Potential of probabilistic hydrometeorological approach for precipitation-based soil moisture estimation

Journal of Hydrologic Engineering

Volumn 20, Issue 4, 2015, Pages

  Das, Sarit Kumar ^a   Maity, Rajib ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Copula; Hydroclimatology; Hydrometeorology; Precipitation; Probabilistic modeling; Soil moisture; Temperature

Indexed keywords

ATMOSPHERIC TEMPERATURE; CLIMATE CHANGE; MOISTURE; PRECIPITATION (CHEMICAL); SOILS; TEMPERATURE;

COPULA; HYDRO CLIMATOLOGIES; HYDROMETEOROLOGY; METEOROLOGICAL VARIABLES; NEAR SURFACE AIR TEMPERATURE; PROBABILISTIC MODELING; PROBABILISTIC SIMULATION; SOIL MOISTURE ESTIMATION;

SOIL MOISTURE;

ESTIMATION METHOD; HYDROMETEOROLOGY; PRECIPITATION (CLIMATOLOGY); PROBABILITY; SOIL MOISTURE; SOIL TEXTURE; TEMPERATURE EFFECT;

INDIA;

EID: 84925302363     PISSN: 10840699     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)HE.1943-5584.0001034     Document Type: Article

References (81)

1. Agustí-Panareda, A., Balsamo, G., and Beljaars, A. (2010). "Impact of improved soil moisture on the ECMWF precipitation forecast in West Africa". Geophys. Res. Lett., 37(20), L20808.
2. Albergel, C., et al. (2013). "Monitoring multi-decadal satellite earth observation of soil moisture products through land surface reanalyses". Remote Sens. Environ., 138, 77-89.
3. Albergel, C., Brocca, L., Wagner, W., De Rosnay, P., and Calvet, J.-C. (2013). "Selection of performance metrics for global soil moisture products: The case for the ASCAT soil moisture product". Chapter 18, Remote sensing of energy fluxes and soil moisture content, George P. Petropoulos, ed., CRC Press, Boca Raton, FL, 427-444.
4. Ameriflux. (2013). "FLUXNET information: Vaira Ranch". (Oct. 28, 2013).
5. Arnold, J. G., Srinivasan, R., Muttiah, R. S., and Williams, J. R. (1998). "Large area hydrologic model and assessment. 1: Model development". J. Am. Water Resour. Assoc., 34(1), 73-89.
6. Bhoomi Sanrakshan Adhikari (BSA). (2011). "Detailed project report (D.P.R.): Integrated watershed management programme, Watershed-Manwar, Block-Kaptanganj, District-Basti (Uttar Pradesh)". Dept. of Land Development and Water Resources, Basti. (Feb. 28, 2012).
7. Bormann, H. (2012). "Assessing the soil texture-specific sensitivity of simulated soil moisture to projected climate change by SVAT modelling". Geoderma, 185-186, 73-83.
8. Brocca, L., et al. (2013). "Improving the representation of soil moisture by using a semi-analytical infiltration model". Hydrol. Processes, 28(4), 2103-2115.
9. Brocca, L., Zucco, G., Moramarco, T., and Morbidelli, R. (2013). "Developing and testing a long-term soil moisture dataset at the catchment scale". J. Hydrol., 490, 144-151.
10. Burnash, R. J. C., Ferral, R. L., and McGuire, R. A. (1973). "A generalized streamflow simulation system-Conceptual modeling for digital computers". Technical Rep., Joint Federal and State River Forecast Center, U.S. National Weather Service and California Dept. of Water Resources, Sacramento, 204.
11. Central Ground Water Board (CGWB). (2007). "Ground water information, Chittoor District, Andhra Pradesh". Ministry of Water Resources, Government of India, Southern Region, Hyderabad, India.
12. Central Ground Water Board (CGWB). (2009). "Ground water information booklet, Bhagalpur District, Bihar State". Ministry of Water Resources, Government of India, Mid-Eastern Region Patna, .
13. Chaitanya, S. K., and Chandrika, V. (2006). "Performance of Chickpea varieties under varied dates of sowing in Chittoor district of Andhra Pradesh". Legume Res., 29(2), 137-139.
14. Chowdhary, H., Escobar, L. A., and Singh, V. P. (2011). "Identification of suitable copulas for bivariate frequency analysis of flood peak and flood volume data". Hydrol. Res., 42(2-3), 193-216.
15. Das, S. K., and Maity, R. (2013). "Probabilistic simulation of surface soil moisture using hydrometeorological inputs". ISH J. Hydraul. Eng., 19(3), 227-234.
16. Deheuvels, P. (1981). "A Kolmogorov-Smirnov type test for independence and multivariate samples". Rev. Roum. Math. Pures Appl., 26(2), 213-226.
17. De Michele, C., and Salvadori, G. (2002). "On the derived flood frequency distribution: Analytical formulation and the influence of antecedent soil moisture condition". J. Hydrol., 262(1-4), 245-258.
18. Diodato, N., Brocca, L., Bellocchi, G., Fiorillo, F., and Guadagno, F. M. (2013). "Complexity-reduction modelling for assessing the macro-scale patterns of historical soil moisture in the Euro-Mediterranean region". Hydrol. Processes, 28(11), 3752-3760.
19. Dorigo, W. A., et al. (2012). "Evaluating global trends (1988-2010) in harmonized multi-satellite surface soil moisture". Geophys. Res. Lett., 39(18), L18405.
20. Dripps, W. R., and Bradbury, K. R. (2007). "A simple daily soil-water balance model for estimating the spatial and temporal distribution of groundwater recharge in temperate humid areas". Hydrogeol. J., 15(3), 433-444.
21. Drusch, M. (2007). "Initializing numerical weather prediction models with satellite-derived surface soil moisture: Data assimilation experiments with ECMWF's Integrated Forecast System and the TMI soil moisture data set". J. Geophys. Res., 112, D03102.
22. Ek, M. B., and Holtslag, A. A. M. (2004). "Influence of soil moisture on boundary layer cloud development". J. Hydrometeorol., 5(1), 86-99.
23. Entekhabi, D., Rodriguez-Iturbe, I., and Castelli, F. (1996). "Mutual interaction of soil moisture state and atmospheric processes". J. Hydrol., 184(1-2), 3-17.
24. Fan, Y., and van den Dool, H. (2004). "Climate prediction center global monthly soil moisture data set at 0.5 resolution for 1948 to present". J. Geophys. Res., 109, D10102.
25. Franchini, M., Galeati, G., and Lolli, M. (2005). "Analytical derivation of the flood frequency curve through partial duration series analysis and a probabilistic representation of the runoff coefficient". J. Hydrol., 303(1-4), 1-15.
26. Genest, C., Remillard, B., and Beaudoin, D. (2009). "Goodness-of-fit tests for copulas: A review and a power study". Insurance Math. Econ., 44(2), 199-213.
27. Ghawana, V. K., Shrivastava, J. N., and Kushwaha, K. S. (1997). "Some observations on fungal succession during decomposition of wool in soil". Mycoscience, 38(1), 79-81.
28. Ghosh, S. K., and Datta, N. P. (1974). "X-Ray investigation of clay minerals in the soils of West Bengal". Proc. Indian Natl. Sci. Acad., 40B(2), 138-150.
29. Gill, M. K., Asefa, T., Kemblowski, M. W., and McKee, M. (2006). "Soil moisture prediction using support vector machines". J. Am. Water Resour. Assoc., 42(4), 1033-1046.
30. Gioia, A., Iacobellis, V., Manfreda, S., and Fiorentino, M. (2008). "Runoff thresholds in derived flood frequency distributions". Hydrol. Earth Syst. Sci., 12(6), 1295-1307.
31. Global Climate Observing System (GCOS). (2010). "Implementation plan for the global climate observing system in support of the UNFCCC (2010 Update), GCOS-138". United Nations Environment Program and International Council for Science, World Meteorological Organization, Geneva.
32. Gochis, D. J., Shuttleworth, W. J., and Yang, Z.-L. (2003). "Hydrometeorological response of the modeled North American monsoon to convective parameterization". J. Hydrometeorol., 4(2), 235-250.
33. Huang, J., van den Dool, H. M., and Georgakakos, K. P. (1996). "Analysis of model calculated soil moisture over the United States (1931-1993) and Applications to long range temperature forecasts". J. Clim., 9(6), 1351-1362.
34. Iacobellis, V., Gioia, A., Manfreda, S., and Fiorentino, M. (2011). "Flood quantiles estimation based on theoretically derived distributions: Regional analysis in Southern Italy". Nat. Hazards Earth Syst. Sci., 11(3), 673-695.
35. Jiang, H., and Cotton, W. R. (2004). "Soil moisture estimation using an artificial neural network: A feasibility study". Can. J. Remote Sens., 30(5), 827-839.
36. Kao, S. C., and Govindaraju, S. C. (2008). "Trivariate statistical analysis of extreme rainfall events via the Plackett family of copulas". Water Resour. Res., 44(2), W02415.
37. Kendall, M. G. (1962). Rank correlation methods, 4th Ed., Griffin, London.
38. Kumar, R. (2010). "Ailing agricultural productivity in economically fragile region of India: An analysis of synergy between public investment and farmers' capacity". Research Rep., Indian Institute of Soil Science, Bhopal, India.
39. Lakhankar, T., Jones, A. S., Combs, C. S., Sengupta, M., Vonder Haar, T. H., and Khanbilvardi, R. (2010). "Analysis of large scale spatial variability of soil moisture using a geostatistical method". Sensors, 10(1), 913-932.
40. Ley, P. (1973). Quantitative aspects of psychological assessment, Barnes & Noble Books, London.
41. Liang, X., Wood, E. F., and Lettenmaier, D. P. (1996). "Surface soil moisture parameterization of the VIC-2L model: Evaluation and modification". Global and Planet. Change, 13(1-4), 195-206.
42. Loague, K. M., and Freeze, R. A. (1985). "A comparison of rainfall-runoff modeling techniques on small upland catchments". Water Resour. Res., 21(2), 229-248.
43. Maity, R., and Kashid, S. S. (2010). "Short-term basin-scale streamflow forecasting using large-scale coupled atmospheric oceanic circulation and local outgoing longwave radiation". J. Hydrometeorol., 11(2), 370-387.
44. Maity, R., and Kashid, S. S. (2011). "Importance analysis of local and global climate inputs for basin-scale streamflow prediction". Water Resour. Res., 47(11), W11504.
45. Maity, R., Meenu, R., and Govindaraju, R. S. (2013). "Identification of hydrologic drought triggers from hydro-climatic predictor variables". Water Resour. Res., 49(7), 4476-4492.
46. Maity, R., and Nagesh Kumar, D. (2008). "Probabilistic prediction of hydroclimatic variables with nonparametric quantification of uncertainty". J. Geophys. Res., 113, D14105.
47. Maity, R., Sharma, A., Nagesh Kumar, D., and Chanda, K. (2013). "Characterizing drought using the reliability-resilience-vulnerability concept". J. Hydrol. Eng., 10.1061/(ASCE)HE.1943-5584.0000639, 859-869.
48. Matalas, N. C., and Wallis, J. R. (1973). "EurekaI! It fits a Pearson Type3 Distribution". Water Resour. Res., 9(2), 281-289.
49. Milly, P. C. D. (2001). "A minimalist probabilistic description of root zone soil water". Water Resour. Res., 37(3), 457-463.
50. Mishra, A. (2007). A review on genesis and taxonomic classification of soils of Orissa, Government of Orissa, India, 53-56.
51. Mittelbach, H., and Seneviratne, S. I. (2012). "A new perspective on the spatio-temporal variability of soil moisture: Temporal dynamics versus time-invariant contributions". Hydrol. Earth Syst. Sci., 16(7), 2169-2179.
52. Nanda, R. L. (1978). "Use of photo interpretation technique for survey of highway material resources". J. Indian Soc. Photo-Interpretation, 6(2), 67-74.
53. Narasimhan, B., and Srinivasan, R. (2005). "Development and evaluation of soil moisture deficit index (smdi) and evapotranspiration deficit index (ETDI) for agricultural drought monitoring". Agric. For. Meteorol., 133, 69-88.
54. Nelsen, R. B. (2006). An introduction to Copulas, 2nd Ed., Springer, New York, 269.
55. New, M., Hulme, M., and Jones, P. (1999). "Representing Twentieth-Century space-time climate variability. I: Development of a 1961-90 mean monthly terrestrial climatology". J. Clim., 12(3), 829-856.
56. New, M., Hulme, M., and Jones, P. (2000). "Representing twentieth-century space-time climate variability. II: Development of 1901-96 monthly grids of terrestrial surface climate". J. Clim., 13(13), 2217-2238.
57. Ogden, F. L., and Saghafian, B. (1997). "Green and Ampt infiltration with redistribution". J. Irrig. Drain. Eng., 10.1061/(ASCE)0733-9437(1997)123:5(386), 386-393.
58. Oyedele, D. J., and Tijani, F. O. (2010). "Spatial and temporal variability of soil water content". Int. Agrophys., 24, 171-176.
59. Pandey, V., and Pandey, P. K. (2010). "Spatial and temporal variability of soil moisture". Int. J. Geosci., 1(02), 87-98.
60. Rao, N. H. (1998). "Grouping water storage properties of Indian soils for soil water balance model applications". Agric. Water Manage., 36(2), 99-109.
61. Ravelo, A. C., and Decker, W. L. (1979). "The probability distribution of a soil moisture index". Agric. Meteorol., 20(4), 301-312.
62. Robock, A., et al. (2000). "The global soil moisture data bank". Bull. Am. Meteorol. Soc., 81(6), 1281-1299.
63. Rodriguez-Iturbe, I., Porporato, A., Liao, F., and Ridolfi, L. (2001). "Plants in water-controlled ecosystem: Active role in hydrologic process and response to water stress, I. Scope and general outline". Adv. Water Resour., 24(7), 695-705.
64. Rosenbaum, U., et al. (2012). "Seasonal and event dynamics of spatial soil moisture patterns at the small catchment scale". Water Resour. Res., 48(10), W10544.
65. Salvadori, G., and De Michele, C. (2007). "On the use of copulas in hydrology: theory and practice". J. Hydrol. Eng., 10.1061/(ASCE)1084-0699(2007)12:4(369), 369-380.
66. Sarkar, M. A., Roy, S., Kole, R. K., and Chowdhury, A. (2001). "Persistence and metabolism of imidacloprid in different soils of West Bengal". Pest Manage. Sci., 57(7), 598-602.
67. Schmidt, T. (2006). Coping with copulas in Copulas: From theory to applications in finance, Risk Books, London.
68. Seneviratne, S. I., et al. (2010). "Investigating soil moisture-climate interactions in a changing climate: A review". Earth Sci. Rev., 99(3-4), 125-161.
69. Settin, T., Botter, G., Rodriguez-Iturbe, I., and Rinaldo, A. (2007). "Numerical studies on soil moisture distributions in heterogeneous catchments". Water Resour. Res., 43(5), W05425.
70. Shirpurkar, G. N., Sonawane, P. D., Wagh, M. P., and Patil, D. T. (2008). "Performance of wheat genotypes under restricted irrigation conditions". Agric. Sci. Digest, 28(1), 57-58.
71. Tessy, C. P., and Renuka, G. (2008). "Thermal diffusivity of soils in iso-hyperthermic temperature regime by harmonic analysis". Indian J. Radio Space Phys., 37, 360-365.
72. Teuling, A. J., et al. (2007). "Dry-end surface soil moisture variability during NAFE'06". Geophys. Res. Lett., 34, L17402.
73. Thomas, J., Kumar, B. M., Wahid, P. A., Kamalam, N. V., and Fisher, R. F. (1998). "Root competition for phosphorus between ginger and Ailanthus triphysa in Kerala, India". Agroforestry Syst., 41(3), 293-305.
74. Thornthwaite, C. W., and Mather, J. R. (1957). Instructions and tables for computing potential evapotranspiration and water balance, Laboratory of Climatology, Centerton, NJ, 185-311.
75. Todini, E. (1996). "The ARNO rainfall-runoff model". J. Hydrol., 175(1-4), 339-382.
76. Van Dam, J. C., et al. (1997). "Theory of SWAP version 2.0. Simulation of water flow, solute transport and plant growth in the soil-water-atmosphere-plant environment". Wageningen Agricultural Univ. and DLO Winand Staring Centre, The Netherlands.
77. Wagner, W., et al. (2012). "Fusion of active and passive microwave observations to create an essential climate variable data record on soil moisture". ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XXII ISPRS Congress, Vol. 1-7, ISPRS, Melbourne, Australia, 315-321.
78. Wei, L., Zhang, B., and Wang, M. (2007). "Effects of antecedent soil moisture on runoff and soil erosion in alley cropping system". Agric. Water Manage., 94(1-3), 54-62.
79. Wigneron, J. P., Calvet, J. C., Olioso, A., Chanzy, A., and Bertuzzy, P. (1999). "Estimating the root-zone soil moisture from the combined use of time series of surface soil moisture and SVAT modelling". Phys. Chem. Earth B, 24(7), 837-843.
80. Williams, C. J., McNamara, J. P., and Chadler, D. G. (2009). "Controls on the temporal and spatial variability of soil moisture in a mountainous landscape: The signature of snow and complex terrain". Hydrol. Earth Sci. Syst. Sci., 13(7), 1325-1336.
81. Young, R., Walker, J., Yeoh, N., Smith, A., Blett, K., Merlin, O., and Western, A. (2008). "Soil moisture and meteorological observations from the Murrumbidgee catchment". Dept. of Civil and Environmental Engineering, Univ. of Melbourne, Melbourne, Australia.