Geosci Remote Sens. 44:925–935.
  • Paloscia S, Pettinato S, Santi E, Notarnicola C, Pasolli L, Reppucci A. 2013. Soil moisture mapping using Sentinel-1 images: Algorithm and preliminary validation. Remote Sens Environ. 134:234–248.
  • Pauwels VRN, Hoeben R, Verhoest NEC, De Troch FP, Troch PA. 2002. Improvement of TOPLATS-based discharge predictions through assimilation of ERS-based remotely sensed soil moisture values. Hydrol Process. 16(5):995–1013.
  • Pierdicca N, Pulvirenti L, Bignami C. 2010. Soil moisture estimation over vegetated terrains using multitemporal remote sensing data. Remote Sens Environ. 114(2):440–448.
  • Sahebi MR, Angles J. 2010. An inversion method based on multi-angular approaches for estimating bare soil surface parameters from RADARSAT-1. Hydrol Earth Syst Sci. 14(11):2355–2366.
  • Seneviratne SI, Corti T, Davin EL, Hirschi M, Jaeger EB, Lehner I, Orlowsky B, Teuling AJ. 2010. Investigating soil moisture–climate interactions in a changing climate: A review. Earth Sci Rev. 99(3–4):125–161.
  • Seneviratne SI, Koster RD, Guo Z, Dirmeyer PA, Kowalczyk E, Lawrence D, Liu P, Mocko D, Lu C, Oleson KW, et al. 2006. Soil moisture memory in AGCM simulations: Analysis of Global Land–Atmosphere Coupling Experiment (GLACE) Data. J Hydrometeorol. 7(5):1090–1112.
  • Shi JC, Wang J, Hsu AY, Neill PEO, Engman ET. 1997. Estimation of bare surface soil moisture and surface roughness parameter using L-band SAR image data. IEEE Transact Geosci Remote Sens. 35:1254–1266.
  • Taylor CM, de Jeu RAM, Guichard F, Harris PP, Dorigo WA. 2012. Afternoon rain more likely over drier soils. Nature. 489(7416):423–426.
  • Tetlock E, Toth B, Berg A, Rowlandson T, Ambadan JT. 2019. An 11-year (2007–2017) soil moisture and precipitation dataset from the Kenaston Network in the Brightwater Creek basin, Saskatchewan, Canada. Earth Syst Sci Data. 11(2):787–796.
  • Ulaby F, Moore R, Fung A. 1982. Microwave remote sensing: Active and passive. Volume II: Radar remote sensing and surface scattering and emission theory. Microwave Remote Sensing, Boston, MA: Artech House.
  • van der Velde R, Su Z, van Oevelen P, Wen J, Ma Y, Salama MS. 2012. Soil moisture mapping over the central part of the Tibetan Plateau using a series of ASAR WS images. Remote Sens Environ. 120:175–187.
  • Verhoest NEC, De Baets B, Mattia F, Satalino G, Lucau C, Defourny P. 2007. A possibilistic approach to soil moisture retrieval from ERS synthetic aperture radar backscattering under soil roughness uncertainty. Water Resour Res. 43(7). DOI:10.1029/2006WR005295
  • Verhoest NEC, Lievens H, Wagner W, Álvarez-Mozos J, Moran MS, Mattia F. 2008. On the soil roughness parameterization problem in soil moisture retrieval of bare surfaces from synthetic aperture radar. Sensors (Basel). 8(7):4213–4248.
  • Wang J, Cao X, Chen J, Jia X. 2015. Assessment of multiple scattering in the reflectance of semiarid shrublands. IEEE Trans Geosci Remote Sensing. 53(9):4910–4921.
  • Zhu L, Walker JP, Shen X. 2020. Stochastic ensemble methods for multi-SAR-mission soil moisture retrieval. Remote Sens Environ. 251:112099.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.