Evaluating historical drought characteristics simulated in CORDEX East Asia against observations

ABSTRACT This study aims to understand how well regional climate models (RCMs) reproduce the observed characteristics of droughts based on the standardized precipitation evapotranspiration index (SPEI) over East Asia. While RCMs from CORDEX East Asia have been evaluated in terms of the mean and extr...

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Veröffentlicht in:International journal of climatology 2017-11, Vol.37 (13), p.4643-4655
Hauptverfasser: Um, Myoung‐Jin, Kim, Yeonjoo, Kim, Jeongbin
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Kim, Yeonjoo
Kim, Jeongbin
description ABSTRACT This study aims to understand how well regional climate models (RCMs) reproduce the observed characteristics of droughts based on the standardized precipitation evapotranspiration index (SPEI) over East Asia. While RCMs from CORDEX East Asia have been evaluated in terms of the mean and extreme values of precipitation and air temperature in the literature, their performance based on drought characteristics has not been revealed. Therefore, we investigate the temporal characteristics, such as the trend and stationarity, and other drought measures, such as the drought frequency, duration, severity and spatial extent, to determine how well these factors are captured and how they vary among the different models, including four RCMs, their ensemble mean and a driving general circulation model (GCM). The results are compared to a 26‐year observational dataset (1980 to 2005) from APHRODITE. Based on our analyses of the results, the specific findings are as follows. First, based on Mann–Kendall (MK) trend tests, the SPEI shows decreasing trends over the northern part of the domain and no trends in other regions, and these tendencies are captured by a limited number of RCMs. Notably, these trends were not captured by the ensemble mean of RCMs. Second, based on the Phillips–Perron stationarity test, stationarity is dominant in most regions based on both the observations and the RCMs. Third, the frequency decreases with increasing duration in all regions. This tendency is generally captured in the models to varying extents. Fourth, the drought severity decreases with increasing duration in all cases, as expected. However, the drought severity diverges markedly among the RCMs. Finally, estimates of the spatial extent using the RCMs are generally accurate in wet regions but inaccurate in dry regions. Furthermore, the spatial extents of the droughts diverge among the RCMs, and the models fail to accurately capture drought events with large spatial scales. This study aims to understand how well regional climate models (RCMs) reproduce the observed characteristics of droughts based on the standardized precipitation evapotranspiration index (SPEI) over East Asia. We investigate the temporal characteristics, such as the trend and stationarity, and other measures, such as the drought frequency, duration, severity and spatial extent, to determine how well these factors are captured and how they vary among the different models, including four RCMs, their ensemble mean
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While RCMs from CORDEX East Asia have been evaluated in terms of the mean and extreme values of precipitation and air temperature in the literature, their performance based on drought characteristics has not been revealed. Therefore, we investigate the temporal characteristics, such as the trend and stationarity, and other drought measures, such as the drought frequency, duration, severity and spatial extent, to determine how well these factors are captured and how they vary among the different models, including four RCMs, their ensemble mean and a driving general circulation model (GCM). The results are compared to a 26‐year observational dataset (1980 to 2005) from APHRODITE. Based on our analyses of the results, the specific findings are as follows. First, based on Mann–Kendall (MK) trend tests, the SPEI shows decreasing trends over the northern part of the domain and no trends in other regions, and these tendencies are captured by a limited number of RCMs. Notably, these trends were not captured by the ensemble mean of RCMs. Second, based on the Phillips–Perron stationarity test, stationarity is dominant in most regions based on both the observations and the RCMs. Third, the frequency decreases with increasing duration in all regions. This tendency is generally captured in the models to varying extents. Fourth, the drought severity decreases with increasing duration in all cases, as expected. However, the drought severity diverges markedly among the RCMs. Finally, estimates of the spatial extent using the RCMs are generally accurate in wet regions but inaccurate in dry regions. Furthermore, the spatial extents of the droughts diverge among the RCMs, and the models fail to accurately capture drought events with large spatial scales. This study aims to understand how well regional climate models (RCMs) reproduce the observed characteristics of droughts based on the standardized precipitation evapotranspiration index (SPEI) over East Asia. We investigate the temporal characteristics, such as the trend and stationarity, and other measures, such as the drought frequency, duration, severity and spatial extent, to determine how well these factors are captured and how they vary among the different models, including four RCMs, their ensemble mean and a driving general circulation model.</description><identifier>ISSN: 0899-8418</identifier><identifier>EISSN: 1097-0088</identifier><identifier>DOI: 10.1002/joc.5112</identifier><language>eng</language><publisher>Chichester, UK: John Wiley &amp; Sons, Ltd</publisher><subject>Air temperature ; Climate models ; Computer simulation ; Drought ; Drought characteristics ; Duration ; Evapotranspiration ; Evapotranspiration-precipitation relationships ; Extreme values ; Frequency dependence ; General circulation ; Precipitation ; Rainfall ; Regional climate models ; Regional climates ; Regions ; Spatial analysis ; SPEI ; Trends</subject><ispartof>International journal of climatology, 2017-11, Vol.37 (13), p.4643-4655</ispartof><rights>2017 Royal Meteorological Society</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c2932-556a91c07f0a79ea57772303e6f8ec9efcb87b26d144180f005cc9fee040185a3</citedby><cites>FETCH-LOGICAL-c2932-556a91c07f0a79ea57772303e6f8ec9efcb87b26d144180f005cc9fee040185a3</cites><orcidid>0000-0003-1622-2209</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fjoc.5112$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fjoc.5112$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>315,781,785,1418,27929,27930,45579,45580</link.rule.ids></links><search><creatorcontrib>Um, Myoung‐Jin</creatorcontrib><creatorcontrib>Kim, Yeonjoo</creatorcontrib><creatorcontrib>Kim, Jeongbin</creatorcontrib><title>Evaluating historical drought characteristics simulated in CORDEX East Asia against observations</title><title>International journal of climatology</title><description>ABSTRACT This study aims to understand how well regional climate models (RCMs) reproduce the observed characteristics of droughts based on the standardized precipitation evapotranspiration index (SPEI) over East Asia. While RCMs from CORDEX East Asia have been evaluated in terms of the mean and extreme values of precipitation and air temperature in the literature, their performance based on drought characteristics has not been revealed. Therefore, we investigate the temporal characteristics, such as the trend and stationarity, and other drought measures, such as the drought frequency, duration, severity and spatial extent, to determine how well these factors are captured and how they vary among the different models, including four RCMs, their ensemble mean and a driving general circulation model (GCM). The results are compared to a 26‐year observational dataset (1980 to 2005) from APHRODITE. Based on our analyses of the results, the specific findings are as follows. First, based on Mann–Kendall (MK) trend tests, the SPEI shows decreasing trends over the northern part of the domain and no trends in other regions, and these tendencies are captured by a limited number of RCMs. Notably, these trends were not captured by the ensemble mean of RCMs. Second, based on the Phillips–Perron stationarity test, stationarity is dominant in most regions based on both the observations and the RCMs. Third, the frequency decreases with increasing duration in all regions. This tendency is generally captured in the models to varying extents. Fourth, the drought severity decreases with increasing duration in all cases, as expected. However, the drought severity diverges markedly among the RCMs. Finally, estimates of the spatial extent using the RCMs are generally accurate in wet regions but inaccurate in dry regions. Furthermore, the spatial extents of the droughts diverge among the RCMs, and the models fail to accurately capture drought events with large spatial scales. This study aims to understand how well regional climate models (RCMs) reproduce the observed characteristics of droughts based on the standardized precipitation evapotranspiration index (SPEI) over East Asia. We investigate the temporal characteristics, such as the trend and stationarity, and other measures, such as the drought frequency, duration, severity and spatial extent, to determine how well these factors are captured and how they vary among the different models, including four RCMs, their ensemble mean and a driving general circulation model.</description><subject>Air temperature</subject><subject>Climate models</subject><subject>Computer simulation</subject><subject>Drought</subject><subject>Drought characteristics</subject><subject>Duration</subject><subject>Evapotranspiration</subject><subject>Evapotranspiration-precipitation relationships</subject><subject>Extreme values</subject><subject>Frequency dependence</subject><subject>General circulation</subject><subject>Precipitation</subject><subject>Rainfall</subject><subject>Regional climate models</subject><subject>Regional climates</subject><subject>Regions</subject><subject>Spatial analysis</subject><subject>SPEI</subject><subject>Trends</subject><issn>0899-8418</issn><issn>1097-0088</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><recordid>eNp1kM1LAzEQxYMoWKvgnxDw4mXrZL-SHMu6flFYEAVv6zTNtinbTU12K_3vTa1XT8NjfvMe8wi5ZjBhAPHd2qpJxlh8QkYMJI8AhDglIxBSRiJl4pxceL8GAClZPiKf5Q7bAXvTLenK-N46o7ClC2eH5aqnaoUOVa9dWBnlqTebocVeL6jpaFG93pcftETf06k3SHGJpgvCzr12u2BqO39Jzhpsvb76m2Py_lC-FU_RrHp8LqazSMUyiaMsy1EyBbwB5FJjxjmPE0h03gitpG7UXPB5nC9YGp6ABiBTSjZaQwpMZJiMyc3Rd-vs16B9X6_t4LoQWTOZiRS4zONA3R4p5az3Tjf11pkNun3NoD70F65UfegvoNER_Tat3v_L1S9V8cv_ADyMcY4</recordid><startdate>20171115</startdate><enddate>20171115</enddate><creator>Um, Myoung‐Jin</creator><creator>Kim, Yeonjoo</creator><creator>Kim, Jeongbin</creator><general>John Wiley &amp; Sons, Ltd</general><general>Wiley Subscription Services, Inc</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7TG</scope><scope>7TN</scope><scope>F1W</scope><scope>H96</scope><scope>KL.</scope><scope>L.G</scope><orcidid>https://orcid.org/0000-0003-1622-2209</orcidid></search><sort><creationdate>20171115</creationdate><title>Evaluating historical drought characteristics simulated in CORDEX East Asia against observations</title><author>Um, Myoung‐Jin ; Kim, Yeonjoo ; Kim, Jeongbin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c2932-556a91c07f0a79ea57772303e6f8ec9efcb87b26d144180f005cc9fee040185a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Air temperature</topic><topic>Climate models</topic><topic>Computer simulation</topic><topic>Drought</topic><topic>Drought characteristics</topic><topic>Duration</topic><topic>Evapotranspiration</topic><topic>Evapotranspiration-precipitation relationships</topic><topic>Extreme values</topic><topic>Frequency dependence</topic><topic>General circulation</topic><topic>Precipitation</topic><topic>Rainfall</topic><topic>Regional climate models</topic><topic>Regional climates</topic><topic>Regions</topic><topic>Spatial analysis</topic><topic>SPEI</topic><topic>Trends</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Um, Myoung‐Jin</creatorcontrib><creatorcontrib>Kim, Yeonjoo</creatorcontrib><creatorcontrib>Kim, Jeongbin</creatorcontrib><collection>CrossRef</collection><collection>Meteorological &amp; Geoastrophysical Abstracts</collection><collection>Oceanic Abstracts</collection><collection>ASFA: Aquatic Sciences and Fisheries Abstracts</collection><collection>Aquatic Science &amp; Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy &amp; Non-Living Resources</collection><collection>Meteorological &amp; Geoastrophysical Abstracts - Academic</collection><collection>Aquatic Science &amp; Fisheries Abstracts (ASFA) Professional</collection><jtitle>International journal of climatology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Um, Myoung‐Jin</au><au>Kim, Yeonjoo</au><au>Kim, Jeongbin</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Evaluating historical drought characteristics simulated in CORDEX East Asia against observations</atitle><jtitle>International journal of climatology</jtitle><date>2017-11-15</date><risdate>2017</risdate><volume>37</volume><issue>13</issue><spage>4643</spage><epage>4655</epage><pages>4643-4655</pages><issn>0899-8418</issn><eissn>1097-0088</eissn><abstract>ABSTRACT This study aims to understand how well regional climate models (RCMs) reproduce the observed characteristics of droughts based on the standardized precipitation evapotranspiration index (SPEI) over East Asia. While RCMs from CORDEX East Asia have been evaluated in terms of the mean and extreme values of precipitation and air temperature in the literature, their performance based on drought characteristics has not been revealed. Therefore, we investigate the temporal characteristics, such as the trend and stationarity, and other drought measures, such as the drought frequency, duration, severity and spatial extent, to determine how well these factors are captured and how they vary among the different models, including four RCMs, their ensemble mean and a driving general circulation model (GCM). The results are compared to a 26‐year observational dataset (1980 to 2005) from APHRODITE. Based on our analyses of the results, the specific findings are as follows. First, based on Mann–Kendall (MK) trend tests, the SPEI shows decreasing trends over the northern part of the domain and no trends in other regions, and these tendencies are captured by a limited number of RCMs. Notably, these trends were not captured by the ensemble mean of RCMs. Second, based on the Phillips–Perron stationarity test, stationarity is dominant in most regions based on both the observations and the RCMs. Third, the frequency decreases with increasing duration in all regions. This tendency is generally captured in the models to varying extents. Fourth, the drought severity decreases with increasing duration in all cases, as expected. However, the drought severity diverges markedly among the RCMs. Finally, estimates of the spatial extent using the RCMs are generally accurate in wet regions but inaccurate in dry regions. Furthermore, the spatial extents of the droughts diverge among the RCMs, and the models fail to accurately capture drought events with large spatial scales. This study aims to understand how well regional climate models (RCMs) reproduce the observed characteristics of droughts based on the standardized precipitation evapotranspiration index (SPEI) over East Asia. We investigate the temporal characteristics, such as the trend and stationarity, and other measures, such as the drought frequency, duration, severity and spatial extent, to determine how well these factors are captured and how they vary among the different models, including four RCMs, their ensemble mean and a driving general circulation model.</abstract><cop>Chichester, UK</cop><pub>John Wiley &amp; Sons, Ltd</pub><doi>10.1002/joc.5112</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0003-1622-2209</orcidid></addata></record>
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subjects Air temperature
Climate models
Computer simulation
Drought
Drought characteristics
Duration
Evapotranspiration
Evapotranspiration-precipitation relationships
Extreme values
Frequency dependence
General circulation
Precipitation
Rainfall
Regional climate models
Regional climates
Regions
Spatial analysis
SPEI
Trends
title Evaluating historical drought characteristics simulated in CORDEX East Asia against observations
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