Multivariate Modeling of Projected Drought Frequency and Hazard over India

AbstractIndia is one of the most drought-vulnerable countries in the world and faces at least one drought in one region or another every 3 years. To alleviate drought risk, an efficient policy framework is needed for water resources management, which in turn needs future projections of the spatiotem...

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Published in:Journal of hydrologic engineering Vol. 25; no. 4
Main Authors: Gupta, Vivek, Kumar Jain, Manoj, Singh, Vijay P
Format: Journal Article
Language:English
Published: New York American Society of Civil Engineers 01-04-2020
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Abstract AbstractIndia is one of the most drought-vulnerable countries in the world and faces at least one drought in one region or another every 3 years. To alleviate drought risk, an efficient policy framework is needed for water resources management, which in turn needs future projections of the spatiotemporal distribution of droughts. This study presents a spatiotemporal analysis of drought occurrence, frequency, and hazard. Meteorological data from a selected regional climate model for representative concentration pathways (RCP 8.5) was used to compute the Standardized Precipitation Evapotranspiration Index (SPEI) at a 12-month scale to characterize drought in different regions of India. An improved methodology was then developed to improve the current framework used for the development of severity–duration–frequency (SDF) curves. The improved methodology for developing SDF curves is copula based and uses Markov chain Monte Carlo (MCMC) simulation for parameter estimation under the Bayesian framework. Moreover, an improved fuzzy clustering-based drought hazard assessment measure, known as the Modified Drought Hazard Index (MDHI), is also presented. It was found that drought frequency is increasing with time for all the regions of India except for Region 2, i.e., Western Ghats. Further, a significant increase in potential evapotranspiration would cause a prolonged dryness in most of the regions during the twenty-first century. With the progression of time, drought severity associated with various durations is expected to significantly increase with the increase in duration for most of the regions. Drought hazard is expected to be the highest for the period 2071–2100 as compared to two other analyzed periods.
AbstractList AbstractIndia is one of the most drought-vulnerable countries in the world and faces at least one drought in one region or another every 3 years. To alleviate drought risk, an efficient policy framework is needed for water resources management, which in turn needs future projections of the spatiotemporal distribution of droughts. This study presents a spatiotemporal analysis of drought occurrence, frequency, and hazard. Meteorological data from a selected regional climate model for representative concentration pathways (RCP 8.5) was used to compute the Standardized Precipitation Evapotranspiration Index (SPEI) at a 12-month scale to characterize drought in different regions of India. An improved methodology was then developed to improve the current framework used for the development of severity–duration–frequency (SDF) curves. The improved methodology for developing SDF curves is copula based and uses Markov chain Monte Carlo (MCMC) simulation for parameter estimation under the Bayesian framework. Moreover, an improved fuzzy clustering-based drought hazard assessment measure, known as the Modified Drought Hazard Index (MDHI), is also presented. It was found that drought frequency is increasing with time for all the regions of India except for Region 2, i.e., Western Ghats. Further, a significant increase in potential evapotranspiration would cause a prolonged dryness in most of the regions during the twenty-first century. With the progression of time, drought severity associated with various durations is expected to significantly increase with the increase in duration for most of the regions. Drought hazard is expected to be the highest for the period 2071–2100 as compared to two other analyzed periods.
India is one of the most drought-vulnerable countries in the world and faces at least one drought in one region or another every 3 years. To alleviate drought risk, an efficient policy framework is needed for water resources management, which in turn needs future projections of the spatiotemporal distribution of droughts. This study presents a spatiotemporal analysis of drought occurrence, frequency, and hazard. Meteorological data from a selected regional climate model for representative concentration pathways (RCP 8.5) was used to compute the Standardized Precipitation Evapotranspiration Index (SPEI) at a 12-month scale to characterize drought in different regions of India. An improved methodology was then developed to improve the current framework used for the development of severity–duration–frequency (SDF) curves. The improved methodology for developing SDF curves is copula based and uses Markov chain Monte Carlo (MCMC) simulation for parameter estimation under the Bayesian framework. Moreover, an improved fuzzy clustering-based drought hazard assessment measure, known as the Modified Drought Hazard Index (MDHI), is also presented. It was found that drought frequency is increasing with time for all the regions of India except for Region 2, i.e., Western Ghats. Further, a significant increase in potential evapotranspiration would cause a prolonged dryness in most of the regions during the twenty-first century. With the progression of time, drought severity associated with various durations is expected to significantly increase with the increase in duration for most of the regions. Drought hazard is expected to be the highest for the period 2071–2100 as compared to two other analyzed periods.
Author Singh, Vijay P
Kumar Jain, Manoj
Gupta, Vivek
Author_xml – sequence: 1
  givenname: Vivek
  surname: Gupta
  fullname: Gupta, Vivek
  email: vgupta@hy.iitr.ac.in
  organization: Indian Institute of Technology Roorkee Research Scholar, Dept. of Hydrology, , Roorkee, Uttarakhand 247667, (corresponding author). ORCID: . Email
– sequence: 2
  givenname: Manoj
  surname: Kumar Jain
  fullname: Kumar Jain, Manoj
  organization: Indian Institute of Technology Roorkee Professor, Dept. of Hydrology, , Roorkee, Uttarakhand 247667, . Email
– sequence: 3
  givenname: Vijay P
  surname: Singh
  fullname: Singh, Vijay P
  email: vsingh@tamu.edu
  organization: Texas A&M Univ. United Arab Emirates Univ. Distinguished Professor, Regents Professor and Caroline and William N. Lehrer Distinguished Chair in Water Engineering, Dept. of Biological and Agricultural Engineering and Zachry Dept. of Civil Engineering, , College Station, TX 77843; Distinguished Scholar, National Water Center, , Al Ain, . Email
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Snippet AbstractIndia is one of the most drought-vulnerable countries in the world and faces at least one drought in one region or another every 3 years. To alleviate...
India is one of the most drought-vulnerable countries in the world and faces at least one drought in one region or another every 3 years. To alleviate drought...
SourceID proquest
crossref
asce
SourceType Aggregation Database
Publisher
SubjectTerms Bayesian analysis
Civil engineering
Climate models
Clustering
Computer simulation
Drought
Drought index
Duration
Environmental risk
Evapotranspiration
Evapotranspiration-precipitation relationships
Frameworks
Hazard assessment
Hydrology
Markov chains
Meteorological data
Parameter estimation
Potential evapotranspiration
Probability theory
Regional climate models
Regional climates
Regions
Resource management
Spatial distribution
Statistical methods
Technical Papers
Temporal distribution
Water management
Water resources
Water resources management
Weather hazards
Title Multivariate Modeling of Projected Drought Frequency and Hazard over India
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https://www.proquest.com/docview/2348229485
Volume 25
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