Performance of Drought Indices for Ecological, Agricultural, and Hydrological Applications

Sergio M. Vicente-Serrano Instituto Pirenaico de Ecología, Consejo Superior de Investigaciones Científicas, Zaragoza, Spain

Search for other papers by Sergio M. Vicente-Serrano in
Current site
Google Scholar
PubMed
Close
,
Santiago Beguería Estación Experimental de Aula Dei, Consejo Superior de Investigaciones Científicas, Zaragoza, Spain

Search for other papers by Santiago Beguería in
Current site
Google Scholar
PubMed
Close
,
Jorge Lorenzo-Lacruz Instituto Pirenaico de Ecología, Consejo Superior de Investigaciones Científicas, Zaragoza, Spain

Search for other papers by Jorge Lorenzo-Lacruz in
Current site
Google Scholar
PubMed
Close
,
Jesús Julio Camarero ARAID-Instituto Pirenaico de Ecología, Consejo Superior de Investigaciones Científicas, Zaragoza, Spain

Search for other papers by Jesús Julio Camarero in
Current site
Google Scholar
PubMed
Close
,
Juan I. López-Moreno Instituto Pirenaico de Ecología, Consejo Superior de Investigaciones Científicas, Zaragoza, Spain

Search for other papers by Juan I. López-Moreno in
Current site
Google Scholar
PubMed
Close
,
Cesar Azorin-Molina Instituto Pirenaico de Ecología, Consejo Superior de Investigaciones Científicas, Zaragoza, Spain

Search for other papers by Cesar Azorin-Molina in
Current site
Google Scholar
PubMed
Close
,
Jesús Revuelto Instituto Pirenaico de Ecología, Consejo Superior de Investigaciones Científicas, Zaragoza, Spain

Search for other papers by Jesús Revuelto in
Current site
Google Scholar
PubMed
Close
,
Enrique Morán-Tejeda Instituto Pirenaico de Ecología, Consejo Superior de Investigaciones Científicas, Zaragoza, Spain

Search for other papers by Enrique Morán-Tejeda in
Current site
Google Scholar
PubMed
Close
, and
Arturo Sanchez-Lorenzo Institute for Atmospheric and Climate Science, ETH Zurich, Zurich, Switzerland

Search for other papers by Arturo Sanchez-Lorenzo in
Current site
Google Scholar
PubMed
Close
Restricted access

Abstract

In this study, the authors provide a global assessment of the performance of different drought indices for monitoring drought impacts on several hydrological, agricultural, and ecological response variables. For this purpose, they compare the performance of several drought indices [the standardized precipitation index (SPI); four versions of the Palmer drought severity index (PDSI); and the standardized precipitation evapotranspiration index (SPEI)] to predict changes in streamflow, soil moisture, forest growth, and crop yield. The authors found a superior capability of the SPEI and the SPI drought indices, which are calculated on different time scales than the Palmer indices to capture the drought impacts on the aforementioned hydrological, agricultural, and ecological variables. They detected small differences in the comparative performance of the SPI and the SPEI indices, but the SPEI was the drought index that best captured the responses of the assessed variables to drought in summer, the season in which more drought-related impacts are recorded and in which drought monitoring is critical. Hence, the SPEI shows improved capability to identify drought impacts as compared with the SPI. In conclusion, it seems reasonable to recommend the use of the SPEI if the responses of the variables of interest to drought are not known a priori.

Corresponding author address: Sergio M. Vicente-Serrano, Instituto Pirenaico de Ecología, Consejo Superior de Investigaciones Científicas (IPE-CSIC), Campus de Aula Dei, P.O. Box 13034, E-50059 Zaragoza, Spain. E-mail address: svicen@ipe.csic.es

Abstract

In this study, the authors provide a global assessment of the performance of different drought indices for monitoring drought impacts on several hydrological, agricultural, and ecological response variables. For this purpose, they compare the performance of several drought indices [the standardized precipitation index (SPI); four versions of the Palmer drought severity index (PDSI); and the standardized precipitation evapotranspiration index (SPEI)] to predict changes in streamflow, soil moisture, forest growth, and crop yield. The authors found a superior capability of the SPEI and the SPI drought indices, which are calculated on different time scales than the Palmer indices to capture the drought impacts on the aforementioned hydrological, agricultural, and ecological variables. They detected small differences in the comparative performance of the SPI and the SPEI indices, but the SPEI was the drought index that best captured the responses of the assessed variables to drought in summer, the season in which more drought-related impacts are recorded and in which drought monitoring is critical. Hence, the SPEI shows improved capability to identify drought impacts as compared with the SPI. In conclusion, it seems reasonable to recommend the use of the SPEI if the responses of the variables of interest to drought are not known a priori.

Corresponding author address: Sergio M. Vicente-Serrano, Instituto Pirenaico de Ecología, Consejo Superior de Investigaciones Científicas (IPE-CSIC), Campus de Aula Dei, P.O. Box 13034, E-50059 Zaragoza, Spain. E-mail address: svicen@ipe.csic.es
Save
  • Abramopoulos, F., C. Rosenzweig, and B. Choudhury, 1988: Improved ground hydrology calculations for global climate models (GCMs): Soil water movement and evapotranspiration. J. Climate, 1, 921941.

    • Search Google Scholar
    • Export Citation
  • Adams, H. D., M. Guardiola-Claramonte, G. A. Barron-Gafford, J. C. Villegas, D. D. Breshears, C. B. Zou, P. A. Troch, and T. E. Huxman, 2009: Temperature sensitivity of drought-induced tree mortality portends increased regional die-off under global-change-type drought. Proc. Natl. Acad. Sci. USA, 106, 70637066.

    • Search Google Scholar
    • Export Citation
  • Akinremi, O. O., S. M. Mcginn, and A. G. Barr, 1996: Evaluation of the Palmer drought index on the Canadian prairies. J. Climate, 9, 897905.

    • Search Google Scholar
    • Export Citation
  • Allen, C. D., and Coauthors, 2010: A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests. For. Ecol. Manage., 259, 660684.

    • Search Google Scholar
    • Export Citation
  • Alley, W. M., 1984: The Palmer drought severity index: Limitations and applications. J. Appl. Meteor., 23, 11001109.

  • Alley, W. M., 1985: Palmer drought severity index as a measure of hydrologica drought. Water Resour. Bull., 21, 105114.

  • Anderson, M. C., C. Hain, B. Wardlow, A. Pimstein, J. R. Mecikalski, and W. P. Kustas, 2011: Evaluation of drought indices based on thermal remote sensing of evapotranspiration over the continental United States. J. Climate, 24, 20252044.

    • Search Google Scholar
    • Export Citation
  • Barber, V. A., G. P. Juday, and B. P. Finney, 2000: Reduced growth of Alaskan white spruce in the twentieth century from temperature-induced drought stress. Nature, 405, 668673.

    • Search Google Scholar
    • Export Citation
  • Barua, S., A. W. M. Ng, and B. J. C. Perera, 2011: Comparative evaluation of drought indexes: Case study on the Yarra River catchment in Australia. J. Water Resour. Plann. Manage., 137, 215226.

    • Search Google Scholar
    • Export Citation
  • Burton, I., R. W. Kates, and G. F. White, 1978: The Environment as Hazard. Oxford University Press, 240 pp.

  • Cai, W., and T. Cowan, 2008: Evidence of impacts from rising temperature on inflows to the Murray-Darling Basin. Geophys. Res. Lett., 35, L07701, doi:10.1029/2008GL033390.

    • Search Google Scholar
    • Export Citation
  • Camarero, J. J., C. Bigler, J. C. Linares, and E. Gil-Pelegrín, 2011: Synergistic effects of past historical logging and drought on the decline of Pyrenean silver fir forests. For. Ecol. Manage., 262, 759769.

    • Search Google Scholar
    • Export Citation
  • Carnicer, J., M. Coll, M. Ninyerola, X. Pons, G. Sánchez, and J. Peñuelas, 2011: Widespread crown condition decline, food web disruption, and amplified tree mortality with increased climate change-type drought. Proc. Natl. Acad. Sci. USA, 108, 14741478.

    • Search Google Scholar
    • Export Citation
  • Chaves, M. M., J. P. Maroco, and J. S. Pereira, 2003: Understanding plant responses to drought—From genes to the whole plant. Funct. Plant Biol., 30, 239264.

    • Search Google Scholar
    • Export Citation
  • Ciais, P., and Coauthors, 2005: Europe-wide reduction in primary productivity caused by the heat and drought in 2003. Nature, 437, 529533.

    • Search Google Scholar
    • Export Citation
  • Cook, E. R., and L. A. Kairiukstis, 1990: Methods of Dendrochronology: Applications in the Environmental Sciences. Kluwer Academic, 408 pp.

  • Copenheaver, C. A., C. J. Crawford, and T. M. Fearer, 2011: Age-specific responses to climate identified in the growth of Quercus alba. Trees Struct. Funct., 25, 647653.

    • Search Google Scholar
    • Export Citation
  • Dai, A., 2011: Characteristics and trends in various forms of the Palmer Drought Severity Index during 1900–2008. J. Geophys. Res., 116, D12115, doi:10.1029/2010JD015541.

    • Search Google Scholar
    • Export Citation
  • Dai, A., K. E. Trenberth, and T. Qian, 2004: A global dataset of Palmer drought severity index for 1870–2002: Relationship with soil moisture and effects of surface warming. J. Hydrometeor., 5, 11171130.

    • Search Google Scholar
    • Export Citation
  • Dai, A., T. Qian, K. E. Trenberth, and J. D. Milliman, 2009: Changes in continental freshwater discharge from 1948–2004. J. Climate, 22, 27732791.

    • Search Google Scholar
    • Export Citation
  • Donohue, R. J., T. R. McVicar, and M. L. Roderick, 2010: Assessing the ability of potential evaporation formulations to capture the dynamics in evaporative demand within a changing climate. J. Hydrol., 386, 186197.

    • Search Google Scholar
    • Export Citation
  • Dorigo, W. A., and Coauthors, 2011: The International Soil Moisture Network: A data hosting facility for global in situ soil moisture measurements. Hydrol. Earth Syst. Sci., 15, 16751698.

    • Search Google Scholar
    • Export Citation
  • Drobyshev, I., M. Niklasson, and H. W. Linderholm, 2012: Agricultural forest fire activity in Sweden: Climatic controls and geographical patterns in 20th century. Agric. For. Meteor., 154–155, 174186.

    • Search Google Scholar
    • Export Citation
  • Edwards, D. C., and T. B. McKee, 1997: Characteristics of 20th century drought in the United States at multiple time scales. Colorado State University Department of Atmospheric Science Climo Rep. 97-2, 155 pp.

  • Fiorillo, F., and F. M. Guadagno, 2010: Karst spring discharges analysis in relation to drought periods, using the SPI. Water Resour. Manage., 24, 18671884.

    • Search Google Scholar
    • Export Citation
  • Fritts, H. C., 1976: Tree Rings and Climate. Blackburn Press, 567 pp.

  • Grissino-Mayer, H. D., and H. C. Fritts, 1997: The International Tree-Ring Data Bank: An enhanced global database serving the global scientific community. Holocene, 7, 235238.

    • Search Google Scholar
    • Export Citation
  • Guttman, N. B., 1998: Comparing the Palmer drought index and the standardized precipitation index. J. Amer. Water Resour. Assoc., 34, 113121.

    • Search Google Scholar
    • Export Citation
  • Guttman, N. B., 1999: Accepting the standardized precipitation index: A calculation algorithm. J. Amer. Water Resour. Assoc., 35, 311322.

    • Search Google Scholar
    • Export Citation
  • Guttman, N. B., J. R. Wallis, and J. R. M. Hosking, 1992: Spatial comparability of the Palmer drought severity index. Water Resour. Bull., 28, 11111119.

    • Search Google Scholar
    • Export Citation
  • Hannaford, J., B. Lloyd-Hughes, C. Keef, S. Parry, and C. Prudhomme, 2011: Examining the large-scale spatial coherence of European drought using regional indicators of precipitation and streamflow deficit. Hydrol. Proc., 25, 11461162.

    • Search Google Scholar
    • Export Citation
  • Hayes, M., M. Svoboda, N. Wall, and M. Widhalm, 2011: The Lincoln declaration on drought indices: Universal meteorological drought index recommended. Bull. Amer. Meteor. Soc., 92, 485488.

    • Search Google Scholar
    • Export Citation
  • Heddinghaus, T. R., and P. Sabol, 1991. A review of the Palmer drought severity index and where do we go from here? Proc. Seventh Conf. on Applied Climatology, Salt Lake City, UT, Amer. Meteor. Soc., 242–246.

  • Heim, R. R., 2002: A review of twentieth-century drought indices used in the United States. Bull. Amer. Meteor. Soc., 83, 11491165.

  • Ji, L., and A. J. Peters, 2003: Assessing vegetation response to drought in the northern Great Plains using vegetation and drought indices. Remote Sens. Environ., 87, 8598.

    • Search Google Scholar
    • Export Citation
  • Karl, T. R., 1983: Some spatial characteristics of drought duration in the United States. J. Climate Appl. Meteor., 22, 13561366.

  • Karl, T. R., 1986: The sensitivity of the Palmer drought severity index and the Palmer Z index to their calibration coefficients including potential evapotranspiration. J. Climate Appl. Meteor., 25, 7786.

    • Search Google Scholar
    • Export Citation
  • Karl, T. R., F. Quinlan, and D. D. Ezell, 1987: Drought termination and amelioriation: Its climatological probability. J. Climate Appl. Meteor., 26, 11981209.

    • Search Google Scholar
    • Export Citation
  • Kempes, C. P., O. B. Myers, D. D. Breshears, and J. J. Ebersole, 2008: Comparing response of Pinus edulis tree-ring growth to five alternate moisture indices using historic meteorological data. J. Arid Environ., 72, 350357.

    • Search Google Scholar
    • Export Citation
  • Keyantash, J., and J. Dracup, 2002: The quantification of drought: An evaluation of drought indices. Bull. Amer. Meteor. Soc., 83, 11671180.

    • Search Google Scholar
    • Export Citation
  • Khan, S., H. F. Gabriel, and T. Rana, 2008: Standard precipitation index to track drought and assess impact of rainfall on watertables in irrigation areas. Irrig. Drain. Syst., 22, 159177.

    • Search Google Scholar
    • Export Citation
  • Lespinas, F., W. Ludwig, and S. Heussner, 2010: Impact of recent climate change on the hydrology of coastal Mediterranean rivers in Southern France. Climatic Change, 99, 425456.

    • Search Google Scholar
    • Export Citation
  • Liang, S., S. Ge, L. Wan, and J. Zhang, 2010: Can climate change cause the Yellow River to dry up? Water Resour. Res., 46, W02505, doi:10.1029/2009WR007971.

    • Search Google Scholar
    • Export Citation
  • Linares, J. C., and J. J. Camarero, 2011: From pattern to process: Linking intrinsic water-use efficiency to drought-induced forest decline. Global Change Biol., 18, 10001015, doi:10.1111/j.1365-2486.2011.02566.x.

    • Search Google Scholar
    • Export Citation
  • Littell, J. S., D. Mckenzie, D. L. Peterson, and A. L. Westerling, 2009: Climate and wildfire area burned in western U.S. ecoprovinces, 1916-2003. Ecol. Appl., 19, 10031021.

    • Search Google Scholar
    • Export Citation
  • Lobell, D. B., W. Schlenker, and J. Costa-Roberts, 2011: Trends and global crop production since 1980. Science, 333, 616620, doi:10.1126/science.1204531.

    • Search Google Scholar
    • Export Citation
  • López-Moreno, J. I., and S. M. Vicente-Serrano, 2008: Positive and negative phases of the wintertime North Atlantic Oscillation and drought occurrence over Europe: A multitemporal-scale approach. J. Climate, 21, 12201243.

    • Search Google Scholar
    • Export Citation
  • Lorenzo-Lacruz, J., S. M. Vicente-Serrano, J. I. López-Moreno, S. Beguería, J. M. García-Ruiz, and J. M. Cuadrat, 2010: The impact of droughts and water management on various hydrological systems in the headwaters of the Tagus River (central Spain). J. Hydrol., 386, 1326.

    • Search Google Scholar
    • Export Citation
  • Lotsch, A., M. A. Friedl, B. T. Anderson, and C. J. Tucker, 2003: Coupled vegetation-precipitation variability observed from satellite and climate records. Geophys. Res. Lett., 30, 1774, doi:10.1029/2003GL017506.

    • Search Google Scholar
    • Export Citation
  • Martínez-Villalta, J., B. C. López, N. Adell, L. Badiella, and M. Ninyerola, 2008: Twentieth century increase of Scots pine radial growth in NE Spain shows strong climate interactions. Global Change Biol., 14, 28682881.

    • Search Google Scholar
    • Export Citation
  • Mavromatis, T., 2007: Drought index evaluation for assessing future wheat production in Greece. Int. J. Climatol., 27, 911924.

  • McAuliffe, J. R., and E. P. Hamerlynck, 2010: Perennial plant mortality in the Sonoran and Mojave deserts in response to severe, multi-year drought. J. Arid Environ., 74, 885896.

    • Search Google Scholar
    • Export Citation
  • McKee, T. B. N., J. Doesken, and J. Kleist, 1993: The relationship of drought frequency and duration to time scales. Proc. Eight Conf. on Applied Climatology. Anaheim, CA, Amer. Meteor. Soc. 179–184.

  • Meko, D., E. R. Cook, D. W. Stahle, C. W. Stockton, and M. K. Hughes, 1993: Spatial patterns of tree-growth anomalies in the United States and southeastern Canada. J. Climate, 6, 17731786.

    • Search Google Scholar
    • Export Citation
  • Mishra, A. K., and V. P. Singh, 2010: A review of drought concepts. J. Hydrol., 391, 202216.

  • Mitchell, T. D., and P. D. Jones, 2005: An improved method of constructing a database of monthly climate observations and associated high resolution grids. Int. J. Climatol., 25, 693712.

    • Search Google Scholar
    • Export Citation
  • Orwig, D. A., and M. D. Abrams, 1997: Variation in radial growth responses to drought among species, site, and canopy strata. Trees Struct. Funct., 11, 474484.

    • Search Google Scholar
    • Export Citation
  • Palmer, W. C., 1965: Meteorological droughts. U.S. Department of Commerce Weather Bureau Research Paper 45, 58 pp.

  • Pasho, E., J. Julio Camarero, M. de Luis, and S. M. Vicente-Serrano, 2011: Impacts of drought at different time scales on forest growth across a wide climatic gradient in north-eastern Spain. Agric. For. Meteor., 151, 18001811.

    • Search Google Scholar
    • Export Citation
  • Paulo, A. A., and L. S. Pereira, 2006: Drought concepts and characterization: Comparing drought indices applied at local and regional scales. Water Int., 31, 3749.

    • Search Google Scholar
    • Export Citation
  • Piovesan, G., F. Biondi, A. Di Filippo, A. Alessandrini, and M. Maugeri, 2008: Drought-driven growth reduction in old beech (Fagus sylvatica L.) forests of the central Apennines, Italy. Global Change Biol., 14, 12651281.

    • Search Google Scholar
    • Export Citation
  • Potop, V., 2011: Evolution of drought severity and its impact on corn in the Republic of Moldova. Theor. Appl. Climatol., 105, 469483.

    • Search Google Scholar
    • Export Citation
  • Quiring, S. M., 2009: Developing objective operational definitions for monitoring drought. J. Appl. Meteor. Climatol., 48, 12171229.

  • Quiring, S. M., and T. N. Papakryiakou, 2003: An evaluation of agricultural drought indices for the Canadian prairies. Agric. For. Meteor., 118, 4962.

    • Search Google Scholar
    • Export Citation
  • Quiring, S. M., and S. Ganesh, 2010: Evaluating the utility of the vegetation condition index (VCI) for monitoring meteorological drought in Texas. Agric. For. Meteor., 150, 330339.

    • Search Google Scholar
    • Export Citation
  • Redmond, K. T., 2002: The depiction of drought. Bull. Amer. Meteor. Soc., 83, 11431147.

  • Robock, A., K. Y. Vinnikov, G. Srinivasan, J. K. Entin, S. E. Hollinger, N. A. Speranskaya, S. Liu, and A. Namkhai, 2000: The Global Soil Moisture Data Bank. Bull. Amer. Meteor. Soc., 81, 12811299.

    • Search Google Scholar
    • Export Citation
  • Scian, B., and M. Donnari, 1997: Retrospective analysis of the palmer drought severity index in the semi-arid Pampas region, Argentina. Int. J. Climatol., 17, 313322.

    • Search Google Scholar
    • Export Citation
  • Shukla, S., A. C. Steinemann, and D. P. Lettenmaier, 2011: Drought monitoring for Washington State: Indicators and applications. J. Hydrometeor., 12, 6683.

    • Search Google Scholar
    • Export Citation
  • Sims, A. P., D. D. S. Nigoyi, and S. Raman, 2002: Adopting indices for estimating soil moisture: A North Carolina case study. Geophys. Res. Lett., 29, 1183, doi:10.1029/2001GL013343.

    • Search Google Scholar
    • Export Citation
  • Sivakumar, M. V. K., R. P. Motha, D. A. Wilhite, and D. A. Wood, Eds., 2010: Agricultural Drought Indices: Proceedings of an Expert Meeting. 2World Meteorological Organization, 219 pp.

  • Smith, K., and M. B. Richman, 1993: Recent hydroclimatic fluctuations and their effects on water resources in Illinois. Climatic Change, 24, 249269.

    • Search Google Scholar
    • Export Citation
  • Solomon, S., D. Qin, M. Manning, M. Marquis, K. Averyt, M. M. B. Tignor, H. L. Miller Jr., and Z. Chen, Eds., 2007: Climate Change 2007: The Physical Science Basis. Cambridge University Press, 996 pp.

  • Soulé, P. T., 1992: Spatial patterns of drought frequency and duration in the contiguous USA based on multiple drought event definitions. Int. J. Climatol., 12, 1124.

    • Search Google Scholar
    • Export Citation
  • Steinemann, A., 2003: Drought indicators and triggers: A stochastic approach to evaluation. J. Amer. Water Resour. Assoc., 39, 12171233.

    • Search Google Scholar
    • Export Citation
  • Svoboda, M., and Coauthors, 2002: The drought monitor. Bull. Amer. Meteor. Soc., 83, 11811190.

  • Szalai, S., C. S. Szinell, and J. Zoboki, 2000: Drought monitoring in Hungary. Early Warning Systems for Drought Preparedness and Drought Management, World Meteorological Organization, 182–199.

  • Tang, C., and T. C. Piechota, 2009: Spatial and temporal soil moisture and drought variability in the upper Colorado River basin. J. Hydrol., 379, 122135.

    • Search Google Scholar
    • Export Citation
  • Vasiliades, L., A. Loukas, and N. Liberis, 2011: A water balance derived drought index for Pinios River basin, Greece. Water Resour. Manage., 25, 10871101.

    • Search Google Scholar
    • Export Citation
  • Vergni, L., and F. Todisco, 2011: Spatio-temporal variability of precipitation, temperature and agricultural drought indices in central Italy. Agric. For. Meteor., 151, 301313.

    • Search Google Scholar
    • Export Citation
  • Vicente-Serrano, S. M., 2006: Differences in spatial patterns of drought on different time scales: An analysis of the Iberian Peninsula. Water Resour. Manage., 20, 3760.

    • Search Google Scholar
    • Export Citation
  • Vicente-Serrano, S. M., 2007: Evaluating the impact of drought using remote sensing in a Mediterranean, semi-arid region. Nat. Hazards, 40, 173208.

    • Search Google Scholar
    • Export Citation
  • Vicente-Serrano, S. M., and J. I. López-Moreno, 2005: Hydrological response to different time scales of climatological drought: An evaluation of the standardized precipitation index in a mountainous Mediterranean basin. Hydrol. Earth Syst. Sci., 9, 523533.

    • Search Google Scholar
    • Export Citation
  • Vicente-Serrano, S. M., J. M. Cuadrat, and A. Romo, 2006: Early prediction of crop productions using drought indices at different time scales and remote sensing data: Application in the Ebro valley (north-east Spain). Int. J. Remote Sens., 27, 511518.

    • Search Google Scholar
    • Export Citation
  • Vicente-Serrano, S. M., S. Beguería, and J. I. López-Moreno, 2010a: A multiscalar drought index sensitive to global warming: The standardized precipitation evapotranspiration index. J. Climate, 23, 16961718.

    • Search Google Scholar
    • Export Citation
  • Vicente-Serrano, S. M., S. Beguería, J. I. López-Moreno, M. Angulo, and A. El Kenawy, 2010b: A new global 0.5° gridded dataset (1901-2006) of a multiscalar drought index: Comparison with current drought index datasets based on the Palmer drought severity index. J. Hydrometeor., 11, 10331043.

    • Search Google Scholar
    • Export Citation
  • Vicente-Serrano, S. M., T. Lasanta, and C. Gracia, 2010c: Aridification determines changes in leaf activity in Pinus halepensis forests under semiarid Mediterranean climate conditions. Agric. For. Meteor., 150, 614628.

    • Search Google Scholar
    • Export Citation
  • Vicente-Serrano, S. M., S. Beguería, and J. I. López-Moreno, 2011: Comment on “Characteristics and trends in various forms of the Palmer Drought Severity Index (PDSI) during 1900–2008” by Aiguo Dai. J. Geophys. Res., 116, D19112, doi:10.1029/2011JD016410.

    • Search Google Scholar
    • Export Citation
  • Vicente-Serrano, S. M., J. I. López-Moreno, S. Beguería, J. Lorenzo-Lacruz, C. Azorin-Molina, and E. Morán-Tejeda, 2012: Accurate computation of a streamflow drought index. J. Hydrol. Eng., 17, 318332, doi:10.1061/(ASCE)HE.1943-5584.0000433.

    • Search Google Scholar
    • Export Citation
  • Webb, R. S., C. E. Rosenzweig, and E. R. Levine, 1993: Specifying land surface characteristics in general circulation models: Soil profile data set and derived water-holding capacities. Global Biogeochem. Cycles, 7, 97108.

    • Search Google Scholar
    • Export Citation
  • Weber, L., and L. C. Nkemdirim, 1998: The Palmer drought severity index revisited. Geogr. Ann., 80A, 153172.

  • Wells, N., S. Goddard, and M. J. Hayes, 2004: A self-calibrating Palmer drought severity index. J. Climate, 17, 23352351.

  • Wilhite, D. A., 1993: Drought Assessment, Management and Planning: Theory and Case Studies. Kluwer, 293 pp.

  • Wilhite, D. A., 1996: A methodology for drought preparedness. Nat. Hazards, 13, 229252.

  • Wilhite, D. A., 2000: Drought as a natural hazard: Concepts and definitions. Drought: A Global Assessment, D. Wilhite, Ed., Vol. 1, Taylor and Francis, 3–18.

  • Wilhite, D. A., M. D. Svoboda, and M. J. Hayes, 2007: Understanding the complex impacts of drought: A key to enhancing drought mitigation and preparedness. Water Resour. Manage., 21, 763774, doi:10.1007/s11269-006-9076-5.

    • Search Google Scholar
    • Export Citation
  • Yang, Z., and Q. Liu, 2011: Response of streamflow to climate changes in the Yellow River basin, China. J. Hydrometeor., 12, 11131126.

    • Search Google Scholar
    • Export Citation
  • Yulianti, J. S., and D. H. Burn, 1998: Investigating links between climatic warming and low streamflow in the prairies region of Canada. Can. Water Resour. J., 23, 4560.

    • Search Google Scholar
    • Export Citation
  • Zhai, J., B. Su, V. Krysanova, T. Vetter, C. Gao, and T. Jiang, 2010: Spatial variation and trends in PDSI and SPI indices and their relation to streamflow in 10 large regions of China. J. Climate, 23, 649663.

    • Search Google Scholar
    • Export Citation
  • Zhao, M., and S. W. Running, 2010: Drought-induced reduction in global terrestrial net primary production from 2000 through 2009. Science, 329, 940943.

    • Search Google Scholar
    • Export Citation
All Time Past Year Past 30 Days
Abstract Views 0 0 0
Full Text Views 15639 6050 1521
PDF Downloads 7856 1510 146