Integrated index for drought assessment based on variable fuzzy set theory: A case study in the Yellow River basin, China

•An integrated drought indicator based on variable fuzzy theory was proposed.•This integrated indicator is sensitive to capture drought onset and persistence.•Detected change points were closely associated with human activities and ENSO events. It is of great importance to construct an integrated dr...

Full description

Saved in:
Bibliographic Details
Published inJournal of hydrology (Amsterdam) Vol. 527; pp. 608 - 618
Main Authors Huang, Shengzhi, Chang, Jianxia, Leng, Guoyong, Huang, Qiang
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.08.2015
Subjects
Online AccessGet full text

Cover

Loading…
Abstract •An integrated drought indicator based on variable fuzzy theory was proposed.•This integrated indicator is sensitive to capture drought onset and persistence.•Detected change points were closely associated with human activities and ENSO events. It is of great importance to construct an integrated drought indicator, which is of great importance to drought risk assessment and decision-making. Given the fuzzy nature of drought, the variable fuzzy set theory was applied to develop an Integrated Drought Index (IDI) combining meteorological, hydrological, and agricultural factors across the Yellow River basin in North China. The runoff and soil moisture were derived by driving the calibrated Variable Infiltration Capacity (VIC) model with observed atmospheric forcing. Furthermore, the law of mutual change of quality and quantity was adopted to identify qualitative change points of annual IDI series in the Yellow River basin. The results indicate that: (1) the Integrated Drought Index (IDI) has a better performance compared with Standardized Precipitation Index (SPI) and Standardized streamflow Index (SSFI), and it is more sensitive and effective to capture drought onset and persistence, largely owing to its combination with the information of different drought-related variables; (2) spatially, the middle reaches has a higher drought risk than the rest portions of the Yellow River basin; seasonally, drought risk in spring and winter is larger than other seasons; overall, the IDI of the basin is dominated by an insignificantly downward trend; (3) some qualitative change points of drought were identified in the Yellow River basin, and those are primarily induced by ENSO events and the construction of dams and reservoirs. This study proposed an alternative drought indicator coupled with multivariate drought-related variables by objectively determining their weights based on the entropy weight method, which has a great value in characterizing drought.
AbstractList It is of great importance to construct an integrated drought indicator, which is of great importance to drought risk assessment and decision-making. Given the fuzzy nature of drought, the variable fuzzy set theory was applied to develop an Integrated Drought Index (IDI) combining meteorological, hydrological, and agricultural factors across the Yellow River basin in North China. The runoff and soil moisture were derived by driving the calibrated Variable Infiltration Capacity (VIC) model with observed atmospheric forcing. Furthermore, the law of mutual change of quality and quantity was adopted to identify qualitative change points of annual IDI series in the Yellow River basin. The results indicate that: (1) the Integrated Drought Index (IDI) has a better performance compared with Standardized Precipitation Index (SPI) and Standardized streamflow Index (SSFI), and it is more sensitive and effective to capture drought onset and persistence, largely owing to its combination with the information of different drought-related variables; (2) spatially, the middle reaches has a higher drought risk than the rest portions of the Yellow River basin; seasonally, drought risk in spring and winter is larger than other seasons; overall, the IDI of the basin is dominated by an insignificantly downward trend; (3) some qualitative change points of drought were identified in the Yellow River basin, and those are primarily induced by ENSO events and the construction of dams and reservoirs. This study proposed an alternative drought indicator coupled with multivariate drought-related variables by objectively determining their weights based on the entropy weight method, which has a great value in characterizing drought.
•An integrated drought indicator based on variable fuzzy theory was proposed.•This integrated indicator is sensitive to capture drought onset and persistence.•Detected change points were closely associated with human activities and ENSO events. It is of great importance to construct an integrated drought indicator, which is of great importance to drought risk assessment and decision-making. Given the fuzzy nature of drought, the variable fuzzy set theory was applied to develop an Integrated Drought Index (IDI) combining meteorological, hydrological, and agricultural factors across the Yellow River basin in North China. The runoff and soil moisture were derived by driving the calibrated Variable Infiltration Capacity (VIC) model with observed atmospheric forcing. Furthermore, the law of mutual change of quality and quantity was adopted to identify qualitative change points of annual IDI series in the Yellow River basin. The results indicate that: (1) the Integrated Drought Index (IDI) has a better performance compared with Standardized Precipitation Index (SPI) and Standardized streamflow Index (SSFI), and it is more sensitive and effective to capture drought onset and persistence, largely owing to its combination with the information of different drought-related variables; (2) spatially, the middle reaches has a higher drought risk than the rest portions of the Yellow River basin; seasonally, drought risk in spring and winter is larger than other seasons; overall, the IDI of the basin is dominated by an insignificantly downward trend; (3) some qualitative change points of drought were identified in the Yellow River basin, and those are primarily induced by ENSO events and the construction of dams and reservoirs. This study proposed an alternative drought indicator coupled with multivariate drought-related variables by objectively determining their weights based on the entropy weight method, which has a great value in characterizing drought.
Author Huang, Shengzhi
Huang, Qiang
Leng, Guoyong
Chang, Jianxia
Author_xml – sequence: 1
  givenname: Shengzhi
  surname: Huang
  fullname: Huang, Shengzhi
  organization: State Key Laboratory Base of Eco-Hydraulic Engineering in Arid Area, Xi’an University of Technology, Xi’an 710048, China
– sequence: 2
  givenname: Jianxia
  surname: Chang
  fullname: Chang, Jianxia
  organization: State Key Laboratory Base of Eco-Hydraulic Engineering in Arid Area, Xi’an University of Technology, Xi’an 710048, China
– sequence: 3
  givenname: Guoyong
  surname: Leng
  fullname: Leng, Guoyong
  email: guoyong.leng@gmail.com
  organization: Key Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China
– sequence: 4
  givenname: Qiang
  surname: Huang
  fullname: Huang, Qiang
  organization: State Key Laboratory Base of Eco-Hydraulic Engineering in Arid Area, Xi’an University of Technology, Xi’an 710048, China
BookMark eNqNkU9rHCEYh6Uk0E3Sj1Dw2ENnq44zOu2hhKV_AoFCSA89ieO8Zl1mNVVn08mnr8Pm1MtWXhDk-T2Kvwt05oMHhN5SsqaEth926912HmIY14zQZk3K1OwVWlEpuooJIs7QihDGKtp2_DW6SGlHyqprvkLzjc_wEHWGATs_wB9sQ8RFNj1sM9YpQUp78Bn3OhUkeHzQ0el-BGyn5-cZJ8g4byHE-SO-xqZQOOVpmIttOce_YBzDE75zB4iLxPn3eLN1Xl-hc6vHBG9e9kv08-uX-8336vbHt5vN9W2luZC5GgwjxFoGnGlmKbWUt71sWmi7mrNmEC2TTDa96SgTUA8d6UTdW8a5oH0LUF-id0fvYwy_J0hZ7V0y5VXaQ5iSopI1nApC-WlUCEloxzv2HyhvpWyFlAVtjqiJIaUIVj1Gt9dxVpSopUC1Uy8FqqVARcrUyxWf_skZl3V2weeo3Xgy_fmYhvK3BwdRJePAGxhcBJPVENwJw1_9Cbx3
CitedBy_id crossref_primary_10_1109_JSTARS_2016_2628809
crossref_primary_10_1061_JWRMD5_WRENG_6072
crossref_primary_10_1016_j_ejrh_2024_101732
crossref_primary_10_1016_j_ejrh_2024_101974
crossref_primary_10_1016_j_jhydrol_2019_124147
crossref_primary_10_1016_j_jhydrol_2021_127310
crossref_primary_10_1016_j_atmosres_2017_05_006
crossref_primary_10_1016_j_watcyc_2020_06_003
crossref_primary_10_1016_j_jhydrol_2024_131931
crossref_primary_10_1016_j_catena_2018_04_015
crossref_primary_10_1016_j_ecolind_2017_08_002
crossref_primary_10_1016_j_ecolind_2018_11_032
crossref_primary_10_2166_nh_2024_125
crossref_primary_10_34133_ehs_0198
crossref_primary_10_1016_j_ecolind_2023_110753
crossref_primary_10_1155_2018_1950529
crossref_primary_10_1029_2023RS007769
crossref_primary_10_1007_s12517_018_3670_8
crossref_primary_10_1016_j_jhydrol_2021_127387
crossref_primary_10_1155_2016_7082467
crossref_primary_10_3390_app14114958
crossref_primary_10_1007_s11069_020_04372_3
crossref_primary_10_7717_peerj_13560
crossref_primary_10_1016_j_atmosres_2018_01_006
crossref_primary_10_3390_rs14174166
crossref_primary_10_1007_s11069_024_06509_0
crossref_primary_10_1007_s11269_017_1692_8
crossref_primary_10_2166_wcc_2022_345
crossref_primary_10_1016_j_gloplacha_2024_104535
crossref_primary_10_5194_hess_28_4989_2024
crossref_primary_10_1061__ASCE_HE_1943_5584_0001779
crossref_primary_10_1016_j_ecolind_2023_110503
crossref_primary_10_1088_1755_1315_178_1_012006
crossref_primary_10_1109_ACCESS_2019_2927016
crossref_primary_10_1007_s11192_020_03677_1
crossref_primary_10_1007_s12517_018_3438_1
crossref_primary_10_1016_j_knosys_2022_109768
crossref_primary_10_1007_s00477_022_02274_3
crossref_primary_10_1016_j_jhydrol_2017_01_041
crossref_primary_10_1016_j_jhydrol_2017_12_055
crossref_primary_10_1007_s11356_024_32709_z
crossref_primary_10_3390_su9071124
crossref_primary_10_1016_j_catena_2021_105804
crossref_primary_10_3390_rs11050485
crossref_primary_10_1016_j_jhydrol_2023_129273
crossref_primary_10_1088_1755_1315_82_1_012062
crossref_primary_10_1007_s12665_019_8171_x
crossref_primary_10_3390_atmos11111252
crossref_primary_10_1007_s11430_017_9198_2
crossref_primary_10_1002_joc_5929
crossref_primary_10_1007_s11069_016_2480_0
crossref_primary_10_3390_su10103465
crossref_primary_10_5194_nhess_24_3479_2024
crossref_primary_10_1016_j_ecolind_2023_110320
crossref_primary_10_3390_w16233374
crossref_primary_10_1016_j_jhydrol_2017_03_021
crossref_primary_10_3390_w16131786
crossref_primary_10_3390_w11061298
crossref_primary_10_1016_j_jhydrol_2020_124793
crossref_primary_10_1007_s11069_023_06129_0
crossref_primary_10_1016_j_jclepro_2022_131913
crossref_primary_10_1002_joc_6347
crossref_primary_10_3390_atmos13030399
crossref_primary_10_1007_s11192_019_03052_9
crossref_primary_10_1016_j_jhydrol_2025_132757
crossref_primary_10_2166_nh_2018_006
crossref_primary_10_1002_asi_24448
crossref_primary_10_1016_j_catena_2022_106373
crossref_primary_10_1016_j_ijdrr_2020_101759
crossref_primary_10_3390_land11040556
crossref_primary_10_3389_feart_2023_1128990
crossref_primary_10_5194_nhess_22_995_2022
crossref_primary_10_1007_s00704_019_02914_9
crossref_primary_10_1016_j_ocecoaman_2021_105981
crossref_primary_10_3390_s19081832
crossref_primary_10_1016_j_jhydrol_2016_09_059
crossref_primary_10_1007_s11069_018_3303_2
crossref_primary_10_1155_2020_8973025
crossref_primary_10_1007_s00024_020_02609_7
crossref_primary_10_1016_j_agwat_2019_03_053
crossref_primary_10_3390_w8060220
crossref_primary_10_1029_2019JD030686
crossref_primary_10_3390_atmos14111599
crossref_primary_10_1016_j_jhydrol_2015_09_042
crossref_primary_10_1016_j_agrformet_2023_109626
crossref_primary_10_1016_j_ecoinf_2024_102626
crossref_primary_10_1016_j_marpol_2020_104223
crossref_primary_10_3390_w16101337
crossref_primary_10_1016_j_ecolind_2024_113007
crossref_primary_10_1016_j_rse_2021_112313
crossref_primary_10_3390_rs15020512
crossref_primary_10_1007_s11269_020_02556_x
crossref_primary_10_1109_TAP_2023_3266840
crossref_primary_10_3390_w16131873
crossref_primary_10_1007_s11069_019_03629_w
crossref_primary_10_1016_j_jhydrol_2018_11_055
crossref_primary_10_3390_e21030269
crossref_primary_10_1002_joc_7506
crossref_primary_10_3390_jmse11040757
crossref_primary_10_1088_1748_9326_ad10d9
crossref_primary_10_1007_s13753_019_00241_1
crossref_primary_10_1371_journal_pone_0225276
crossref_primary_10_2166_wcc_2022_535
crossref_primary_10_3390_w16111466
crossref_primary_10_1016_j_agwat_2023_108142
crossref_primary_10_3390_w15081601
crossref_primary_10_3390_w12040970
crossref_primary_10_1016_j_jenvman_2022_116756
crossref_primary_10_3390_e22040442
crossref_primary_10_3390_rs10111834
crossref_primary_10_1007_s00382_023_06888_3
crossref_primary_10_1016_j_jhydrol_2024_130758
crossref_primary_10_1049_trit_2017_0014
crossref_primary_10_2166_wcc_2021_324
crossref_primary_10_1029_2024WR037036
crossref_primary_10_1038_s41598_017_06302_z
crossref_primary_10_1016_j_jhydrol_2016_12_060
crossref_primary_10_3390_su12177041
crossref_primary_10_1016_j_eswa_2019_06_035
crossref_primary_10_1016_j_atmosres_2023_106753
crossref_primary_10_1080_10807039_2016_1229119
crossref_primary_10_1016_j_jhydrol_2024_132492
crossref_primary_10_1016_j_jhydrol_2020_124751
crossref_primary_10_1016_j_jhydrol_2016_04_074
crossref_primary_10_1016_j_catena_2020_104474
crossref_primary_10_3233_JIFS_202415
Cites_doi 10.1007/s11269-014-0657-4
10.1029/2006JD008288
10.1175/2008JHM1001.1
10.1080/02626660009492375
10.1175/JHM-D-13-0170.1
10.1175/1520-0477(2000)081<1281:TGSMDB>2.3.CO;2
10.1007/s11430-014-4987-0
10.1029/94JD00483
10.1016/j.jhydrol.2014.11.074
10.1016/j.jeconom.2013.04.006
10.1109/TKDE.2007.1048
10.1016/j.jhydrol.2014.10.039
10.1007/BF00153842
10.5194/hess-9-523-2005
10.1016/j.jhydrol.2008.03.002
10.1080/02508068508686328
10.1007/978-3-642-76971-9_23
10.1007/s10700-006-7333-y
10.1016/j.gloplacha.2006.01.005
10.1175/2009JHM1155.1
10.1007/s11269-014-0576-4
10.1007/s11269-014-0798-5
10.1016/j.jhydrol.2009.10.029
10.1016/S0022-1694(99)00131-6
10.1111/j.1752-1688.1992.tb04022.x
10.1175/2007JHM929.1
10.1029/96WR03517
10.1023/B:CLIM.0000037491.95395.bb
10.1016/j.gloplacha.2015.01.003
10.1007/s00477-011-0553-x
10.1061/(ASCE)1084-0699(2003)8:5(237)
10.1111/j.1752-1688.1998.tb05964.x
10.1016/S0022-1694(97)00125-X
10.1016/S0022-1694(00)00348-6
10.1029/WR020i012p01898
10.1029/2011WR011323
10.1002/hyp.6400
10.1029/96JD01448
10.1016/j.jhydrol.2014.09.047
10.1073/pnas.0902080106
10.1016/j.mcm.2006.04.014
10.1016/j.jhydrol.2010.07.012
10.1175/1520-0450(1984)023<1100:TPDSIL>2.0.CO;2
10.1016/j.advwatres.2013.03.009
10.1029/2007GL032487
10.1175/1520-0442(2001)014<1790:GREOSM>2.0.CO;2
10.1016/S1001-0742(06)60032-6
ContentType Journal Article
Copyright 2015 Elsevier B.V.
Copyright_xml – notice: 2015 Elsevier B.V.
DBID AAYXX
CITATION
7QH
7ST
7U1
7UA
C1K
F1W
H96
L.G
SOI
8FD
FR3
KR7
7S9
L.6
DOI 10.1016/j.jhydrol.2015.05.032
DatabaseName CrossRef
Aqualine
Environment Abstracts
Risk Abstracts
Water Resources Abstracts
Environmental Sciences and Pollution Management
ASFA: Aquatic Sciences and Fisheries Abstracts
Aquatic Science & Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy & Non-Living Resources
Aquatic Science & Fisheries Abstracts (ASFA) Professional
Environment Abstracts
Technology Research Database
Engineering Research Database
Civil Engineering Abstracts
AGRICOLA
AGRICOLA - Academic
DatabaseTitle CrossRef
Risk Abstracts
Aquatic Science & Fisheries Abstracts (ASFA) Professional
Aquatic Science & Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy & Non-Living Resources
ASFA: Aquatic Sciences and Fisheries Abstracts
Aqualine
Environment Abstracts
Water Resources Abstracts
Environmental Sciences and Pollution Management
Technology Research Database
Civil Engineering Abstracts
Engineering Research Database
AGRICOLA
AGRICOLA - Academic
DatabaseTitleList Technology Research Database
AGRICOLA
Risk Abstracts

DeliveryMethod fulltext_linktorsrc
Discipline Geography
EISSN 1879-2707
EndPage 618
ExternalDocumentID 10_1016_j_jhydrol_2015_05_032
S0022169415003820
GeographicLocations China, People's Rep., Huang He R
China
Yellow River
GeographicLocations_xml – name: China, People's Rep., Huang He R
– name: China
– name: Yellow River
GroupedDBID --K
--M
-~X
.~1
0R~
1B1
1RT
1~.
1~5
29K
4.4
457
4G.
5GY
5VS
6TJ
7-5
71M
8P~
9JM
9JN
AABNK
AABVA
AACTN
AAEDT
AAEDW
AAIAV
AAIKJ
AAKOC
AALCJ
AALRI
AAOAW
AAQFI
AAQXK
AATLK
AAXUO
ABEFU
ABFNM
ABGRD
ABJNI
ABMAC
ABQEM
ABQYD
ABTAH
ABXDB
ABYKQ
ACDAQ
ACGFS
ACIUM
ACLVX
ACNCT
ACRLP
ACSBN
ADBBV
ADEZE
ADMUD
ADQTV
AEBSH
AEKER
AENEX
AEQOU
AFFNX
AFKWA
AFTJW
AFXIZ
AGHFR
AGUBO
AGYEJ
AHHHB
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
ASPBG
ATOGT
AVWKF
AXJTR
AZFZN
BKOJK
BLXMC
CBWCG
CS3
D-I
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
FA8
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-2
G-Q
GBLVA
HLV
HMA
HVGLF
HZ~
H~9
IHE
IMUCA
J1W
K-O
KOM
LW9
LY3
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
Q38
R2-
RIG
ROL
RPZ
SAB
SCC
SDF
SDG
SDP
SEP
SES
SEW
SPC
SPCBC
SPD
SSA
SSE
SSZ
T5K
TN5
UQL
VOH
WUQ
Y6R
ZCA
ZMT
ZY4
~02
~G-
~KM
AAHBH
AATTM
AAXKI
AAYWO
AAYXX
ABWVN
ACRPL
ACVFH
ADCNI
ADNMO
ADVLN
AEIPS
AEUPX
AFJKZ
AFPUW
AGCQF
AGQPQ
AGRNS
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
BNPGV
CITATION
SSH
7QH
7ST
7U1
7UA
C1K
F1W
H96
L.G
SOI
8FD
FR3
KR7
7S9
L.6
ID FETCH-LOGICAL-a478t-dc200ff2e42a2f11f146b856e693425d7628285bc9127e3d90973bf24471b6ee3
IEDL.DBID .~1
ISSN 0022-1694
IngestDate Thu Jul 10 22:26:58 EDT 2025
Fri Jul 11 06:23:25 EDT 2025
Fri Jul 11 00:35:01 EDT 2025
Tue Jul 01 03:07:29 EDT 2025
Thu Apr 24 23:03:57 EDT 2025
Fri Feb 23 02:26:58 EST 2024
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords Variable fuzzy set theory
Entropy weight method
Qualitative change point
Integrated drought index
The Yellow River basin
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-a478t-dc200ff2e42a2f11f146b856e693425d7628285bc9127e3d90973bf24471b6ee3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
OpenAccessLink http://ir.igsnrr.ac.cn/handle/311030/38657
PQID 1746886788
PQPubID 23462
PageCount 11
ParticipantIDs proquest_miscellaneous_1825417014
proquest_miscellaneous_1778019492
proquest_miscellaneous_1746886788
crossref_primary_10_1016_j_jhydrol_2015_05_032
crossref_citationtrail_10_1016_j_jhydrol_2015_05_032
elsevier_sciencedirect_doi_10_1016_j_jhydrol_2015_05_032
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate August 2015
2015-08-00
20150801
PublicationDateYYYYMMDD 2015-08-01
PublicationDate_xml – month: 08
  year: 2015
  text: August 2015
PublicationDecade 2010
PublicationTitle Journal of hydrology (Amsterdam)
PublicationYear 2015
Publisher Elsevier B.V
Publisher_xml – name: Elsevier B.V
References Fu, Chen, Liu (b0065) 2004; 65
Pongracz, Bogardi, Duckstein (b0230) 1999; 224
Dalezios, Loukas, Vasiliades, Liakopoulos (b0045) 2000; 45
Liu (b0170) 2007; 45
Shao, Yan, Wei (b0255) 2006; 27
Leng, Tang, Huang, Hong, Leung (b0145) 2015; 58
Burke, Brown (b0015) 2008; 9
Liang, Lettenmaier, Wood (b0160) 1994; 99
Sharma (b0260) 2000; 239
Hamed, Rao (b0090) 1998; 204
Shi, Wood, Lettenmaier (b0280) 2008; 9
Nijssen, Schnur, Lettenmaier (b0210) 2001; 14
Wilhite, Glantz (b0325) 1985; 10
Wang, Shen, Liu (b0300) 2001; 23
Fuggle, R., Smith, W.T., Hydrosult Canada Inc., Agrodev Canada Inc., 2000. Large dams in water and energy resource development in The People’s Republic of China (PRC). Country Review Paper Prepared as an Input to the World Commission on Dams, Cape Town.
Wang, Yang, Saito (b0305) 2006; 50
Zhang, Tang, Pan (b0350) 2014; 15
Federal Emergency Management Agency (b0060) 1995
Peng, Xia, Ma (b0225) 2011; 6
.
Nijssen, Lettenmaier, Liang (b0205) 1997; 33
Alley (b0005) 1984; 23
Western Governors’ Association, 1996. Drought Response Action Plan. WGA, Denver, CO.
American Meteorological Society (AMS) (b0010) 2004; 85
Li, Tan, Wei (b0155) 2014; 28
Wilhite (b0320) 2000
Lei, Huang, Wang (b0140) 2014; 45
Kim, Valdés, Yoo (b0135) 2003; 8
Chen (b0020) 2012; 42
Chen, Guo (b0030) 2006; 5
Daufresne, Lengfellner, Sommer (b0050) 2009; 106
Mitchell, Dzerdzeevskii, Flohn (b0195) 1966
Guttman (b0080) 1998; 34
Shiau, Feng, Nadargjah (b0285) 2007; 21
Sheffield, Wood (b0275) 2007; 112
Hao, Aghakouchak (b0095) 2013; 57
Sadri, Burn (b0245) 2012; 48
Shukla, Wood (b0290) 2008; 35
Vicente-Serrano, López-Moreno (b0295) 2005; 9
Jing, Michael, Huang (b0125) 2007; 19
YRCC (Yellow River Conservancy Commission) (b0340) 2008
Glantz, Katz, Nicholls (b0075) 1991
Guttman, Wallis, Hosking (b0085) 1992; 28
Ma, M., Ren, L., Singh, V.P., et al., 2015. Evaluation and application of the SPDI-JDI for droughts in Texas, USA. J. Hydrol. 521, 34–45.
Robock, Vinnikov, Srinivasan (b0240) 2000; 81
Dai, Trenberth, Qian (b0040) 2004; 5
Mishra, Singh (b0190) 2010; 391
Qiu (b0235) 2002
Pan, Wood (b0220) 2009; 10
Safavi, Esfahani, Zamani (b0250) 2014; 28
Huang, Chang, Huang (b0115) 2014; 28
Xie, Fu (b0330) 2004; 2
Huang, Hou, Chang (b0110) 2014; 519
Kao, Govindaraju (b0130) 2010; 380
Leng, Tang, Rayburg (b0150) 2015; 126
Xu, Yang, Yang (b0335) 2014; 526
YRCC (Yellow River Conservancy Commission) (b0345) 2010
Liang, Lettenmaier, Wood (b0165) 1996; 101
Hosking (b0105) 1984; 20
She, Xia (b0265) 2013; 27
Wang, Bauwens, Hsiao (b0310) 2013; 177
Meng (b0185) 1989
Moreira, Coelho, Paulo, Pereira, Mexia (b0200) 2008; 354
Oliver, Ballester (b0215) 1996; 169
McKee, T.B., Doesken, N.J., Kliest, J., 1993. The relationship of drought frequency and duration to time scales. Paper Presented at the 8th Conference of Applied Climatology, Am. Meterol. Soc., Anaheim, Calif.
Chen (b0025) 2012; 43
Zou, Yun, Sun (b0355) 2006; 18
Nijssen (10.1016/j.jhydrol.2015.05.032_b0210) 2001; 14
10.1016/j.jhydrol.2015.05.032_b0070
Wilhite (10.1016/j.jhydrol.2015.05.032_b0320) 2000
Leng (10.1016/j.jhydrol.2015.05.032_b0145) 2015; 58
Oliver (10.1016/j.jhydrol.2015.05.032_b0215) 1996; 169
Shi (10.1016/j.jhydrol.2015.05.032_b0280) 2008; 9
Daufresne (10.1016/j.jhydrol.2015.05.032_b0050) 2009; 106
Nijssen (10.1016/j.jhydrol.2015.05.032_b0205) 1997; 33
10.1016/j.jhydrol.2015.05.032_b0315
Moreira (10.1016/j.jhydrol.2015.05.032_b0200) 2008; 354
Burke (10.1016/j.jhydrol.2015.05.032_b0015) 2008; 9
Kao (10.1016/j.jhydrol.2015.05.032_b0130) 2010; 380
Dalezios (10.1016/j.jhydrol.2015.05.032_b0045) 2000; 45
Liu (10.1016/j.jhydrol.2015.05.032_b0170) 2007; 45
Chen (10.1016/j.jhydrol.2015.05.032_b0025) 2012; 43
Sadri (10.1016/j.jhydrol.2015.05.032_b0245) 2012; 48
Peng (10.1016/j.jhydrol.2015.05.032_b0225) 2011; 6
Jing (10.1016/j.jhydrol.2015.05.032_b0125) 2007; 19
Alley (10.1016/j.jhydrol.2015.05.032_b0005) 1984; 23
Guttman (10.1016/j.jhydrol.2015.05.032_b0085) 1992; 28
She (10.1016/j.jhydrol.2015.05.032_b0265) 2013; 27
Wang (10.1016/j.jhydrol.2015.05.032_b0300) 2001; 23
American Meteorological Society (AMS) (10.1016/j.jhydrol.2015.05.032_b0010) 2004; 85
Li (10.1016/j.jhydrol.2015.05.032_b0155) 2014; 28
YRCC (Yellow River Conservancy Commission) (10.1016/j.jhydrol.2015.05.032_b0345) 2010
Shiau (10.1016/j.jhydrol.2015.05.032_b0285) 2007; 21
Xu (10.1016/j.jhydrol.2015.05.032_b0335) 2014; 526
Hamed (10.1016/j.jhydrol.2015.05.032_b0090) 1998; 204
Robock (10.1016/j.jhydrol.2015.05.032_b0240) 2000; 81
Chen (10.1016/j.jhydrol.2015.05.032_b0030) 2006; 5
Glantz (10.1016/j.jhydrol.2015.05.032_b0075) 1991
Lei (10.1016/j.jhydrol.2015.05.032_b0140) 2014; 45
Sheffield (10.1016/j.jhydrol.2015.05.032_b0275) 2007; 112
YRCC (Yellow River Conservancy Commission) (10.1016/j.jhydrol.2015.05.032_b0340) 2008
Hosking (10.1016/j.jhydrol.2015.05.032_b0105) 1984; 20
Zhang (10.1016/j.jhydrol.2015.05.032_b0350) 2014; 15
Zou (10.1016/j.jhydrol.2015.05.032_b0355) 2006; 18
Sharma (10.1016/j.jhydrol.2015.05.032_b0260) 2000; 239
10.1016/j.jhydrol.2015.05.032_b0175
Hao (10.1016/j.jhydrol.2015.05.032_b0095) 2013; 57
Dai (10.1016/j.jhydrol.2015.05.032_b0040) 2004; 5
Shao (10.1016/j.jhydrol.2015.05.032_b0255) 2006; 27
Xie (10.1016/j.jhydrol.2015.05.032_b0330) 2004; 2
Liang (10.1016/j.jhydrol.2015.05.032_b0165) 1996; 101
Wilhite (10.1016/j.jhydrol.2015.05.032_b0325) 1985; 10
Federal Emergency Management Agency (10.1016/j.jhydrol.2015.05.032_b0060) 1995
Mitchell (10.1016/j.jhydrol.2015.05.032_b0195) 1966
Chen (10.1016/j.jhydrol.2015.05.032_b0020) 2012; 42
Vicente-Serrano (10.1016/j.jhydrol.2015.05.032_b0295) 2005; 9
Fu (10.1016/j.jhydrol.2015.05.032_b0065) 2004; 65
Meng (10.1016/j.jhydrol.2015.05.032_b0185) 1989
Qiu (10.1016/j.jhydrol.2015.05.032_b0235) 2002
Wang (10.1016/j.jhydrol.2015.05.032_b0310) 2013; 177
Leng (10.1016/j.jhydrol.2015.05.032_b0150) 2015; 126
10.1016/j.jhydrol.2015.05.032_b0180
Shukla (10.1016/j.jhydrol.2015.05.032_b0290) 2008; 35
Huang (10.1016/j.jhydrol.2015.05.032_b0110) 2014; 519
Mishra (10.1016/j.jhydrol.2015.05.032_b0190) 2010; 391
Pongracz (10.1016/j.jhydrol.2015.05.032_b0230) 1999; 224
Guttman (10.1016/j.jhydrol.2015.05.032_b0080) 1998; 34
Kim (10.1016/j.jhydrol.2015.05.032_b0135) 2003; 8
Safavi (10.1016/j.jhydrol.2015.05.032_b0250) 2014; 28
Liang (10.1016/j.jhydrol.2015.05.032_b0160) 1994; 99
Wang (10.1016/j.jhydrol.2015.05.032_b0305) 2006; 50
Huang (10.1016/j.jhydrol.2015.05.032_b0115) 2014; 28
Pan (10.1016/j.jhydrol.2015.05.032_b0220) 2009; 10
References_xml – volume: 45
  start-page: 574
  year: 2014
  end-page: 584
  ident: b0140
  article-title: Variable fuzzy evaluation on comprehensive divisions of drought in the Wei River basin
  publication-title: SHULI XUEBAO
– volume: 204
  start-page: 182
  year: 1998
  end-page: 196
  ident: b0090
  article-title: A modified Mann–Kendall trend test for autocorrelated data
  publication-title: J. Hydrol.
– volume: 126
  start-page: 23
  year: 2015
  end-page: 34
  ident: b0150
  article-title: Climate change impacts on meteorological, agricultural and hydrological droughts in China
  publication-title: Global Planet. Change
– volume: 5
  start-page: 1117
  year: 2004
  end-page: 1130
  ident: b0040
  article-title: A global dataset of palmer drought severity index for 1870–2002: relationship with soil moisture and effects of surface warming
  publication-title: J. Hydrometeorol.
– volume: 106
  start-page: 12788
  year: 2009
  end-page: 12793
  ident: b0050
  article-title: Global warming benefits the small in aquatic ecosystems
  publication-title: Proc. Natl. Acad. Sci. USA
– volume: 58
  start-page: 739
  year: 2015
  end-page: 754
  ident: b0145
  article-title: Projected changes in mean and interannual variability of surface water over continental China
  publication-title: Sci. China Earth Sci.
– volume: 19
  start-page: 1026
  year: 2007
  end-page: 1040
  ident: b0125
  article-title: An entropy weighting k-means algorithm for subspace clustering of high-dimensional sparse data
  publication-title: IEEE Trans. Knowl. Data Eng.
– volume: 45
  start-page: 177
  year: 2007
  end-page: 188
  ident: b0170
  article-title: Parameterized defuzzification with maximum entropy weighting function—another view of the weighting function expectation method
  publication-title: Math. Comput. Modell.
– volume: 27
  start-page: 65
  year: 2006
  end-page: 69
  ident: b0255
  article-title: Spatial and temporal structure of precipitation in the Yellow River basin based on Kriging method
  publication-title: Chin. J. Agrometeorol.
– volume: 169
  start-page: 215
  year: 1996
  end-page: 224
  ident: b0215
  article-title: Rescaled range analysis of the asymmetry of solar activity
  publication-title: Sol. Phys.
– reference: Western Governors’ Association, 1996. Drought Response Action Plan. WGA, Denver, CO.
– volume: 526
  start-page: 253
  year: 2014
  end-page: 264
  ident: b0335
  article-title: Spatio-temporal variation of drought in China during 1961–2012: a climatic perspective
  publication-title: J. Hydrol.
– volume: 33
  start-page: 711
  year: 1997
  end-page: 724
  ident: b0205
  article-title: Streamflow simulation for continental-scale river basins
  publication-title: Water Resour. Res.
– volume: 239
  start-page: 249
  year: 2000
  end-page: 258
  ident: b0260
  article-title: Seasonal to interseasonal rainfall probabilistic forecasts for improved water supply management: Part 3-A nonparametric probabilistic forecast model
  publication-title: J. Hydrol.
– volume: 5
  start-page: 153
  year: 2006
  end-page: 162
  ident: b0030
  article-title: Variable fuzzy sets and its application in comprehensive risk evaluation for flood-control engineering system
  publication-title: Fuzzy Optim. Decis. Making
– volume: 28
  start-page: 1111
  year: 1992
  end-page: 1119
  ident: b0085
  article-title: Spatial comparability of the Palmer drought severity index
  publication-title: J. Am. Water Resour. Assoc.
– volume: 81
  start-page: 1281
  year: 2000
  end-page: 1299
  ident: b0240
  article-title: The global soil moisture data bank
  publication-title: Bull. Amer. Meteorol. Soc.
– volume: 28
  start-page: 5125
  year: 2014
  end-page: 5138
  ident: b0155
  article-title: A new method of change point detection using variable fuzzy sets under environmental change
  publication-title: Water Resour. Manage.
– year: 1966
  ident: b0195
  article-title: Climate Change, WHO Technical Note 79
– volume: 9
  start-page: 523
  year: 2005
  end-page: 533
  ident: b0295
  article-title: Hydrological response to different time scales of climatological drought: an evaluation of the standardized precipitation index in a mountainous mediterranean basin
  publication-title: Hydrol. Earth Syst. Sci.
– volume: 10
  start-page: 111
  year: 1985
  end-page: 120
  ident: b0325
  article-title: Understanding the drought phenomenon: the role of definitions
  publication-title: Water Int.
– volume: 18
  start-page: 1020
  year: 2006
  end-page: 1023
  ident: b0355
  article-title: Entropy method for determination of weight of evaluating in fuzzy synthetic evaluation for water quality assessment indicators
  publication-title: J. Environ. Sci.
– volume: 177
  start-page: 171
  year: 2013
  end-page: 184
  ident: b0310
  article-title: Forecasting a long memory process subject to structural breaks
  publication-title: J. Econometrics
– volume: 42
  start-page: 92
  year: 2012
  end-page: 101
  ident: b0020
  article-title: Variable sets-the development of variable fuzzy sets and the application in assessment of water resource
  publication-title: Math. Pract. Theory
– volume: 48
  start-page: W12505
  year: 2012
  ident: b0245
  article-title: Nonparametric methods for drought severity estimation at ungauged sites
  publication-title: Water Resour. Res.
– volume: 20
  start-page: 1898
  year: 1984
  end-page: 1908
  ident: b0105
  article-title: Modeling persistence in hydrological time series using fractional differencing
  publication-title: Water Resour. Res.
– volume: 9
  start-page: 1350
  year: 2008
  end-page: 1363
  ident: b0280
  article-title: How essential is hydrologic model calibration to seasonal streamflow forecasting?
  publication-title: J. Hydrometeor.
– volume: 43
  start-page: 1066
  year: 2012
  end-page: 1074
  ident: b0025
  article-title: Variable sets and the theorem and method of optimal decision making for water resource system
  publication-title: J. Hydraulic Eng.
– reference: McKee, T.B., Doesken, N.J., Kliest, J., 1993. The relationship of drought frequency and duration to time scales. Paper Presented at the 8th Conference of Applied Climatology, Am. Meterol. Soc., Anaheim, Calif.
– reference: Fuggle, R., Smith, W.T., Hydrosult Canada Inc., Agrodev Canada Inc., 2000. Large dams in water and energy resource development in The People’s Republic of China (PRC). Country Review Paper Prepared as an Input to the World Commission on Dams, Cape Town. <
– volume: 85
  start-page: 771
  year: 2004
  end-page: 773
  ident: b0010
  article-title: Statement on meteorological drought
  publication-title: Bull. Am. Meteorol. Soc.
– volume: 27
  start-page: 29
  year: 2013
  end-page: 42
  ident: b0265
  article-title: The spatial and temporal analysis of dry spells in the Yellow River basin, China
  publication-title: Stoch. Environ. Res. Risk Assess.
– volume: 519
  start-page: 3204
  year: 2014
  end-page: 3213
  ident: b0110
  article-title: Copulas-based probabilistic characterization of the combination of dry and wet conditions in the Guanzhong Plain, China
  publication-title: J. Hydrol.
– volume: 50
  start-page: 212
  year: 2006
  end-page: 225
  ident: b0305
  article-title: Interannual and seasonal variation of the Huanghe (Yellow River) water discharge over the past 50
  publication-title: Global Planet. Change
– volume: 34
  start-page: 113
  year: 1998
  end-page: 121
  ident: b0080
  article-title: Comparing the palmer drought index and the standardized precipitation index
  publication-title: J. Am. Water Resour. Assoc.
– reference: Ma, M., Ren, L., Singh, V.P., et al., 2015. Evaluation and application of the SPDI-JDI for droughts in Texas, USA. J. Hydrol. 521, 34–45.
– volume: 224
  start-page: 100
  year: 1999
  end-page: 114
  ident: b0230
  article-title: Application of fuzzy rule-based modeling technique to regional drought
  publication-title: J. Hydrol.
– year: 1991
  ident: b0075
  article-title: Teleconnections linking World Wide climatic anomalies
– volume: 45
  start-page: 751
  year: 2000
  end-page: 770
  ident: b0045
  article-title: Severity-duration frequency analysis of droughts and wet periods in Greece
  publication-title: Hydrol. Sci. J.
– volume: 35
  start-page: L02405
  year: 2008
  ident: b0290
  article-title: Use of a standardized runoff index for characterizing hydrologic drought
  publication-title: Geophys. Res. Lett.
– volume: 21
  start-page: 2157
  year: 2007
  end-page: 2163
  ident: b0285
  article-title: Assessment of hydrological droughts for the Yellow River, China, using copulas
  publication-title: Hydrol. Process.
– start-page: 3
  year: 2000
  end-page: 18
  ident: b0320
  article-title: Drought as a natural hazard: concepts and definitions
  publication-title: Drought: A Global Assessment, Hazards Disasters Ser., vol. I
– volume: 101
  start-page: 21403
  year: 1996
  end-page: 21422
  ident: b0165
  article-title: One-dimensional statistical dynamic representation of subgrid spatial variability of precipitation in the two-layer variable infiltration capacity model
  publication-title: J. Geophys. Res.
– volume: 2
  start-page: 25
  year: 2004
  end-page: 32
  ident: b0330
  article-title: Analysis of famines caused by heavy floods and droughts in China
  publication-title: Nat. Sci.
– year: 1989
  ident: b0185
  article-title: Information theory [M]
– volume: 8
  start-page: 237
  year: 2003
  end-page: 246
  ident: b0135
  article-title: Nonparametric approach for estimating return periods of droughts in arid regions
  publication-title: J. Hydrol. Eng.
– volume: 28
  start-page: 1671
  year: 2014
  end-page: 1688
  ident: b0250
  article-title: Integrated index for assessment of vulnerability to drought, case study: Zayandehrood river basin, Iran
  publication-title: Water Resour. Manage.
– volume: 99
  start-page: 14415
  year: 1994
  end-page: 14428
  ident: b0160
  article-title: A simple hydrologically based model of land surface water and energy fluxes for GSMs
  publication-title: J. Geophys. Res.
– volume: 23
  start-page: 1100
  year: 1984
  end-page: 1109
  ident: b0005
  article-title: The palmer drought severity index: limitations and assumptions
  publication-title: J. Appl. Meteorol.
– volume: 28
  start-page: 3095
  year: 2014
  end-page: 3110
  ident: b0115
  article-title: Spatio-temporal changes and frequency analysis of drought in the Wei river basin, China
  publication-title: Water Resour. Manage.
– year: 2010
  ident: b0345
  article-title: Yellow River Water Resources Bulletin
– volume: 65
  start-page: 149
  year: 2004
  end-page: 178
  ident: b0065
  article-title: Hydro-climatic trends of the Yellow River basin for the last 50
  publication-title: Clim. Change
– volume: 23
  start-page: 16
  year: 2001
  end-page: 21
  ident: b0300
  article-title: On the characteristics of response of precipitation and runoff to the ENSO events in the source regions of the Yellow River
  publication-title: J. Glaciol. Geocryol.
– volume: 15
  start-page: 2067
  year: 2014
  end-page: 2084
  ident: b0350
  article-title: A long-term land surface hydrologic fluxes and states dataset for China
  publication-title: J. Hydrometeorol.
– volume: 9
  start-page: 292
  year: 2008
  end-page: 299
  ident: b0015
  article-title: Evaluating uncertainties in the projection of future drought
  publication-title: J. Hydrometeor.
– volume: 112
  start-page: D17115
  year: 2007
  ident: b0275
  article-title: Characteristics of global and regional drought, 1950–2000: analysis of soil moisture data from off-line simulation of the terrestrial hydrologic cycle
  publication-title: J. Geophys. Res.
– volume: 57
  start-page: 12
  year: 2013
  end-page: 18
  ident: b0095
  article-title: Multivariate standardized drought index: a parametric multi-index model
  publication-title: Adv. Water Resour.
– volume: 354
  start-page: 116
  year: 2008
  end-page: 130
  ident: b0200
  article-title: SPI-based drought category prediction using loglinear models
  publication-title: J. Hydrol.
– volume: 380
  start-page: 121
  year: 2010
  end-page: 134
  ident: b0130
  article-title: A copula-based joint deficit index for droughts
  publication-title: J. Hydrol.
– reference: >.
– volume: 14
  start-page: 1790
  year: 2001
  end-page: 1808
  ident: b0210
  article-title: Global retrospective estimation of soil moisture using the variable infiltration capacity land surface model, 1980–93
  publication-title: J. Clim.
– volume: 10
  start-page: 1493
  year: 2009
  end-page: 1506
  ident: b0220
  article-title: A multiscale ensemble filtering system for hydrologic data assimilation. Part II: application to land surface modeling with satellite rainfall forcing
  publication-title: J. Hydrometeor.
– year: 1995
  ident: b0060
  article-title: National Mitigation Strategy: Partnerships for Building Safer Communities
– volume: 391
  start-page: 202
  year: 2010
  end-page: 216
  ident: b0190
  article-title: A review of drought concepts
  publication-title: J. Hydrol.
– year: 2002
  ident: b0235
  article-title: Management Decision and Applied Entropy [M]
– year: 2008
  ident: b0340
  article-title: Yellow River Water Resources Bulletin
– volume: 6
  year: 2011
  ident: b0225
  article-title: Analysis on drought frequency distribution and digital characteristics of number of turns of the Yellow River basin
  publication-title: Yellow River
– year: 1966
  ident: 10.1016/j.jhydrol.2015.05.032_b0195
– volume: 28
  start-page: 3095
  issue: 10
  year: 2014
  ident: 10.1016/j.jhydrol.2015.05.032_b0115
  article-title: Spatio-temporal changes and frequency analysis of drought in the Wei river basin, China
  publication-title: Water Resour. Manage.
  doi: 10.1007/s11269-014-0657-4
– volume: 112
  start-page: D17115
  year: 2007
  ident: 10.1016/j.jhydrol.2015.05.032_b0275
  article-title: Characteristics of global and regional drought, 1950–2000: analysis of soil moisture data from off-line simulation of the terrestrial hydrologic cycle
  publication-title: J. Geophys. Res.
  doi: 10.1029/2006JD008288
– volume: 9
  start-page: 1350
  year: 2008
  ident: 10.1016/j.jhydrol.2015.05.032_b0280
  article-title: How essential is hydrologic model calibration to seasonal streamflow forecasting?
  publication-title: J. Hydrometeor.
  doi: 10.1175/2008JHM1001.1
– volume: 45
  start-page: 751
  issue: 5
  year: 2000
  ident: 10.1016/j.jhydrol.2015.05.032_b0045
  article-title: Severity-duration frequency analysis of droughts and wet periods in Greece
  publication-title: Hydrol. Sci. J.
  doi: 10.1080/02626660009492375
– volume: 15
  start-page: 2067
  year: 2014
  ident: 10.1016/j.jhydrol.2015.05.032_b0350
  article-title: A long-term land surface hydrologic fluxes and states dataset for China
  publication-title: J. Hydrometeorol.
  doi: 10.1175/JHM-D-13-0170.1
– volume: 43
  start-page: 1066
  year: 2012
  ident: 10.1016/j.jhydrol.2015.05.032_b0025
  article-title: Variable sets and the theorem and method of optimal decision making for water resource system
  publication-title: J. Hydraulic Eng.
– volume: 81
  start-page: 1281
  year: 2000
  ident: 10.1016/j.jhydrol.2015.05.032_b0240
  article-title: The global soil moisture data bank
  publication-title: Bull. Amer. Meteorol. Soc.
  doi: 10.1175/1520-0477(2000)081<1281:TGSMDB>2.3.CO;2
– volume: 58
  start-page: 739
  year: 2015
  ident: 10.1016/j.jhydrol.2015.05.032_b0145
  article-title: Projected changes in mean and interannual variability of surface water over continental China
  publication-title: Sci. China Earth Sci.
  doi: 10.1007/s11430-014-4987-0
– volume: 99
  start-page: 14415
  year: 1994
  ident: 10.1016/j.jhydrol.2015.05.032_b0160
  article-title: A simple hydrologically based model of land surface water and energy fluxes for GSMs
  publication-title: J. Geophys. Res.
  doi: 10.1029/94JD00483
– volume: 2
  start-page: 25
  issue: 2
  year: 2004
  ident: 10.1016/j.jhydrol.2015.05.032_b0330
  article-title: Analysis of famines caused by heavy floods and droughts in China
  publication-title: Nat. Sci.
– ident: 10.1016/j.jhydrol.2015.05.032_b0175
  doi: 10.1016/j.jhydrol.2014.11.074
– volume: 177
  start-page: 171
  issue: 2
  year: 2013
  ident: 10.1016/j.jhydrol.2015.05.032_b0310
  article-title: Forecasting a long memory process subject to structural breaks
  publication-title: J. Econometrics
  doi: 10.1016/j.jeconom.2013.04.006
– volume: 19
  start-page: 1026
  issue: 8
  year: 2007
  ident: 10.1016/j.jhydrol.2015.05.032_b0125
  article-title: An entropy weighting k-means algorithm for subspace clustering of high-dimensional sparse data
  publication-title: IEEE Trans. Knowl. Data Eng.
  doi: 10.1109/TKDE.2007.1048
– volume: 6
  year: 2011
  ident: 10.1016/j.jhydrol.2015.05.032_b0225
  article-title: Analysis on drought frequency distribution and digital characteristics of number of turns of the Yellow River basin
  publication-title: Yellow River
– volume: 519
  start-page: 3204
  year: 2014
  ident: 10.1016/j.jhydrol.2015.05.032_b0110
  article-title: Copulas-based probabilistic characterization of the combination of dry and wet conditions in the Guanzhong Plain, China
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2014.10.039
– volume: 169
  start-page: 215
  issue: 1
  year: 1996
  ident: 10.1016/j.jhydrol.2015.05.032_b0215
  article-title: Rescaled range analysis of the asymmetry of solar activity
  publication-title: Sol. Phys.
  doi: 10.1007/BF00153842
– volume: 27
  start-page: 65
  issue: 2
  year: 2006
  ident: 10.1016/j.jhydrol.2015.05.032_b0255
  article-title: Spatial and temporal structure of precipitation in the Yellow River basin based on Kriging method
  publication-title: Chin. J. Agrometeorol.
– volume: 9
  start-page: 523
  year: 2005
  ident: 10.1016/j.jhydrol.2015.05.032_b0295
  article-title: Hydrological response to different time scales of climatological drought: an evaluation of the standardized precipitation index in a mountainous mediterranean basin
  publication-title: Hydrol. Earth Syst. Sci.
  doi: 10.5194/hess-9-523-2005
– volume: 354
  start-page: 116
  year: 2008
  ident: 10.1016/j.jhydrol.2015.05.032_b0200
  article-title: SPI-based drought category prediction using loglinear models
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2008.03.002
– volume: 10
  start-page: 111
  year: 1985
  ident: 10.1016/j.jhydrol.2015.05.032_b0325
  article-title: Understanding the drought phenomenon: the role of definitions
  publication-title: Water Int.
  doi: 10.1080/02508068508686328
– year: 2008
  ident: 10.1016/j.jhydrol.2015.05.032_b0340
– year: 2002
  ident: 10.1016/j.jhydrol.2015.05.032_b0235
– volume: 5
  start-page: 1117
  issue: 6
  year: 2004
  ident: 10.1016/j.jhydrol.2015.05.032_b0040
  article-title: A global dataset of palmer drought severity index for 1870–2002: relationship with soil moisture and effects of surface warming
  publication-title: J. Hydrometeorol.
  doi: 10.1007/978-3-642-76971-9_23
– volume: 5
  start-page: 153
  year: 2006
  ident: 10.1016/j.jhydrol.2015.05.032_b0030
  article-title: Variable fuzzy sets and its application in comprehensive risk evaluation for flood-control engineering system
  publication-title: Fuzzy Optim. Decis. Making
  doi: 10.1007/s10700-006-7333-y
– volume: 23
  start-page: 16
  year: 2001
  ident: 10.1016/j.jhydrol.2015.05.032_b0300
  article-title: On the characteristics of response of precipitation and runoff to the ENSO events in the source regions of the Yellow River
  publication-title: J. Glaciol. Geocryol.
– ident: 10.1016/j.jhydrol.2015.05.032_b0070
– year: 1991
  ident: 10.1016/j.jhydrol.2015.05.032_b0075
– volume: 50
  start-page: 212
  year: 2006
  ident: 10.1016/j.jhydrol.2015.05.032_b0305
  article-title: Interannual and seasonal variation of the Huanghe (Yellow River) water discharge over the past 50years: connections to impacts from ENSO events and dams
  publication-title: Global Planet. Change
  doi: 10.1016/j.gloplacha.2006.01.005
– volume: 10
  start-page: 1493
  year: 2009
  ident: 10.1016/j.jhydrol.2015.05.032_b0220
  article-title: A multiscale ensemble filtering system for hydrologic data assimilation. Part II: application to land surface modeling with satellite rainfall forcing
  publication-title: J. Hydrometeor.
  doi: 10.1175/2009JHM1155.1
– volume: 28
  start-page: 1671
  year: 2014
  ident: 10.1016/j.jhydrol.2015.05.032_b0250
  article-title: Integrated index for assessment of vulnerability to drought, case study: Zayandehrood river basin, Iran
  publication-title: Water Resour. Manage.
  doi: 10.1007/s11269-014-0576-4
– volume: 28
  start-page: 5125
  issue: 14
  year: 2014
  ident: 10.1016/j.jhydrol.2015.05.032_b0155
  article-title: A new method of change point detection using variable fuzzy sets under environmental change
  publication-title: Water Resour. Manage.
  doi: 10.1007/s11269-014-0798-5
– volume: 380
  start-page: 121
  year: 2010
  ident: 10.1016/j.jhydrol.2015.05.032_b0130
  article-title: A copula-based joint deficit index for droughts
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2009.10.029
– volume: 224
  start-page: 100
  year: 1999
  ident: 10.1016/j.jhydrol.2015.05.032_b0230
  article-title: Application of fuzzy rule-based modeling technique to regional drought
  publication-title: J. Hydrol.
  doi: 10.1016/S0022-1694(99)00131-6
– volume: 28
  start-page: 1111
  issue: 6
  year: 1992
  ident: 10.1016/j.jhydrol.2015.05.032_b0085
  article-title: Spatial comparability of the Palmer drought severity index
  publication-title: J. Am. Water Resour. Assoc.
  doi: 10.1111/j.1752-1688.1992.tb04022.x
– volume: 9
  start-page: 292
  year: 2008
  ident: 10.1016/j.jhydrol.2015.05.032_b0015
  article-title: Evaluating uncertainties in the projection of future drought
  publication-title: J. Hydrometeor.
  doi: 10.1175/2007JHM929.1
– volume: 33
  start-page: 711
  year: 1997
  ident: 10.1016/j.jhydrol.2015.05.032_b0205
  article-title: Streamflow simulation for continental-scale river basins
  publication-title: Water Resour. Res.
  doi: 10.1029/96WR03517
– volume: 42
  start-page: 92
  year: 2012
  ident: 10.1016/j.jhydrol.2015.05.032_b0020
  article-title: Variable sets-the development of variable fuzzy sets and the application in assessment of water resource
  publication-title: Math. Pract. Theory
– volume: 65
  start-page: 149
  issue: 1
  year: 2004
  ident: 10.1016/j.jhydrol.2015.05.032_b0065
  article-title: Hydro-climatic trends of the Yellow River basin for the last 50years
  publication-title: Clim. Change
  doi: 10.1023/B:CLIM.0000037491.95395.bb
– volume: 126
  start-page: 23
  year: 2015
  ident: 10.1016/j.jhydrol.2015.05.032_b0150
  article-title: Climate change impacts on meteorological, agricultural and hydrological droughts in China
  publication-title: Global Planet. Change
  doi: 10.1016/j.gloplacha.2015.01.003
– volume: 27
  start-page: 29
  year: 2013
  ident: 10.1016/j.jhydrol.2015.05.032_b0265
  article-title: The spatial and temporal analysis of dry spells in the Yellow River basin, China
  publication-title: Stoch. Environ. Res. Risk Assess.
  doi: 10.1007/s00477-011-0553-x
– volume: 45
  start-page: 574
  issue: 5
  year: 2014
  ident: 10.1016/j.jhydrol.2015.05.032_b0140
  article-title: Variable fuzzy evaluation on comprehensive divisions of drought in the Wei River basin
  publication-title: SHULI XUEBAO
– volume: 8
  start-page: 237
  issue: 5
  year: 2003
  ident: 10.1016/j.jhydrol.2015.05.032_b0135
  article-title: Nonparametric approach for estimating return periods of droughts in arid regions
  publication-title: J. Hydrol. Eng.
  doi: 10.1061/(ASCE)1084-0699(2003)8:5(237)
– volume: 34
  start-page: 113
  issue: 1
  year: 1998
  ident: 10.1016/j.jhydrol.2015.05.032_b0080
  article-title: Comparing the palmer drought index and the standardized precipitation index
  publication-title: J. Am. Water Resour. Assoc.
  doi: 10.1111/j.1752-1688.1998.tb05964.x
– ident: 10.1016/j.jhydrol.2015.05.032_b0315
– volume: 204
  start-page: 182
  year: 1998
  ident: 10.1016/j.jhydrol.2015.05.032_b0090
  article-title: A modified Mann–Kendall trend test for autocorrelated data
  publication-title: J. Hydrol.
  doi: 10.1016/S0022-1694(97)00125-X
– volume: 85
  start-page: 771
  year: 2004
  ident: 10.1016/j.jhydrol.2015.05.032_b0010
  article-title: Statement on meteorological drought
  publication-title: Bull. Am. Meteorol. Soc.
– volume: 239
  start-page: 249
  year: 2000
  ident: 10.1016/j.jhydrol.2015.05.032_b0260
  article-title: Seasonal to interseasonal rainfall probabilistic forecasts for improved water supply management: Part 3-A nonparametric probabilistic forecast model
  publication-title: J. Hydrol.
  doi: 10.1016/S0022-1694(00)00348-6
– volume: 20
  start-page: 1898
  issue: 12
  year: 1984
  ident: 10.1016/j.jhydrol.2015.05.032_b0105
  article-title: Modeling persistence in hydrological time series using fractional differencing
  publication-title: Water Resour. Res.
  doi: 10.1029/WR020i012p01898
– volume: 48
  start-page: W12505
  year: 2012
  ident: 10.1016/j.jhydrol.2015.05.032_b0245
  article-title: Nonparametric methods for drought severity estimation at ungauged sites
  publication-title: Water Resour. Res.
  doi: 10.1029/2011WR011323
– year: 2010
  ident: 10.1016/j.jhydrol.2015.05.032_b0345
– volume: 21
  start-page: 2157
  year: 2007
  ident: 10.1016/j.jhydrol.2015.05.032_b0285
  article-title: Assessment of hydrological droughts for the Yellow River, China, using copulas
  publication-title: Hydrol. Process.
  doi: 10.1002/hyp.6400
– volume: 101
  start-page: 21403
  year: 1996
  ident: 10.1016/j.jhydrol.2015.05.032_b0165
  article-title: One-dimensional statistical dynamic representation of subgrid spatial variability of precipitation in the two-layer variable infiltration capacity model
  publication-title: J. Geophys. Res.
  doi: 10.1029/96JD01448
– volume: 526
  start-page: 253
  year: 2014
  ident: 10.1016/j.jhydrol.2015.05.032_b0335
  article-title: Spatio-temporal variation of drought in China during 1961–2012: a climatic perspective
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2014.09.047
– volume: 106
  start-page: 12788
  issue: 31
  year: 2009
  ident: 10.1016/j.jhydrol.2015.05.032_b0050
  article-title: Global warming benefits the small in aquatic ecosystems
  publication-title: Proc. Natl. Acad. Sci. USA
  doi: 10.1073/pnas.0902080106
– year: 1989
  ident: 10.1016/j.jhydrol.2015.05.032_b0185
– start-page: 3
  year: 2000
  ident: 10.1016/j.jhydrol.2015.05.032_b0320
  article-title: Drought as a natural hazard: concepts and definitions
– volume: 45
  start-page: 177
  issue: 1–2
  year: 2007
  ident: 10.1016/j.jhydrol.2015.05.032_b0170
  article-title: Parameterized defuzzification with maximum entropy weighting function—another view of the weighting function expectation method
  publication-title: Math. Comput. Modell.
  doi: 10.1016/j.mcm.2006.04.014
– volume: 391
  start-page: 202
  year: 2010
  ident: 10.1016/j.jhydrol.2015.05.032_b0190
  article-title: A review of drought concepts
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2010.07.012
– volume: 23
  start-page: 1100
  issue: 7
  year: 1984
  ident: 10.1016/j.jhydrol.2015.05.032_b0005
  article-title: The palmer drought severity index: limitations and assumptions
  publication-title: J. Appl. Meteorol.
  doi: 10.1175/1520-0450(1984)023<1100:TPDSIL>2.0.CO;2
– volume: 57
  start-page: 12
  year: 2013
  ident: 10.1016/j.jhydrol.2015.05.032_b0095
  article-title: Multivariate standardized drought index: a parametric multi-index model
  publication-title: Adv. Water Resour.
  doi: 10.1016/j.advwatres.2013.03.009
– volume: 35
  start-page: L02405
  year: 2008
  ident: 10.1016/j.jhydrol.2015.05.032_b0290
  article-title: Use of a standardized runoff index for characterizing hydrologic drought
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2007GL032487
– volume: 14
  start-page: 1790
  year: 2001
  ident: 10.1016/j.jhydrol.2015.05.032_b0210
  article-title: Global retrospective estimation of soil moisture using the variable infiltration capacity land surface model, 1980–93
  publication-title: J. Clim.
  doi: 10.1175/1520-0442(2001)014<1790:GREOSM>2.0.CO;2
– volume: 18
  start-page: 1020
  issue: 5
  year: 2006
  ident: 10.1016/j.jhydrol.2015.05.032_b0355
  article-title: Entropy method for determination of weight of evaluating in fuzzy synthetic evaluation for water quality assessment indicators
  publication-title: J. Environ. Sci.
  doi: 10.1016/S1001-0742(06)60032-6
– year: 1995
  ident: 10.1016/j.jhydrol.2015.05.032_b0060
– ident: 10.1016/j.jhydrol.2015.05.032_b0180
SSID ssj0000334
Score 2.5211236
Snippet •An integrated drought indicator based on variable fuzzy theory was proposed.•This integrated indicator is sensitive to capture drought onset and...
It is of great importance to construct an integrated drought indicator, which is of great importance to drought risk assessment and decision-making. Given the...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 608
SubjectTerms atmospheric precipitation
basins
case studies
China
decision making
drought
Droughts
El Nino
entropy
Entropy weight method
Fuzzy set theory
Hydrology
Integrated drought index
Mathematical models
mathematical theory
Performance indices
Qualitative change point
Risk
risk assessment
River basins
runoff
soil water
spring
stream flow
The Yellow River basin
Variable fuzzy set theory
watersheds
winter
Yellow River
Title Integrated index for drought assessment based on variable fuzzy set theory: A case study in the Yellow River basin, China
URI https://dx.doi.org/10.1016/j.jhydrol.2015.05.032
https://www.proquest.com/docview/1746886788
https://www.proquest.com/docview/1778019492
https://www.proquest.com/docview/1825417014
Volume 527
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dS-QwEA_iPXgv4nl3nB8nI9yj3d0maZve2yLKquCDKHhPoc0H7nJ0F-0q9cG_3ZlsqyioIPSlIRlCZjKTYWZ-w9ifwcA7lXr0TpK4jKSXKlJ5wiMjXcaNQ6NhA9rnaTq6kMeXyeUS2-9qYSitstX9C50etHU70m9Psz8bj6nGl_OY6jATCm9x8tulzEjKew_PaR4DIWSHGE6zn6t4-pPe5Kqx11OKQMRJAPAU_C379EpTB_NzuMZW23cjDBdb-8aWXLXOVtoW5lfNd9YcdcAPFgIEIuBzFGzowlND8QTACWS3LEwruEU3mQqnwM_v7xu4cTWEssbmLwzB4CwI2LNIjcbhH4Vp7uCMEjmIyLjag9B9-we7ODw43x9FbV-FqJCZqiNr8Gp4z53kBfdx7FFblipJXZoLvMIW9SPh2pUmj3nmhM0J0qf0-BDI4jJ1Tvxky9W0cr8YSGlsUbgSJSGVXvjCitwUKlOJsUgw22CyO01tWtBx6n3xX3fZZRPdMkETE_QAP8E3WO9p2WyBuvHRAtWxSr8QH42W4aOlux1rNV4tipcUlZvObzQ6a6lSaM3Ve3MytPG5zN-jQ1444d7Lzc9vc4t9pb9F7uE2W66v5-43vofqcicI_A77Mjw6GZ0-ApjuDFI
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dSxwxEA9yPtiX0k9qW9sp9LHr3SbZ3axvhyh31d5DUbBPYTcfeEfZE91T1r--M7msYqEKhX3KZoaQSeaDzPyGsa-jkXcq9xidZGmdSC9VosqMJ0a6ghuHRsMGtM9ZPjmV38-ysw2239fCUFpl1P1rnR60dRwZxt0cXsznVOPLeUp1mBk9b3GM2zcJnSobsM3x9Ggyu1fIQsgeNJwI7gt5hovdxXlnL5f0CJFmAcNT8H-ZqL-UdbBAhy_Y8-g6wni9updswzWv2FbsYn7evWbdtMd-sBBQEAE9UrChEU8L1R0GJ5DpsrBs4BojZaqdAr-6ve3gyrUQKhu7PRiDwVkQ4GeRG43DL3qpuYGflMtBTObNNwgNuN-w08ODk_1JElsrJJUsVJtYg7fDe-4kr7hPU48Ks1ZZ7vJS4C22qCIJ2q42ZcoLJ2xJqD61R1-gSOvcOfGWDZpl494xkNLYqnI1HoZceuErK0pTqUJlxiLDYpvJfje1ibjj1P7it-4TzBY6CkGTEPQIP8G32e4d2cUaeOMpAtWLSj84QRqNw1OkX3rRarxd9GRSNW65utIYr-VKoUFXj80p0MyXsnyMDwXiBH0v3___Mj-zrcnJj2N9PJ0dfWDP6M86FfEjG7SXK7eD7lFbf4rH_w-5Sw8D
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=Integrated+index+for+drought+assessment+based+on+variable+fuzzy+set+theory%3A+A+case+study+in+the+Yellow+River+basin%2C+China&rft.jtitle=Journal+of+hydrology+%28Amsterdam%29&rft.au=Huang%2C+Shengzhi&rft.au=Chang%2C+Jianxia&rft.au=Leng%2C+Guoyong&rft.au=Huang%2C+Qiang&rft.date=2015-08-01&rft.issn=0022-1694&rft.volume=527&rft.spage=608&rft.epage=618&rft_id=info:doi/10.1016%2Fj.jhydrol.2015.05.032&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0022-1694&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0022-1694&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0022-1694&client=summon