Drought impact links to meteorological drought indicators and predictability in Spain

Drought affects many regions worldwide and future climate projections imply that drought severity and frequency will increase. Hence, the impacts of drought on the environment and society will also increase considerably. Monitoring and early warning systems for drought rely on several indicators; ho...

Full description

Bibliographic Details
Main Authors: Torelló-Sentelles, Herminia, Franzke, Christian
Format: Text
Language:English
Published: 2021
Subjects:
Online Access:https://doi.org/10.5194/hess-2021-209
https://hess.copernicus.org/preprints/hess-2021-209/
id ftcopernicus:oai:publications.copernicus.org:hessd94128
record_format openpolar
spelling ftcopernicus:oai:publications.copernicus.org:hessd94128 2023-05-15T15:17:05+02:00 Drought impact links to meteorological drought indicators and predictability in Spain Torelló-Sentelles, Herminia Franzke, Christian 2021-04-26 application/pdf https://doi.org/10.5194/hess-2021-209 https://hess.copernicus.org/preprints/hess-2021-209/ eng eng doi:10.5194/hess-2021-209 https://hess.copernicus.org/preprints/hess-2021-209/ eISSN: 1607-7938 Text 2021 ftcopernicus https://doi.org/10.5194/hess-2021-209 2021-05-03T16:22:14Z Drought affects many regions worldwide and future climate projections imply that drought severity and frequency will increase. Hence, the impacts of drought on the environment and society will also increase considerably. Monitoring and early warning systems for drought rely on several indicators; however, assessments on how these indicators are linked to impacts are still lacking. Here, we explore the links between different drought indicators and drought impacts within six sub- regions in Spain. We used impact data from the European Drought Impact Report Inventory database, and provide a new case study to evaluate these links. We provide evidence that a region with a small sample size of impact data can still provide useful insights regarding indicator-impact links. As meteorological drought indicators, we use the Standardised Precipitation Index and the Standardised Precipitation-Evapotranspiration Index, as agricultural and hydrological drought indicators we use a Standardised Soil Water Index and, a Standardised Streamflow Index and a Standardised Reservoir Storage Index. We also explore the links between drought impacts and teleconnection patterns and surface temperature by conducting a correlation analysis and then test the predictability of drought impacts using a Random Forest model. Our results show meteorological indices are best linked to impact occurrences overall, and at long time scales between 15 and 33 months. However, we also find robust links for agricultural and hydrological drought indices, depending on the sub-region. The Arctic Oscillation, Western Mediterranean Oscillation and the North Atlantic Oscillation at long accumulation periods (15 to 48 months), are top predictors of impacts in the northwest and northeast regions, the Community of Madrid, and the south regions of Spain respectively. We also find links between temperature and drought impacts. The Random Forest model produces skilful models for most sub- regions. When assessed using a cross-validation analysis, the models in all regions show precision, recall, or R 2 values higher than 0.97, 0.62 and 0.68 respectively. Since we find the models to be skilful, we encourage other types of impact data to be used to investigate these links and to predict drought impacts. Text Arctic North Atlantic North Atlantic oscillation Copernicus Publications: E-Journals Arctic
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description Drought affects many regions worldwide and future climate projections imply that drought severity and frequency will increase. Hence, the impacts of drought on the environment and society will also increase considerably. Monitoring and early warning systems for drought rely on several indicators; however, assessments on how these indicators are linked to impacts are still lacking. Here, we explore the links between different drought indicators and drought impacts within six sub- regions in Spain. We used impact data from the European Drought Impact Report Inventory database, and provide a new case study to evaluate these links. We provide evidence that a region with a small sample size of impact data can still provide useful insights regarding indicator-impact links. As meteorological drought indicators, we use the Standardised Precipitation Index and the Standardised Precipitation-Evapotranspiration Index, as agricultural and hydrological drought indicators we use a Standardised Soil Water Index and, a Standardised Streamflow Index and a Standardised Reservoir Storage Index. We also explore the links between drought impacts and teleconnection patterns and surface temperature by conducting a correlation analysis and then test the predictability of drought impacts using a Random Forest model. Our results show meteorological indices are best linked to impact occurrences overall, and at long time scales between 15 and 33 months. However, we also find robust links for agricultural and hydrological drought indices, depending on the sub-region. The Arctic Oscillation, Western Mediterranean Oscillation and the North Atlantic Oscillation at long accumulation periods (15 to 48 months), are top predictors of impacts in the northwest and northeast regions, the Community of Madrid, and the south regions of Spain respectively. We also find links between temperature and drought impacts. The Random Forest model produces skilful models for most sub- regions. When assessed using a cross-validation analysis, the models in all regions show precision, recall, or R 2 values higher than 0.97, 0.62 and 0.68 respectively. Since we find the models to be skilful, we encourage other types of impact data to be used to investigate these links and to predict drought impacts.
format Text
author Torelló-Sentelles, Herminia
Franzke, Christian
spellingShingle Torelló-Sentelles, Herminia
Franzke, Christian
Drought impact links to meteorological drought indicators and predictability in Spain
author_facet Torelló-Sentelles, Herminia
Franzke, Christian
author_sort Torelló-Sentelles, Herminia
title Drought impact links to meteorological drought indicators and predictability in Spain
title_short Drought impact links to meteorological drought indicators and predictability in Spain
title_full Drought impact links to meteorological drought indicators and predictability in Spain
title_fullStr Drought impact links to meteorological drought indicators and predictability in Spain
title_full_unstemmed Drought impact links to meteorological drought indicators and predictability in Spain
title_sort drought impact links to meteorological drought indicators and predictability in spain
publishDate 2021
url https://doi.org/10.5194/hess-2021-209
https://hess.copernicus.org/preprints/hess-2021-209/
geographic Arctic
geographic_facet Arctic
genre Arctic
North Atlantic
North Atlantic oscillation
genre_facet Arctic
North Atlantic
North Atlantic oscillation
op_source eISSN: 1607-7938
op_relation doi:10.5194/hess-2021-209
https://hess.copernicus.org/preprints/hess-2021-209/
op_doi https://doi.org/10.5194/hess-2021-209
_version_ 1766347366361726976