Probabilistic assessment of drought stress vulnerability in grasslands of Xinjiang, China

In the process of climate warming, drought has increased the vulnerability of ecosystems. Due to the extreme sensitivity of grasslands to drought, grassland drought stress vulnerability assessment has become a current issue to be addressed. First, correlation analysis was used to determine the chara...

Full description

Saved in:
Bibliographic Details
Published inFrontiers in plant science Vol. 14; p. 1143863
Main Authors Han, Wanqiang, Guan, Jingyun, Zheng, Jianghua, Liu, Yujia, Ju, Xifeng, Liu, Liang, Li, Jianhao, Mao, Xurui, Li, Congren
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Media S.A 16.03.2023
Subjects
climate regions
drought stress
grassland types
influencing factors
Plant Science
vulnerability probability
influencing factors
grassland types
climate regions
vulnerability probability
drought stress
Online AccessGet full text

Cover

Abstract In the process of climate warming, drought has increased the vulnerability of ecosystems. Due to the extreme sensitivity of grasslands to drought, grassland drought stress vulnerability assessment has become a current issue to be addressed. First, correlation analysis was used to determine the characteristics of the normalized precipitation evapotranspiration index (SPEI) response of the grassland normalized difference vegetation index (NDVI) to multiscale drought stress (SPEI-1 ~ SPEI-24) in the study area. Then, the response of grassland vegetation to drought stress at different growth periods was modeled using conjugate function analysis. Conditional probabilities were used to explore the probability of NDVI decline to the lower percentile in grasslands under different levels of drought stress (moderate, severe and extreme drought) and to further analyze the differences in drought vulnerability across climate zones and grassland types. Finally, the main influencing factors of drought stress in grassland at different periods were identified. The results of the study showed that the spatial pattern of drought response time of grassland in Xinjiang had obvious seasonality, with an increasing trend from January to March and November to December in the nongrowing season and a decreasing trend from June to October in the growing season. August was the most vulnerable period for grassland drought stress, with the highest probability of grassland loss. When the grasslands experience a certain degree of loss, they develop strategies to mitigate the effects of drought stress, thereby decreasing the probability of falling into the lower percentile. Among them, the highest probability of drought vulnerability was found in semiarid grasslands, as well as in plains grasslands and alpine subalpine grasslands. In addition, the primary drivers of April and August were temperature, whereas for September, the most significant influencing factor was evapotranspiration. The results of the study will not only deepen our understanding of the dynamics of drought stress in grasslands under climate change but also provide a scientific basis for the management of grassland ecosystems in response to drought and the allocation of water in the future.
AbstractList In the process of climate warming, drought has increased the vulnerability of ecosystems. Due to the extreme sensitivity of grasslands to drought, grassland drought stress vulnerability assessment has become a current issue to be addressed. First, correlation analysis was used to determine the characteristics of the normalized precipitation evapotranspiration index (SPEI) response of the grassland normalized difference vegetation index (NDVI) to multiscale drought stress (SPEI-1 ~ SPEI-24) in the study area. Then, the response of grassland vegetation to drought stress at different growth periods was modeled using conjugate function analysis. Conditional probabilities were used to explore the probability of NDVI decline to the lower percentile in grasslands under different levels of drought stress (moderate, severe and extreme drought) and to further analyze the differences in drought vulnerability across climate zones and grassland types. Finally, the main influencing factors of drought stress in grassland at different periods were identified. The results of the study showed that the spatial pattern of drought response time of grassland in Xinjiang had obvious seasonality, with an increasing trend from January to March and November to December in the nongrowing season and a decreasing trend from June to October in the growing season. August was the most vulnerable period for grassland drought stress, with the highest probability of grassland loss. When the grasslands experience a certain degree of loss, they develop strategies to mitigate the effects of drought stress, thereby decreasing the probability of falling into the lower percentile. Among them, the highest probability of drought vulnerability was found in semiarid grasslands, as well as in plains grasslands and alpine subalpine grasslands. In addition, the primary drivers of April and August were temperature, whereas for September, the most significant influencing factor was evapotranspiration. The results of the study will not only deepen our understanding of the dynamics of drought stress in grasslands under climate change but also provide a scientific basis for the management of grassland ecosystems in response to drought and the allocation of water in the future.
Author Li, Congren
Zheng, Jianghua
Guan, Jingyun
Ju, Xifeng
Liu, Liang
Liu, Yujia
Li, Jianhao
Mao, Xurui
Han, Wanqiang
AuthorAffiliation 1 College of Geography and Remote Sensing Science, Xinjiang University , Urumqi , China
3 College of Tourism, Xinjiang University of Finance & Economics , Urumqi , China
2 Key Laboratory of Oasis Ecology, Xinjiang University , Urumqi , China
AuthorAffiliation_xml – name: 1 College of Geography and Remote Sensing Science, Xinjiang University , Urumqi , China
– name: 3 College of Tourism, Xinjiang University of Finance & Economics , Urumqi , China
– name: 2 Key Laboratory of Oasis Ecology, Xinjiang University , Urumqi , China
Author_xml – sequence: 1
  givenname: Wanqiang
  surname: Han
  fullname: Han, Wanqiang
  organization: Key Laboratory of Oasis Ecology, Xinjiang University, Urumqi, China
– sequence: 2
  givenname: Jingyun
  surname: Guan
  fullname: Guan, Jingyun
  organization: College of Tourism, Xinjiang University of Finance & Economics, Urumqi, China
– sequence: 3
  givenname: Jianghua
  surname: Zheng
  fullname: Zheng, Jianghua
  organization: Key Laboratory of Oasis Ecology, Xinjiang University, Urumqi, China
– sequence: 4
  givenname: Yujia
  surname: Liu
  fullname: Liu, Yujia
  organization: Key Laboratory of Oasis Ecology, Xinjiang University, Urumqi, China
– sequence: 5
  givenname: Xifeng
  surname: Ju
  fullname: Ju, Xifeng
  organization: Key Laboratory of Oasis Ecology, Xinjiang University, Urumqi, China
– sequence: 6
  givenname: Liang
  surname: Liu
  fullname: Liu, Liang
  organization: Key Laboratory of Oasis Ecology, Xinjiang University, Urumqi, China
– sequence: 7
  givenname: Jianhao
  surname: Li
  fullname: Li, Jianhao
  organization: Key Laboratory of Oasis Ecology, Xinjiang University, Urumqi, China
– sequence: 8
  givenname: Xurui
  surname: Mao
  fullname: Mao, Xurui
  organization: Key Laboratory of Oasis Ecology, Xinjiang University, Urumqi, China
– sequence: 9
  givenname: Congren
  surname: Li
  fullname: Li, Congren
  organization: Key Laboratory of Oasis Ecology, Xinjiang University, Urumqi, China
BackLink https://www.ncbi.nlm.nih.gov/pubmed/37008478$$D View this record in MEDLINE/PubMed
BookMark eNpVUU1PGzEQtSqqQik_oJdqjxxIGH_Eu3uqUEQLEhI9tBI9WeOP3Tja2Km9i8S_r0MCAl88Gr95b_zeZ3IUYnCEfKUw57xpL7vtkOcMGJ9TKngj-QdyQqUUMyHZw9Gb-pic5byGchYAbVt_Ise8BmhE3ZyQv79S1Kj94PPoTYU5u5w3LoxV7Cqb4tSvxiqPqXSrx2kILj2Dx6fKh6pPBT9gsHmHfvBh7TH0F9Vy5QN-IR87HLI7O9yn5M-P69_Lm9nd_c_b5dXdzAgpxxlddNaibKUV6HgnBWdUN7Z1KDojuWPGMq4pIOf1QkApHBVaSNAWdWuQn5LbPa-NuFbb5DeYnlREr54bMfUKU_nb4JQR1NAaLBMIQhfBppFAF0Ws-CfQFK7ve67tpDfOmuJDwuEd6fuX4Feqj4-KAkgmoS4M5weGFP9NLo9q47NxQ3HJxSkrVrdCtrRuaIHSPdSkmHNy3asOBbWLWO0iVruI1SHiMvPt7YKvEy-B8v-8cabF
CitedBy_id crossref_primary_10_3390_rs16111952
crossref_primary_10_1016_j_gecco_2024_e02961
crossref_primary_10_3390_plants13040548
crossref_primary_10_3389_fevo_2023_1131175
crossref_primary_10_3390_land13060754
crossref_primary_10_3389_fpls_2024_1340566
crossref_primary_10_3390_f15020370
crossref_primary_10_1016_j_agrformet_2023_109831
crossref_primary_10_3390_f15010114
Cites_doi 10.3390/rs12213567
10.1029/2006gl029006
10.1016/j.agee.2020.107077
10.3390/rs13224651
10.1038/s43017-022-00299-4
10.1016/j.atmosres.2021.105687
10.1111/gcb.16178
10.1088/1748-9326/abc377
10.1016/j.ecolind.2022.109064
10.1016/j.jhydrol.2019.04.069
10.1016/j.agrformet.2016.02.005
10.1016/j.scitotenv.2022.153270
10.1016/j.rse.2021.112781
10.1016/j.jhydrol.2022.127937
10.1175/2009JCLI2909.1
10.1016/j.scitotenv.2018.10.295
10.1016/j.ecolmodel.2012.05.018
10.1016/j.agrformet.2019.107671
10.1016/j.geoderma.2022.115714
10.1016/j.ecolind.2015.05.036
10.1093/jxb/erab477
10.1016/j.agrformet.2022.108975
10.1016/j.gloplacha.2017.02.008
10.1016/j.jhydrol.2019.123980
10.1016/j.agrformet.2019.107623
10.1111/gcb.13662
10.1016/j.ejrs.2015.03.006
10.1016/j.jenvman.2020.110214
10.1007/s00484-022-02368-1
10.1016/j.agrformet.2011.09.019
10.5194/hess-15-2303-2011
10.3389/fpls.2020.614144
10.1126/sciadv.1700066
10.1016/j.rse.2015.03.028
10.3390/su13031189
10.1016/j.agrformet.2022.108809
10.1016/j.scitotenv.2018.02.200
10.1002/joc.5929
10.1016/j.jag.2022.102726
10.1038/srep35105
10.2307/210739
10.1016/j.gloplacha.2016.06.011
10.1016/j.agrformet.2017.08.005
10.1016/j.jag.2022.102704
10.1007/s00704-015-1572-1
10.3390/rs13245103
10.1016/j.catena.2017.12.016
10.1016/j.jhydrol.2022.128305
10.1016/j.scitotenv.2021.150257
10.1016/j.scitotenv.2018.07.148
10.1007/BF00296705
10.1016/j.jhydrol.2018.04.038
10.1088/2515-7620/ac39f7
10.1007/s11269-017-1844-x
10.1002/ecy.2983
10.3390/cli9070109
10.1007/s11269-008-9305-1
10.1007/s11284-017-1463-2
10.1016/j.catena.2022.106130
10.1016/j.scitotenv.2021.145482
10.1016/j.agrformet.2021.108468
10.1038/s41558-022-01505-3
10.1029/2007GL032487
10.1016/j.jenvman.2022.114504
10.1111/tpj.14552
10.30848/PJB2021-2(43)
10.1139/as-2020-0058
10.1007/s11738-008-0151-9
10.1073/pnas.1207068110
10.1016/j.agrformet.2022.109192
10.1016/j.scitotenv.2021.151464
10.1016/j.rse.2019.111290
10.1007/s11430-018-9363-5
10.3390/rs11131628
10.1016/j.scitotenv.2019.01.084
10.1016/j.quaint.2019.03.010
10.1016/j.envexpbot.2019.103882
10.1016/S0098-8472(03)00036-4
10.1080/01431168608948945
10.1111/gcb.12010
10.1016/S0034-4257(03)00174-3
10.1016/j.envexpbot.2022.104889
10.1016/j.ecolind.2021.107767
10.1016/j.jenvman.2020.111144
10.1016/j.jhydrol.2014.02.056
10.1016/j.ecolind.2022.109351
10.1016/j.advwatres.2016.02.003
10.3390/rs13224582
10.1029/2020GL088918
10.1080/00431672.1968.9932814
10.3390/rs14225745
10.1007/s00382-017-4020-3
10.1016/j.scitotenv.2021.152666
10.1016/j.agrformet.2012.09.014
10.1016/j.jag.2016.07.010
10.1016/j.jhydrol.2020.124823
10.1016/j.jag.2015.01.006
10.1029/2022GL098700
10.3390/w14192978
10.1016/j.agrformet.2018.05.014
10.1007/s11356-021-13721-z
10.1016/j.jhydrol.2022.129055
10.1016/j.gloplacha.2018.06.005
10.1186/s12915-021-00988-4
10.1016/j.agrformet.2021.108658
10.1038/nature12350
10.1016/j.jhydrol.2019.04.084
10.1007/s40415-022-00841-0
ContentType Journal Article
Copyright Copyright © 2023 Han, Guan, Zheng, Liu, Ju, Liu, Li, Mao and Li.
Copyright © 2023 Han, Guan, Zheng, Liu, Ju, Liu, Li, Mao and Li 2023 Han, Guan, Zheng, Liu, Ju, Liu, Li, Mao and Li
Copyright_xml – notice: Copyright © 2023 Han, Guan, Zheng, Liu, Ju, Liu, Li, Mao and Li.
– notice: Copyright © 2023 Han, Guan, Zheng, Liu, Ju, Liu, Li, Mao and Li 2023 Han, Guan, Zheng, Liu, Ju, Liu, Li, Mao and Li
DBID NPM
AAYXX
CITATION
7X8
5PM
DOA
DOI 10.3389/fpls.2023.1143863
DatabaseName PubMed
CrossRef
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ
DatabaseTitle PubMed
CrossRef
MEDLINE - Academic
DatabaseTitleList PubMed

CrossRef
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Botany
EISSN 1664-462X
EndPage 1143863
ExternalDocumentID oai_doaj_org_article_c41c170d24a04bd4a886015d9e3864ac
10_3389_fpls_2023_1143863
37008478
Genre Journal Article
GroupedDBID 5VS
9T4
AAFWJ
AAKDD
ACGFO
ACGFS
ACXDI
ADBBV
ADRAZ
AENEX
AFPKN
ALMA_UNASSIGNED_HOLDINGS
AOIJS
BCNDV
EBD
ECGQY
GROUPED_DOAJ
GX1
HYE
IAO
IEA
IGS
IPNFZ
ISR
KQ8
M48
M~E
NPM
OK1
PGMZT
RIG
RNS
RPM
AAYXX
CITATION
7X8
5PM
ID FETCH-LOGICAL-c466t-15fdda696d4ae3f64321b8d9ea4fc63e2cd23b10a33754010ae14b460bdab9ca3
IEDL.DBID RPM
ISSN 1664-462X
IngestDate Sun Sep 29 07:14:44 EDT 2024
Tue Sep 17 21:35:00 EDT 2024
Sat Oct 05 05:20:19 EDT 2024
Thu Sep 26 17:02:01 EDT 2024
Sat Sep 28 08:21:21 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords influencing factors
grassland types
climate regions
vulnerability probability
drought stress
Language English
License Copyright © 2023 Han, Guan, Zheng, Liu, Ju, Liu, Li, Mao and Li.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c466t-15fdda696d4ae3f64321b8d9ea4fc63e2cd23b10a33754010ae14b460bdab9ca3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
Reviewed by: Ankur Srivastava, University of Technology Sydney, Australia; Khurram Shahzad, CAS, China
Edited by: Helena Freitas, University of Coimbra, Portugal
This article was submitted to Plant Abiotic Stress, a section of the journal Frontiers in Plant Science
OpenAccessLink https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10062607/
PMID 37008478
PQID 2794691781
PQPubID 23479
PageCount 1
ParticipantIDs doaj_primary_oai_doaj_org_article_c41c170d24a04bd4a886015d9e3864ac
pubmedcentral_primary_oai_pubmedcentral_nih_gov_10062607
proquest_miscellaneous_2794691781
crossref_primary_10_3389_fpls_2023_1143863
pubmed_primary_37008478
PublicationCentury 2000
PublicationDate 2023-03-16
PublicationDateYYYYMMDD 2023-03-16
PublicationDate_xml – month: 03
  year: 2023
  text: 2023-03-16
  day: 16
PublicationDecade 2020
PublicationPlace Switzerland
PublicationPlace_xml – name: Switzerland
PublicationTitle Frontiers in plant science
PublicationTitleAlternate Front Plant Sci
PublicationYear 2023
Publisher Frontiers Media S.A
Publisher_xml – name: Frontiers Media S.A
References Gouveia (B22) 2017; 151
Lu (B49) 2019; 278
Wang (B72) 2021; 306
Guan (B24) 2021; 13
Kumari (B36) 2021; 9
Zhang (B102) 2019; 574
Neuner (B57) 2020; 169
Zhou (B109) 2018; 51
Yerdelen (B91) 2021; 260
Beer (B4) 2007; 34
Duan (B14) 2021; 13
Zhao (B103) 2019; 11
Baccari (B3) 2020; 11
Israel (B31) 2022; 73
Huang (B30) 2021; 768
Su (B68) 2011; 15
Bento (B5) 2018; 259
Yao (B90) 2018; 630
Yu (B92) 2018; 32
Zhang (B97) 2022; 66
Fang (B17) 2019; 39
Liu (B47) 2022; 141
Palmer (B61) 1968; 21
Wellstein (B75) 2017; 23
Fang (B19) 2019; 232
Zhong (B108) 2021; 127
Wang (B73) 2022; 107
Wilcox (B77) 2020; 101
Chen (B10) 2021; 13
Palmer (B60) 1965
Yao (B89) 2019; 660
Liu (B48) 2019; 652
Rixen (B65) 2022; 8
Cao (B8) 2022; 821
Chen (B11) 2022; 321
Li (B42) 2020; 302
Won (B79) 2021; 13
Yao (B88) 2022; 314
Wu (B81) 2022; 49
Zheng (B107) 2021; 3
Zhang (B99) 2017; 152
Ashraf (B1) 2022; 108
McKee (B51) 1993
Yuan (B93) 2022; 310
Fang (B18) 2018; 561
Mohammat (B54) 2013
Yue (B94) 2019; 278
Estel (B16) 2015; 163
Nasrullah (B56) 2022; 45
Fu (B21) 2023; 617
Dutta (B15) 2015; 18
Thornthwaite (B69) 1948; 38
Kowalski (B34) 2022; 268
Pociecha (B63) 2008; 30
Vicente-Serrano (B71) 2013; 110
Baca Cabrera (B2) 2021; 19
Nunes (B59) 2020; 101
Xu (B82) 2016; 52
Zhang (B98) 2022; 28
Wang (B74) 2022; 326
Zhao (B106) 2018; 163
Yao (B87) 2020; 585
Zeng (B95) 2022; 143
Zhao (B105) 2020; 261
Grimaldi (B23) 2016; 90
Li (B43) 2022; 14
Vicente-Serrano (B70) 2010; 23
Zhang (B96) 2019; 513
Fang (B20) 2019; 577
Zhou (B110) 2018; 645
Singh (B67) 2020; 15
Guli (B25) 2015; 58
Won (B78) 2022; 812
Jackson (B32) 1988; 9
Xu (B83) 2016; 126
Ji (B33) 2003; 87
BiBi (B6) 2021; 53
Ni (B58) 2019; 574
Mielke (B52) 2003; 50
Nalbantis (B55) 2009; 23
Linderson (B44) 2012; 152
Bu (B7) 2022; 14
Du (B12) 2015; 38
Wen (B76) 2012; 242
Liu (B45) 2018; 169
Li (B41) 2022; 412
Guo (B26) 2012; 18
Zhao (B104) 2022; 12
Piao (B62) 2019; 62
Reichstein (B64) 2013; 500
Liu (B46) 2016; 6
Lei (B37) 2020; 274
Castellaneta (B9) 2022; 813
Li (B38) 2021; 311
Mina (B53) 2016; 221
Yang (B85) 2022; 805
Du (B13) 2022; 612
Zhang (B100) 2014; 512
Wu (B80) 2022; 610
Xun (B84) 2022; 213
HOLBEN (B28) 1986; 7
Li (B40) 2017; 247
Yao (B86) 2022; 3
Li (B39) 2022; 199
Mazdiyasni (B50) 2017; 3
Kumari (B35) 2020; 47
He (B27) 2021; 28
Huang (B29) 2017; 32
Zhang (B101) 2020; 12
Shukla (B66) 2008; 35
References_xml – volume: 12
  year: 2020
  ident: B101
  article-title: Response of natural vegetation to climate in dryland ecosystems: A comparative study between xinjiang and Arizona
  publication-title: Remote Sens.
  doi: 10.3390/rs12213567
  contributor:
    fullname: Zhang
– volume: 34
  start-page: L05401
  year: 2007
  ident: B4
  article-title: Mean annual GPP of Europe derived from its water balance
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2006gl029006
  contributor:
    fullname: Beer
– volume: 302
  year: 2020
  ident: B42
  article-title: Modelling the effects of climate change on transpiration and evaporation in natural and constructed grasslands in the semi-arid loess plateau, China
  publication-title: Agric. Ecosyst. Environ.
  doi: 10.1016/j.agee.2020.107077
  contributor:
    fullname: Li
– volume: 13
  year: 2021
  ident: B24
  article-title: Assessing the spatiotemporal evolution of anthropogenic impacts on remotely sensed vegetation dynamics in xinjiang, China
  publication-title: Remote Sens.
  doi: 10.3390/rs13224651
  contributor:
    fullname: Guan
– volume: 3
  start-page: 618
  year: 2022
  ident: B86
  article-title: The imbalance of the Asian water tower
  publication-title: Nat. Rev. Earth Environ.
  doi: 10.1038/s43017-022-00299-4
  contributor:
    fullname: Yao
– volume: 260
  year: 2021
  ident: B91
  article-title: Assessment of drought in SPI series using continuous wavelet analysis for gediz basin, Turkey
  publication-title: Atmospheric Res.
  doi: 10.1016/j.atmosres.2021.105687
  contributor:
    fullname: Yerdelen
– volume: 28
  start-page: 3620
  year: 2022
  ident: B98
  article-title: Revisiting the cumulative effects of drought on global gross primary productivity based on new long-term series data, (1982–2018)
  publication-title: Glob. Change Biol.
  doi: 10.1111/gcb.16178
  contributor:
    fullname: Zhang
– volume: 15
  start-page: 124021
  year: 2020
  ident: B67
  article-title: Rootzone storage capacity reveals drought coping strategies along rainforest-savanna transitions
  publication-title: Environ. Res. Lett.
  doi: 10.1088/1748-9326/abc377
  contributor:
    fullname: Singh
– volume: 141
  year: 2022
  ident: B47
  article-title: Spatial responses of ecosystem water-use efficiency to hydrothermal and vegetative gradients in alpine grassland ecosystem in drylands
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2022.109064
  contributor:
    fullname: Liu
– volume: 574
  start-page: 430
  year: 2019
  ident: B58
  article-title: Biodegradability of riverine dissolved organic carbon in a dry-hot valley region: Initial trophic controls and variations in chemical composition
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2019.04.069
  contributor:
    fullname: Ni
– volume: 221
  start-page: 13
  year: 2016
  ident: B53
  article-title: Forward modeling of tree-ring width improves simulation of forest growth responses to drought
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2016.02.005
  contributor:
    fullname: Mina
– volume: 821
  year: 2022
  ident: B8
  article-title: Effects and contributions of meteorological drought on agricultural drought under different climatic zones and vegetation types in Northwest China
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2022.153270
  contributor:
    fullname: Cao
– volume: 268
  year: 2022
  ident: B34
  article-title: Quantifying drought effects in central European grasslands through regression-based unmixing of intra-annual sentinel-2 time series
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2021.112781
  contributor:
    fullname: Kowalski
– volume: 610
  year: 2022
  ident: B80
  article-title: Impacts of climate change on global meteorological multi-year droughts using the last millennium simulation as a baseline
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2022.127937
  contributor:
    fullname: Wu
– volume: 23
  start-page: 1696
  year: 2010
  ident: B70
  article-title: A multiscalar drought index sensitive to global warming: the standardized precipitation evapotranspiration index
  publication-title: J. Clim.
  doi: 10.1175/2009JCLI2909.1
  contributor:
    fullname: Vicente-Serrano
– volume: 652
  start-page: 671
  year: 2019
  ident: B48
  article-title: Evaluating the responses of net primary productivity and carbon use efficiency of global grassland to climate variability along an aridity gradient
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2018.10.295
  contributor:
    fullname: Liu
– volume: 242
  start-page: 116
  year: 2012
  ident: B76
  article-title: Local climate determines the NDVI-based primary productivity and flooding creates heterogeneity in semi-arid floodplain ecosystem
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2012.05.018
  contributor:
    fullname: Wen
– volume: 278
  year: 2019
  ident: B94
  article-title: Long-term variations in energy partitioning and evapotranspiration in a semiarid grassland in the loess plateau of China
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2019.107671
  contributor:
    fullname: Yue
– volume: 412
  year: 2022
  ident: B41
  article-title: Drought timing influences the sensitivity of a semiarid grassland to drought
  publication-title: Geoderma
  doi: 10.1016/j.geoderma.2022.115714
  contributor:
    fullname: Li
– volume: 58
  start-page: 64
  year: 2015
  ident: B25
  article-title: Vegetation dynamics and responses to recent climate change in xinjiang using leaf area index as an indicator
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2015.05.036
  contributor:
    fullname: Guli
– volume: 73
  start-page: 1546
  year: 2022
  ident: B31
  article-title: High intrinsic water use efficiency is underpinned by high stomatal aperture and guard cell potassium flux in C3 and C4 grasses grown at glacial CO2 and low light
  publication-title: J. Exp. Bot.
  doi: 10.1093/jxb/erab477
  contributor:
    fullname: Israel
– volume: 321
  year: 2022
  ident: B11
  article-title: The chained effects of earlier vegetation activities and summer droughts on ecosystem productivity on the Tibetan plateau
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2022.108975
  contributor:
    fullname: Chen
– volume: 152
  start-page: 1
  year: 2017
  ident: B99
  article-title: Response of vegetation to different time-scales drought across China: Spatiotemporal patterns, causes and implications
  publication-title: Glob. Planet. Change
  doi: 10.1016/j.gloplacha.2017.02.008
  contributor:
    fullname: Zhang
– volume: 577
  year: 2019
  ident: B20
  article-title: Bivariate probabilistic quantification of drought impacts on terrestrial vegetation dynamics in mainland China
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2019.123980
  contributor:
    fullname: Fang
– volume: 278
  year: 2019
  ident: B49
  article-title: Assessment of global drought propensity and its impacts on agricultural water use in future climate scenarios
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2019.107623
  contributor:
    fullname: Lu
– volume: 23
  start-page: 2473
  year: 2017
  ident: B75
  article-title: Effects of extreme drought on specific leaf area of grassland species: A meta-analysis of experimental studies in temperate and sub-Mediterranean systems
  publication-title: Glob. Change Biol.
  doi: 10.1111/gcb.13662
  contributor:
    fullname: Wellstein
– volume: 18
  start-page: 53
  year: 2015
  ident: B15
  article-title: Assessment of agricultural drought in rajasthan (India) using remote sensing derived vegetation condition index (VCI) and standardized precipitation index (SPI)
  publication-title: Egypt J. Remote Sens. Space Sci.
  doi: 10.1016/j.ejrs.2015.03.006
  contributor:
    fullname: Dutta
– volume: 261
  year: 2020
  ident: B105
  article-title: Evaluating the cumulative and time-lag effects of drought on grassland vegetation: A case study in the Chinese loess plateau
  publication-title: J. Environ. Manage.
  doi: 10.1016/j.jenvman.2020.110214
  contributor:
    fullname: Zhao
– volume: 66
  start-page: 2449
  year: 2022
  ident: B97
  article-title: Drought timing and severity affect radial growth of picea crassifolia at different elevations in the western qilian mountains
  publication-title: Int. J. Biometeorol.
  doi: 10.1007/s00484-022-02368-1
  contributor:
    fullname: Zhang
– volume: 152
  start-page: 201
  year: 2012
  ident: B44
  article-title: Up-scaling of water use efficiency from leaf to canopy as based on leaf gas exchange relationships and the modeled in-canopy light distribution
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2011.09.019
  contributor:
    fullname: Linderson
– volume: 15
  start-page: 2303
  year: 2011
  ident: B68
  article-title: The Tibetan plateau observatory of plateau scale soil moisture and soil temperature (Tibet-obs) for quantifying uncertainties in coarse resolution satellite and model products
  publication-title: Hydrol. Earth Syst. Sci.
  doi: 10.5194/hess-15-2303-2011
  contributor:
    fullname: Su
– volume: 11
  year: 2020
  ident: B3
  article-title: Linking leaf water potential, photosynthesis and chlorophyll loss with mechanisms of photo- and antioxidant protection in juvenile olive trees subjected to severe drought
  publication-title: Front. Plant Sci.
  doi: 10.3389/fpls.2020.614144
  contributor:
    fullname: Baccari
– volume: 3
  year: 2017
  ident: B50
  article-title: Increasing probability of mortality during Indian heat waves
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.1700066
  contributor:
    fullname: Mazdiyasni
– volume: 163
  start-page: 312
  year: 2015
  ident: B16
  article-title: Mapping farmland abandonment and recultivation across Europe using MODIS NDVI time series
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2015.03.028
  contributor:
    fullname: Estel
– volume: 13
  year: 2021
  ident: B14
  article-title: Study on the relationship between snowmelt runoff for different latitudes and vegetation growth based on an improved SWAT model in xinjiang, China
  publication-title: Sustainability
  doi: 10.3390/su13031189
  contributor:
    fullname: Duan
– volume: 314
  year: 2022
  ident: B88
  article-title: Evaluation of ecosystem resilience to drought based on drought intensity and recovery time
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2022.108809
  contributor:
    fullname: Yao
– volume: 630
  start-page: 444
  year: 2018
  ident: B90
  article-title: Multi-scale assessments of droughts: A case study in xinjiang, China
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2018.02.200
  contributor:
    fullname: Yao
– volume: 39
  start-page: 2005
  year: 2019
  ident: B17
  article-title: Copulas-based risk analysis for inter-seasonal combinations of wet and dry conditions under a changing climate
  publication-title: Int. J. Climatol.
  doi: 10.1002/joc.5929
  contributor:
    fullname: Fang
– volume: 108
  year: 2022
  ident: B1
  article-title: Satellite based impact assessment of temperature and rainfall variability on drought indices in southern Pakistan
  publication-title: Int. J. Appl. Earth Obs. Geoinformation
  doi: 10.1016/j.jag.2022.102726
  contributor:
    fullname: Ashraf
– volume: 6
  year: 2016
  ident: B46
  article-title: A probabilistic assessment of the likelihood of vegetation drought under varying climate conditions across China
  publication-title: Sci. Rep.
  doi: 10.1038/srep35105
  contributor:
    fullname: Liu
– volume: 38
  start-page: 55
  year: 1948
  ident: B69
  article-title: An approach toward a rational classification of climate
  publication-title: Geogr. Rev.
  doi: 10.2307/210739
  contributor:
    fullname: Thornthwaite
– volume: 151
  start-page: 15
  year: 2017
  ident: B22
  article-title: Drought impacts on vegetation activity in the Mediterranean region: An assessment using remote sensing data and multi-scale drought indicators
  publication-title: Glob. Planet. Change
  doi: 10.1016/j.gloplacha.2016.06.011
  contributor:
    fullname: Gouveia
– volume: 247
  start-page: 260
  year: 2017
  ident: B40
  article-title: Detecting and attributing vegetation changes on china’s loess plateau
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2017.08.005
  contributor:
    fullname: Li
– volume: 107
  year: 2022
  ident: B73
  article-title: Off-peak NDVI correction to reconstruct landsat time series for post-fire recovery in high-latitude forests
  publication-title: Int. J. Appl. Earth Obs. Geoinformation
  doi: 10.1016/j.jag.2022.102704
  contributor:
    fullname: Wang
– volume: 126
  start-page: 213
  year: 2016
  ident: B83
  article-title: NDVI-based vegetation responses to climate change in an arid area of China
  publication-title: Theor. Appl. Climatol.
  doi: 10.1007/s00704-015-1572-1
  contributor:
    fullname: Xu
– volume: 13
  year: 2021
  ident: B79
  article-title: Vegetation drought vulnerability mapping using a copula model of vegetation index and meteorological drought index
  publication-title: Remote Sens.
  doi: 10.3390/rs13245103
  contributor:
    fullname: Won
– volume: 163
  start-page: 165
  year: 2018
  ident: B106
  article-title: Responses of vegetation productivity to multi-scale drought in loess plateau, China
  publication-title: Catena
  doi: 10.1016/j.catena.2017.12.016
  contributor:
    fullname: Zhao
– volume: 612
  year: 2022
  ident: B13
  article-title: Vulnerability of grassland ecosystems to climate change in the qilian mountains, northwest China
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2022.128305
  contributor:
    fullname: Du
– volume: 805
  year: 2022
  ident: B85
  article-title: The spatiotemporal variations and propagation of droughts in plateau mountains of China
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2021.150257
  contributor:
    fullname: Yang
– volume: 645
  start-page: 460
  year: 2018
  ident: B110
  article-title: Response of vegetation to water balance conditions at different time scales across the karst area of southwestern China–a remote sensing approach
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2018.07.148
  contributor:
    fullname: Zhou
– volume: 9
  start-page: 309
  year: 1988
  ident: B32
  article-title: A reexamination of the crop water stress index
  publication-title: Irrig. Sci.
  doi: 10.1007/BF00296705
  contributor:
    fullname: Jackson
– volume: 561
  start-page: 764
  year: 2018
  ident: B18
  article-title: Reference evapotranspiration forecasting based on local meteorological and global climate information screened by partial mutual information
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2018.04.038
  contributor:
    fullname: Fang
– volume: 3
  start-page: 115011
  year: 2021
  ident: B107
  article-title: The trend towards a warmer and wetter climate observed in arid and semi-arid areas of northwest China from 1959 to 2019
  publication-title: Environ. Res. Commun.
  doi: 10.1088/2515-7620/ac39f7
  contributor:
    fullname: Zheng
– volume: 32
  start-page: 881
  year: 2018
  ident: B92
  article-title: Analyzing the impacts of climatic and physiographic factors on low flow distributions
  publication-title: Water Resour. Manage.
  doi: 10.1007/s11269-017-1844-x
  contributor:
    fullname: Yu
– volume: 101
  year: 2020
  ident: B77
  article-title: Rapid recovery of ecosystem function following extreme drought in a south African savanna grassland
  publication-title: Ecology
  doi: 10.1002/ecy.2983
  contributor:
    fullname: Wilcox
– volume: 9
  year: 2021
  ident: B36
  article-title: A long-term spatiotemporal analysis of vegetation greenness over the Himalayan region using Google earth engine
  publication-title: Climate
  doi: 10.3390/cli9070109
  contributor:
    fullname: Kumari
– volume: 23
  start-page: 881
  year: 2009
  ident: B55
  article-title: Assessment of hydrological drought revisited
  publication-title: Water Resour. Manage.
  doi: 10.1007/s11269-008-9305-1
  contributor:
    fullname: Nalbantis
– volume: 32
  start-page: 523
  year: 2017
  ident: B29
  article-title: Spatio-temporal patterns of grassland evapotranspiration and water use efficiency in arid areas
  publication-title: Ecol. Res.
  doi: 10.1007/s11284-017-1463-2
  contributor:
    fullname: Huang
– volume: 213
  year: 2022
  ident: B84
  article-title: Improved identification of cotton cultivated areas by applying instance-based transfer learning on the time series of MODIS NDVI
  publication-title: CATENA
  doi: 10.1016/j.catena.2022.106130
  contributor:
    fullname: Xun
– volume: 768
  year: 2021
  ident: B30
  article-title: Local climate and biodiversity affect the stability of china’s grasslands in response to drought
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2021.145482
  contributor:
    fullname: Huang
– volume: 306
  year: 2021
  ident: B72
  article-title: Response of vegetation to drought in the Tibetan plateau: Elevation differentiation and the dominant factors
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2021.108468
  contributor:
    fullname: Wang
– volume: 12
  start-page: 1024
  year: 2022
  ident: B104
  article-title: Evapotranspiration frequently increases during droughts
  publication-title: Nat. Clim. Change
  doi: 10.1038/s41558-022-01505-3
  contributor:
    fullname: Zhao
– volume: 35
  start-page: L02405
  year: 2008
  ident: B66
  article-title: Use of a standardized runoff index for characterizing hydrologic drought
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2007GL032487
  contributor:
    fullname: Shukla
– volume: 310
  year: 2022
  ident: B93
  article-title: Probabilistic assessment of vegetation vulnerability to drought stress in central Asia
  publication-title: J. Environ. Manage.
  doi: 10.1016/j.jenvman.2022.114504
  contributor:
    fullname: Yuan
– volume: 101
  start-page: 780
  year: 2020
  ident: B59
  article-title: Form, development and function of grass stomata
  publication-title: Plant J.
  doi: 10.1111/tpj.14552
  contributor:
    fullname: Nunes
– volume: 53
  start-page: 691
  year: 2021
  ident: B6
  article-title: Role of leaf micro-structural and topographical traits in ecological success of some arid zone grasses
  publication-title: Pak. J. Bot.
  doi: 10.30848/PJB2021-2(43)
  contributor:
    fullname: BiBi
– volume: 8
  start-page: 572
  year: 2022
  ident: B65
  article-title: Winters are changing: snow effects on Arctic and alpine tundra ecosystems
  publication-title: Arct. Sci.
  doi: 10.1139/as-2020-0058
  contributor:
    fullname: Rixen
– volume: 30
  start-page: 529
  year: 2008
  ident: B63
  article-title: Effects of root flooding and stage of development on the growth and photosynthesis of field bean (Vicia faba l. minor)
  publication-title: Acta Physiol. Plant
  doi: 10.1007/s11738-008-0151-9
  contributor:
    fullname: Pociecha
– volume: 110
  start-page: 52
  year: 2013
  ident: B71
  article-title: Response of vegetation to drought time-scales across global land biomes
  publication-title: Proc. Natl. Acad. Sci.
  doi: 10.1073/pnas.1207068110
  contributor:
    fullname: Vicente-Serrano
– volume: 326
  year: 2022
  ident: B74
  article-title: Possible negative effects of earlier thaw onset and longer thaw duration on vegetation greenness over the Tibetan plateau
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2022.109192
  contributor:
    fullname: Wang
– volume: 812
  year: 2022
  ident: B78
  article-title: A copula model integrating atmospheric moisture demand and supply for vegetation vulnerability mapping
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2021.151464
  contributor:
    fullname: Won
– volume: 232
  start-page: 111290
  year: 2019
  ident: B19
  article-title: Probabilistic assess-ment of remote sensing-based terrestrial vegetation vulnerability to drought stress of the Loess Plateau in China
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2019.111290
  contributor:
    fullname: Fang
– volume: 62
  start-page: 1551
  year: 2019
  ident: B62
  article-title: The impacts of climate extremes on the terrestrial carbon cycle: A review
  publication-title: Sci. China Earth Sci.
  doi: 10.1007/s11430-018-9363-5
  contributor:
    fullname: Piao
– volume: 11
  year: 2019
  ident: B103
  article-title: Copula-based abrupt variations detection in the relationship of seasonal vegetation-climate in the jing river basin, China
  publication-title: Remote Sens.
  doi: 10.3390/rs11131628
  contributor:
    fullname: Zhao
– volume: 660
  start-page: 724
  year: 2019
  ident: B89
  article-title: Hydro-climatic changes and their impacts on vegetation in xinjiang, central Asia
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2019.01.084
  contributor:
    fullname: Yao
– volume: 513
  start-page: 56
  year: 2019
  ident: B96
  article-title: Grassland vegetation phenological variations and responses to climate change in the xinjiang region, China
  publication-title: Quat. Int.
  doi: 10.1016/j.quaint.2019.03.010
  contributor:
    fullname: Zhang
– volume: 169
  year: 2020
  ident: B57
  article-title: Low temperatures at higher elevations require plants to exhibit increased freezing resistance throughout the summer months
  publication-title: Environ. Exp. Bot.
  doi: 10.1016/j.envexpbot.2019.103882
  contributor:
    fullname: Neuner
– volume: 50
  start-page: 221
  year: 2003
  ident: B52
  article-title: Leaf gas exchange, chlorophyll fluorescence and growth responses of genipa americana seedlings to soil flooding
  publication-title: Environ. Exp. Bot.
  doi: 10.1016/S0098-8472(03)00036-4
  contributor:
    fullname: Mielke
– volume: 7
  start-page: 1417
  year: 1986
  ident: B28
  article-title: Characteristics of maximum-value composite images from temporal AVHRR data
  publication-title: Int. J. Remote Sens.
  doi: 10.1080/01431168608948945
  contributor:
    fullname: HOLBEN
– volume: 18
  start-page: 3624
  year: 2012
  ident: B26
  article-title: Spatial variations in aboveground net primary productivity along a climate gradient in Eurasian temperate grassland: effects of mean annual precipitation and its seasonal distribution
  publication-title: Glob. Change Biol.
  doi: 10.1111/gcb.12010
  contributor:
    fullname: Guo
– volume-title: Meteorological drought
  year: 1965
  ident: B60
  contributor:
    fullname: Palmer
– volume: 87
  start-page: 85
  year: 2003
  ident: B33
  article-title: Assessing vegetation response to drought in the northern great plains using vegetation and drought indices
  publication-title: Remote Sens. Environ.
  doi: 10.1016/S0034-4257(03)00174-3
  contributor:
    fullname: Ji
– volume: 199
  year: 2022
  ident: B39
  article-title: Vapour pressure deficit and endogenous ABA level modulate stomatal responses of tomato plants to soil water deficit
  publication-title: Environ. Exp. Bot.
  doi: 10.1016/j.envexpbot.2022.104889
  contributor:
    fullname: Li
– volume: 127
  year: 2021
  ident: B108
  article-title: Characteristics of vegetation response to drought in the CONUS based on long-term remote sensing and meteorological data
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2021.107767
  contributor:
    fullname: Zhong
– volume: 274
  year: 2020
  ident: B37
  article-title: Net primary productivity loss under different drought levels in different grassland ecosystems
  publication-title: J. Environ. Manage.
  doi: 10.1016/j.jenvman.2020.111144
  contributor:
    fullname: Lei
– volume: 512
  start-page: 69
  year: 2014
  ident: B100
  article-title: Simulated water fluxes during the growing season in semiarid grassland ecosystems under severe drought conditions
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2014.02.056
  contributor:
    fullname: Zhang
– volume: 143
  year: 2022
  ident: B95
  article-title: Resistance of grassland productivity to hydroclimatic changes in the Tibetan plateau
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2022.109351
  contributor:
    fullname: Zeng
– volume: 90
  start-page: 116
  year: 2016
  ident: B23
  article-title: Catchment compatibility via copulas: A non-parametric study of the dependence structures of hydrological responses
  publication-title: Adv. Water Resour.
  doi: 10.1016/j.advwatres.2016.02.003
  contributor:
    fullname: Grimaldi
– volume: 13
  year: 2021
  ident: B10
  article-title: Exploring the applicability and scaling effects of satellite-observed spring and autumn phenology in complex terrain regions using four different spatial resolution products
  publication-title: Remote Sens.
  doi: 10.3390/rs13224582
  contributor:
    fullname: Chen
– volume: 47
  year: 2020
  ident: B35
  article-title: The grass is not always greener on the other side: Seasonal reversal of vegetation greenness in aspect-driven semiarid ecosystems
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2020GL088918
  contributor:
    fullname: Kumari
– volume: 21
  start-page: 156
  year: 1968
  ident: B61
  article-title: Keeping track of crop moisture conditions, nationwide: The new crop moisture index
  publication-title: Weatherwise
  doi: 10.1080/00431672.1968.9932814
  contributor:
    fullname: Palmer
– volume: 14
  year: 2022
  ident: B7
  article-title: Grassland biomass inversion based on a random forest algorithm and drought risk assessment
  publication-title: Remote Sens.
  doi: 10.3390/rs14225745
  contributor:
    fullname: Bu
– volume: 51
  start-page: 2413
  year: 2018
  ident: B109
  article-title: A coupled dynamical-copula downscaling approach for temperature projections over the Canadian prairies
  publication-title: Clim. Dyn.
  doi: 10.1007/s00382-017-4020-3
  contributor:
    fullname: Zhou
– volume: 813
  year: 2022
  ident: B9
  article-title: Declines in canopy greenness and tree growth are caused by combined climate extremes during drought-induced dieback
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2021.152666
  contributor:
    fullname: Castellaneta
– start-page: 21
  year: 2013
  ident: B54
  article-title: Drought and spring cooling induced recent decrease in vegetation growth in inner Asia
  publication-title: Agric. For. Meteorol. Special Issue:Drought Inner Asia
  doi: 10.1016/j.agrformet.2012.09.014
  contributor:
    fullname: Mohammat
– volume: 52
  start-page: 390
  year: 2016
  ident: B82
  article-title: Decreased vegetation growth in response to summer drought in central Asia from 2000 to 2012
  publication-title: Int. J. Appl. Earth Obs. Geoinformation
  doi: 10.1016/j.jag.2016.07.010
  contributor:
    fullname: Xu
– volume: 585
  year: 2020
  ident: B87
  article-title: Climatic and associated atmospheric water cycle changes over the xinjiang, china. J
  publication-title: Hydrol
  doi: 10.1016/j.jhydrol.2020.124823
  contributor:
    fullname: Yao
– volume: 38
  start-page: 216
  year: 2015
  ident: B12
  article-title: Analysis on spatio-temporal trends and drivers in vegetation growth during recent decades in xinjiang, China
  publication-title: Int. J. Appl. Earth Obs. Geoinformation
  doi: 10.1016/j.jag.2015.01.006
  contributor:
    fullname: Du
– volume: 49
  year: 2022
  ident: B81
  article-title: Drought legacy in Sub-seasonal vegetation state and sensitivity to climate over the northern hemisphere
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2022GL098700
  contributor:
    fullname: Wu
– volume: 14
  year: 2022
  ident: B43
  article-title: Response of NDVI and SIF to meteorological drought in the yellow river basin from 2001 to 2020
  publication-title: Water
  doi: 10.3390/w14192978
  contributor:
    fullname: Li
– volume: 259
  start-page: 286
  year: 2018
  ident: B5
  article-title: A climatological assessment of drought impact on vegetation health index
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2018.05.014
  contributor:
    fullname: Bento
– volume: 28
  start-page: 42516
  year: 2021
  ident: B27
  article-title: Dynamic characteristics and driving factors of vegetation greenness under changing environments in xinjiang, China
  publication-title: Environ. Sci. pollut. Res.
  doi: 10.1007/s11356-021-13721-z
  contributor:
    fullname: He
– volume: 617
  year: 2023
  ident: B21
  article-title: Seasonal divergence of evapotranspiration sensitivity to vegetation changes – a proportionality-hypothesis-based analytical solution
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2022.129055
  contributor:
    fullname: Fu
– volume: 169
  start-page: 145
  year: 2018
  ident: B45
  article-title: Temporal-spatial variations and influencing factors of vegetation cover in xinjiang from 1982 to 2013 based on GIMMS-NDVI3g
  publication-title: Glob. Planet. Change
  doi: 10.1016/j.gloplacha.2018.06.005
  contributor:
    fullname: Liu
– volume: 19
  start-page: 50
  year: 2021
  ident: B2
  article-title: Stomatal conductance limited the CO2 response of grassland in the last century
  publication-title: BMC Biol.
  doi: 10.1186/s12915-021-00988-4
  contributor:
    fullname: Baca Cabrera
– volume: 311
  year: 2021
  ident: B38
  article-title: Quantifying effects of compound dry-hot extremes on vegetation in xinjiang (China) using a vine-copula conditional probability model
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2021.108658
  contributor:
    fullname: Li
– volume: 500
  start-page: 287
  year: 2013
  ident: B64
  article-title: Climate extremes and the carbon cycle
  publication-title: Nature
  doi: 10.1038/nature12350
  contributor:
    fullname: Reichstein
– volume: 574
  start-page: 706
  year: 2019
  ident: B102
  article-title: The responses of natural vegetation dynamics to drought during the growing season across China
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2019.04.084
  contributor:
    fullname: Zhang
– start-page: 179
  year: 1993
  ident: B51
  article-title: The relationship of drought frequency and duration to time scales
  contributor:
    fullname: McKee
– volume: 45
  start-page: 1161
  year: 2022
  ident: B56
  article-title: Flooding tolerance in plants: from physiological and molecular perspectives
  publication-title: Braz. J. Bot.
  doi: 10.1007/s40415-022-00841-0
  contributor:
    fullname: Nasrullah
SSID ssj0000500997
Score 2.4506924
Snippet In the process of climate warming, drought has increased the vulnerability of ecosystems. Due to the extreme sensitivity of grasslands to drought, grassland...
SourceID doaj
pubmedcentral
proquest
crossref
pubmed
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
StartPage 1143863
SubjectTerms climate regions
drought stress
grassland types
influencing factors
Plant Science
vulnerability probability
SummonAdditionalLinks – databaseName: DOAJ
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Na9tAEF1KyKGXkKRNonyULfQUIqzVjlarY1waTKGlhxqck9gvJQ5BNsYO-N9nZmUbOwR66VVascubWe0bduYNY99ANBpPLovOm5Up6ApSC0WTlkgVytxVBQAVCv_6rQZD-DkqRlutvignrJMH7oDrORBOlJnPwWRgPRitMYYofBWkVmBc_PuKYiuY6lS9ifqU3TUmRmFVr5k-kzp3LkkdFz-VOwdR1Ot_j2S-zZXcOnzuDtnBijXy2261R-xDaI_Zfn-CzG75id3_meGupCxXEl3mZiO2yScN97EPz5x3RSH8ZfFMOtMxJXbJxy1_mOH4WPBLo0fj9gkd5uGGx8ban9nw7sff74N01TIhdaDUPBVF471RlUKggmyQbuTCagTLQOOUDLnzubQiM5Ja32IsZoIACyqz3tjKGXnC9tpJG84Y9w4Csj3hXOZBWq9J2cXooELhnFB5wq7X-NXTThmjxoiCwK4J7JrArldgJ6xPCG8Gkqh1fICmrlemrv9l6oR9Xdunxk1ANxumDZMFTkUy-Rh4apGw085em6nQCTM8gnXC9I4ld9ay-6YdP0ahbUEVpiorz__H6i_YR0KE8teEumR789kiXCGhmdsv0XdfAckW9EE
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: Scholars Portal Journals: Open Access
  dbid: M48
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwdV1Li9RAEC7WVWQv4tv4ogVPYjSdrnQ6BxFXXBZhxYMD4yn0K-PIkKzjjDj_3qokMzgyXpOmO12P9Fd01VcAz1E2hk4uR8ablSmaClOHRZOWBBXK3FcFIhcKX3zS5xP8OC2mR7BtbzUK8OfB0I77SU2Wi1e_f2zeksO_4YiTztvXzeWCibdzxcS3ymh1Ba7mqJAN_mJE-wPVN-Ohvt2K1piizqfDPefhWU7gOm0go9-32Tu0em7_Q4D037zKvw6qs5twY0SY4t1gErfgKLa34dppRyhwcwe-fl6SB3NGLBM0C7sj5hRdI0Lfs2clhgIS8Wu9YE7qPn12I-atmC1pfF8czKOn8_Y7GdfspeibcN-FydmHL-_P07G9QupR61UqiyYEqysd0EbVEDTJpTOhihYbr1XMfciVk5lV3CaX4jYbJTrUmQvWVd6qe3Dcdm18ACJ4jIQMpfdZQOWCYRYYa6KOhfdS5wm82MqvvhxYNGqKPljuNcu9ZrnXo9wTOGUJ7wYyAXb_oFvO6tGfao_SyzILOdoMHe3AGAotC_p6mgKtT-DZVj81OQzfgtg2dmtaiin1KUg1MoH7g752S231nYDZ0-Tet-y_aeffelJuydWoOisf_nfSR3DC2-QENqkfw_FquY5PCNGs3NPeTv8A10PxtQ
  priority: 102
  providerName: Scholars Portal
Title Probabilistic assessment of drought stress vulnerability in grasslands of Xinjiang, China
URI https://www.ncbi.nlm.nih.gov/pubmed/37008478
https://search.proquest.com/docview/2794691781
https://pubmed.ncbi.nlm.nih.gov/PMC10062607
https://doaj.org/article/c41c170d24a04bd4a886015d9e3864ac
Volume 14
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lb9swDBbaYoddhnVPr12hATsNc2NZtCwf22JdMSBDDyuQnQy9nKVI7SBICvTfl5TjoBl22kUHW7ZlkgI_QuRHxj6DaDR6LovGm5Up6ApSC0WTlggVytxVBQAVCo9_qqsb-DEpJntMDbUwMWnf2dlpO787bWd_Ym7l4s6Nhjyx0fX4QlDln8rK0T7bL6V8EqP3jN4Ee8r-CBMjsGrULObEzJ1LYsaVWskdJxS5-v8FMP_Ok3zieC5fshcbxMjP-pUdsr3QvmLPzjtEdQ-v2e_rJe5IynAlwmVutkSbvGu4jz14VrwvCOH36zlxTMd02Ac-a_l0ifNjsS_NnszaWzSW6Vcem2q_YTeX335dXKWbdgmpA6VWqSga742qlAcTZINQIxdW-yoYaJySIXc-l1ZkRlLbW4zDTBBgQWXWG1s5I9-yg7Zrw3vGvYOASE84l3mQ1mtidTE6qFA4J1SesC-D_OpFz4pRYzRBwq5J2DUJu94IO2HnJOHtRCK0jhe65bTeqLV2IJwoM5-DycDiH2iNoWKBq8dXgHEJ-zTop8YNQKcapg3dGj9FFPkYdGqRsHe9vrafQgPM0P3qhOkdTe6sZfcO2lwk2R5s7MP_P3rEnpMcKGNNqGN2sFquw0eEMCt7EkN_HL9PBI5j0CfRhh8BimL2eA
link.rule.ids 230,315,733,786,790,870,891,2115,24346,27955,27956,53825,53827
linkProvider National Library of Medicine
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lb9NAEB6VggQX3qXmuUicEE689nq9PtKKKkBT9dCKcLL25RCa2lHkIJVfz4wdR03FBa7etb2734xmRjvzDcA7wUuFlsug8EZZKFQuQiPSMszQVchim6dCUKHw-ESOzsWXSTrZAdnXwrRJ-9bMBtX8clDNfrS5lYtLO-zzxIan40NOlX8yyoa34DYqbJxei9I7Tm9yfLLuEhNjsHxYLubEzR0nxI2bKJlsmaGWrf9vLubNTMlrpufoAXzrF91lnFwMVo0Z2N83-Bz_fVcP4f7aG2Ufu_FHsOOrx3DnoEaP8eoJfD9dorZT9iyROTO9IfFkdclc29-nYV2xCfu1mhN_dZtqe8VmFZsucX5bSEyzJ7PqJwri9ANrG3Y_hfOjT2eHo3DdiiG0Qsom5GnpnJa5dEL7pEQ3JuZGudxrUVqZ-Ni6ODE80gm11MUYT3sujJCRcdrkVid7sFvVld8H5qzw6EVyayMnEuMUMcZo5aVPreUyDuB9j0yx6Bg3CoxUCMaCYCwIxmINYwAHhN1mIpFltw_q5bRYH25hBbc8i1wsdCQM7kApDENTXD1-QmgbwNse-QKVi25MdOXrFf6K6PcxoFU8gGedJGx-hcIdoWlXAagtGdlay_YIIt8SePdIP___V9_A3dHZ-Lg4_nzy9QXcozOhzDguX8Jus1z5V-gqNeZ1qxd_AL9zFeQ
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lb9NAEB5BQYgL74d5LhInhGOvvV6vj7QQlUerHKgUxMHal0MgtaPgIJVfz4ztRE3FqVd77X18M5oZ7bffArwWvFIYuQwab5yHQhUiNCKrwhxThTyxRSYEHRQ-OpaHJ-LTNJsOrMrfA62ytmY-qheno3r-o-NWLk9ttOGJRZOjA04n_2ScR0tXRVfhGjptkp-r1Htdb0p-8n4jE-uwIqqWC9LnTlLSx02VTHdCUafY_7808yJb8lz4Gd-G75uB96yTX6N1a0b27wVNx8vN7A7cGrJS9q5vcxeu-PoeXN9vMHM8uw_fJiv0emLRkqgz01sxT9ZUzHX3_LSsP3TC_qwXpGPdUW7P2LxmsxW27w4UU-vpvP6JBjl7y7qLux_AyfjD14PDcLiSIbRCyjbkWeWcloV0Qvu0wnQm4Ua5wmtRWZn6xLokNTzWKV2ti7We9lwYIWPjtCmsTh_CXt3U_jEwZ4XHbJJbGzuRGqdIOUYrL31mLZdJAG826JTLXnmjxIqFoCwJypKgLAcoA9gn_LYNSTS7e9CsZuWwwKUV3PI8donQsTA4A6WwHM1w9PgLoW0Arzbol-hktHOia9-ssSuS4cfCVvEAHvXWsO0KjTzGEK8CUDt2sjOW3TeIfifkvUH7yeU_fQk3Ju_H5ZePx5-fwk1aEiLIcfkM9trV2j_HjKk1LzrX-AdeLBhk
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Probabilistic+assessment+of+drought+stress+vulnerability+in+grasslands+of+Xinjiang%2C+China&rft.jtitle=Frontiers+in+plant+science&rft.au=Han%2C+Wanqiang&rft.au=Guan%2C+Jingyun&rft.au=Zheng%2C+Jianghua&rft.au=Liu%2C+Yujia&rft.date=2023-03-16&rft.issn=1664-462X&rft.eissn=1664-462X&rft.volume=14&rft.spage=1143863&rft_id=info:doi/10.3389%2Ffpls.2023.1143863&rft_id=info%3Apmid%2F37008478&rft.externalDocID=37008478
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1664-462X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1664-462X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1664-462X&client=summon