Abstract
Landslides are triggered by earthquakes, volcanoes, floods, and heavy continuous rainfall. For most types of slope failure, soil moisture plays a critical role because increased pore water pressure reduces the soil strength and increases stress. However, in-situ soil moisture profiles are rarely measured. To establish the soil moisture and landslide relationship, a qualitative comparison among soil moisture derived from AMSR-E, precipitation from TRMM and major landslide events was conducted. This study shows that it is possible to estimate antecedent soil moisture conditions using AMSR-E and TRMM satellite data in landslide prone areas. AMSR-E data show distinct annual patterns of soil moisture that reflect observed rainfall patterns from TRMM. Results also show enhanced AMSR-E soil moisture and TRMM rainfall prior to major landslide events in landslide prone regions of California, U.S.; Leyte, Philippines; and Dhading, Nepal.
Similar content being viewed by others
References
Abramson LW, Lee TS, Sharma S, Boyce GM (1996) Slope stability and stabilization methods. A Wiley-Interscience Publication, John Wiley & Sons Inc., NY
Acharya G, De Smedt F, Long NT (2006) Assessing landslide hazard in GIS: a case study from Rasuwa, Nepal. Bull Eng Geol Environ 65(1):99–107
Anderson SA, Sitar N (1995) Analysis of rainfall induced debris flows. J Geotech Eng 121(7):544–552
Arya LM, Richter JC, Paris JF (1983) Estimating profile water storage from surface zone soil moisture measurements under bare field conditions. Water Resour Res 19(2):403–412
Cashion J, Lakshmi V, Bosch D, Jackson TJ (2005) Microwave remote sensing of soil moisture: evaluation of the TRMM microwave imager (TMI) satellite for little river watershed Tifton, Georgia. J Hydrol 307:242–253
Choi M, Jacobs JM (in press) Soil moisture variability of root zone profiles within SMEX02 remote sensing footprints. Adv Water Resour doi:10.1016/j.advwatres.2006.07.007
Collins BD, Znidarcic D (2004) Stability analysis of rainfall induced landslides. J Geotechn Environ Eng 130(4):362–372
D’ Odorico P, Fagherazzi S (2003) A probabilistic model of rainfall-triggered shallow landslides in hollows: A long-term analysis. Water Resour Res 39(9):1262, doi:10.1029/2002WR001595
de Rosney P, Calvet JC, Kerr Y, Wigneron FL, Lemaitre F, Escorihuela MJ, Sabater JM, Saleh K, Barrie J, Bouhours G, Coret L, Cherel G, Dedieu G, Durbe R, Fritz NED, Froissard F, Hoedjes J, Kruszewski A, Lavenu F, Suquia D, Waldteufel P (2006) SMOSREX: A long term field campaign experiment for soil moisture and land surface processes remote sensing. Remote Sens Environ 102:377–389
de Vleeschauwer C, De Smedt F, (2002) Modeling slope stability using GIS on a regional scale, Proceedings of the first Geological Belgica International Meeting, Leuven, 11–15 September 2002. Aardkundige Mededelingen 12:253–256
Gao H, Wood EF, Jackson TJ, Drusch M, Bindlish R (2006) Using TRMM/TMI to retrieve surface soil moisture over the southern United States from 1998 to 2002. J Hydrometeorol 7:23–38
Hoffmann J (2005) The future of satellite remote sensing in hydrogeology. Hydrogeol J 13:247–250, doi: 10.1007/s10040-004-0409-2
Iverson RM (2000) Landslide triggering by rain infiltration. Water Resour Res 36(7):1897–1910
Jackson TJ (1980) Profile soil moisture from surface measurements. J Irrigation Drainage Div, Am Soc Civil Eng 106(IR2): 81–92
Jackson TJ, (1982) Passive microwave sensing of soil moisture under vegetation canopies. Water Resour Res 18(4):1137–1142
Jackson TJ, (1993) III Measuring surface soil moisture using passive microwave remote sensing. Hydrol process 7:139–152
Jackson TJ (2002) Remote sensing of soil moisture: implications for groundwater recharge. Hydrogeol J 10:40–51
Jackson TJ, Bindlish R, Gasiewski AJ, Stankov B, Njoku EG, Bosch D, Coleman TL, Laymon CA, Starks P (2005) Polarimetric scanning radiometer C- and X-band microwave observations during SMEX03. IEEE Trans Geosci Rem Sens 43(11):2418–2430
Jackson TJ, Hsu AY (2001) Soil moisture and TRMM microwave imager relationships in the Southern Great Plains 1999 (SGP99) experiment. IEEE Trans Geosci Rem Sens 39(8):1632–1642
Kerr YH, Waldteufel P, Wigneron JP, Martinuzzi JM, Font J, Berger M (2001) Soil moisture retrieval from space: The Soil Moisture and Ocean Salinity (SMOS) mission. IEEE Trans Geosci Rem Sens 30(8):1729–1735
Kummerow C, Barnes W, Koju T, Shiue J, Simpson J (1998) The Tropical Rainfall Measuring Mission (TRMM) sensor package. J Atmos Ocean Technol 15:809–817
Lacava T, Greco M, Di Leo EV, Martino G, Pergola N, Sannazzaro F, Tramutoli V (2005) Monitoring soil wetness variations by means of satellite passive microwave observations: the HYDROPTIMET study cases. Nat Hazard Earth Syst Sci 5:583–592
Lagmay AMA, Ong JBT, Fernandez DFD, Lapus MR, Rodolfo RS, Tengonciang MP, Soria JLA, Baliatan EG, Quimba ZL, Uichanco CL, Paguican MR, Remedio ARC, Lorenzo GRH, Valdivia W, Avila FB (2006) Scientists investigate recent Philippine Landslide, EOS Transaction, American Geophysical Union, 87(12)
Li L, Njoku EG, Chang PS, Germain KS (2004) A preliminary survey of radio-frequency interference over the U.S. in Aqua AMSR-E Data. IEEE Trans Geosci Rem Sens 42(2):380–390
Loew A, Ludwig R, Mauser W (2006) Derivation of surface soil moisture from ENVISAT ASAR wide swath and image mode data in agricultural areas. IEEE Trans Geosci Rem Sens 44(4):889–899
Montgomery DR, Dietrich WE (1994) A physically based model for the topographic control on shallow landsliding. Water Resour Res 30(4):1153–1171
Moran MS, Peters-Lidard CD, Watts JM, McElroy S (2004) Estimating soil moisture at the watershed scale with satellite-based radar and land surface models. Can J Rem Sens 30(5):808–826
Njoku EG, Chan SK (2006) Vegetation and surface roughness effects on AMSR-E land observations. Rem Sens Environ 100:190–199
Njoku EG, Jackson TJ, Koike T (2000) AMSR-E Science Data Validation Plan, version 2, 7/00, 76 pp
Njoku EG, Jackson TJ, Lakshmi V, Chan TK, Nghiem SV (2003) Soil moisture retrieval from AMSR-E. IEEE Trans Geosci Remote Sens 412(2):215–229
O’Loughlin EM (1986) Prediction of surface saturation zones in natural catchments by topographic analysis. Water Resour Res 22:794–804
Ray RL (2004) Slope stability analysis using GIS on a Regional Scale: a case study from Dhading, Nepal. MSc. thesis in Physical Land Resources, Vrije Universiteit Brussel, 98 pp
Reid ME, Brien DL, LaHusen RG, Roering JJ, de la Fuente J, Ellen SD (2003) Debris-flow initiation from large, slow-moving landslides. In: Rickenmann D, Chen CL (eds) Debris-Flow Hazards Mitigation: Mechanics, Prediction, and Assessement Millpress, Rotterdam, ISBN 90 77017 78X
Reutov EA, Shutko AM (1991) Estimation of the water table using remote microwave radiometer measurements. Soviet J Rem Sens 9(2):315–327
Reutov EA, Shutko AM (1992) Estimation of the depth to a shallow water table using microwave radiometry. Int J Remote Sens 13:2223–2232
Rosso R, Rulli MC, Vannucchi G (2006) A physically based model for the hydrologic control on shallow landsliding. Water Resour Res 42: W06410, doi:10.1029/2005WR004369
Schmugge T, Jackson TJ (1994) Mapping surface soil moisture with microwave radiometers. Meteorol Atmos Phys 54:213–223
Scipal K, Scheffler C, Wagner W (2005) Soil moisture runoff relation at the catchment scale as observed with coarse resolution microwave remote sensing. Hydrol Earth Syst Sci 9:173–183
Sidle RC, Ochiai H (2006) Landslides: Processes, Prediction, and Land Use. American Geophysical Union, Water Resources Monograph 18, 312 pp
Spittler TE, Wagner DL, (1998) Geology and slope stability along highway 50. Califor Geol 51(3):3–14
Teng WL, Wang JR, Doraiswamy PC (1993) Relationship between microwave radiometric data, antecedent precipitation index, and regional soil moisture. Int J Remote Sens 14(13):2483–2500
Van Westen CJ, Trelirn TJ (1996) An approach towards deterministic landslide hazard analysis in GIS: a case study from Manizales (Colombia). Earth Surf Process Landforms 21:853–868
Walker JP, Houser PR, Willgoose GR (2004) Active microwave remote sensing for soil moisture measurement: a field evaluation using ERS-2. Hydrol Process 18:1975–1997
Acknowledgements
This work was supported by NASA Headquarters under the Earth System Science Fellowship Grant NNG05GP66H.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Ray, R.L., Jacobs, J.M. Relationships among remotely sensed soil moisture, precipitation and landslide events. Nat Hazards 43, 211–222 (2007). https://doi.org/10.1007/s11069-006-9095-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11069-006-9095-9