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A New Weighting Scheme for Diminishing the Effect of Extreme Values in Regional Drought Analysis

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  • Farman Ali

    (Beijing Institute of Technology)

  • Bing-Zhao Li

    (Beijing Institute of Technology)

  • Zulfiqar Ali

    (University of The Punjab)

Abstract

Climate warming has increased the risk of recurrent drought hazards. Previous research has indicated potential associations between climate warming and extreme climate events. Due to short distance spatial variability in meteorological variables, the prevalence of extreme values may result in biased inferences or reduce the scope of regional drought analysis. Therefore, precise inferences of spatiotemporal characteristics of regional drought are challenging. In this study, we provide a new weighting scheme to diminish the effect of extreme values for the regional aggregation of precipitation data. We used K – Components Gaussian Mixture Models (K–CGMM) based on the standardization procedure to achieve maximum computational accuracy. Consequently, the article proposes a new regional drought index – the Bias Diminished Weighted Regional Drought Index (BDWRDI). We assessed the performance of BDWRDI by calculating the Standardized Precipitation Index (SPI) using data from six meteorological stations in the Northern area of Pakistan. We found that the proposed weighting scheme can greatly diminish the effect of extreme values during the spatiotemporal aggregation of precipitation data. In addition, the strong positive correlation of BDWRDI with individual SPIs endorses the proposed weighting scheme and the proposed drought indicator for regional drought analysis.

Suggested Citation

  • Farman Ali & Bing-Zhao Li & Zulfiqar Ali, 2022. "A New Weighting Scheme for Diminishing the Effect of Extreme Values in Regional Drought Analysis," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 36(11), pages 4099-4114, September.
    • Handle: RePEc:spr:waterr:v:36:y:2022:i:11:d:10.1007_s11269-022-03243-9
    DOI: 10.1007/s11269-022-03243-9
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    References listed on IDEAS

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    1. Ida Gregersen & Hjalte Sørup & Henrik Madsen & Dan Rosbjerg & Peter Mikkelsen & Karsten Arnbjerg-Nielsen, 2013. "Assessing future climatic changes of rainfall extremes at small spatio-temporal scales," Climatic Change, Springer, vol. 118(3), pages 783-797, June.
    2. Margaret Sugg & Jennifer Runkle & Ronnie Leeper & Hannah Bagli & Andrew Golden & Leah Hart Handwerger & Tatiana Magee & Camila Moreno & Rhiannon Reed-Kelly & Michelle Taylor & Sarah Woolard, 2020. "A scoping review of drought impacts on health and society in North America," Climatic Change, Springer, vol. 162(3), pages 1177-1195, October.
    3. G. Tsakiris & D. Pangalou & H. Vangelis, 2007. "Regional Drought Assessment Based on the Reconnaissance Drought Index (RDI)," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 21(5), pages 821-833, May.
    4. David Gampe & Jakob Zscheischler & Markus Reichstein & Michael O’Sullivan & William K. Smith & Stephen Sitch & Wolfgang Buermann, 2021. "Increasing impact of warm droughts on northern ecosystem productivity over recent decades," Nature Climate Change, Nature, vol. 11(9), pages 772-779, September.
    5. Edward A. Byers & Gemma Coxon & Jim Freer & Jim W. Hall, 2020. "Drought and climate change impacts on cooling water shortages and electricity prices in Great Britain," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
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