Mesic vegetation persistence: A new approach for monitoring spatial and temporal changes in water availability in dryland regions using cloud computing and the sentinel and Landsat constellations

Climate change and anthropogenic activity pose severe threats to water availability in drylands. A better understanding of water availability response to these threats could improve our ability to adapt and mitigate climate and anthropogenic effects. Here, we present a Mesic Vegetation Persistence (...

Full description

Saved in:
Bibliographic Details
Published inThe Science of the total environment Vol. 917; p. 170491
Main Authors Shrestha, Nawaraj, Kolarik, Nicholas E., Brandt, Jodi S.
Format Journal Article
LanguageEnglish
Published Elsevier B.V 20.03.2024
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Climate change and anthropogenic activity pose severe threats to water availability in drylands. A better understanding of water availability response to these threats could improve our ability to adapt and mitigate climate and anthropogenic effects. Here, we present a Mesic Vegetation Persistence (MVP) workflow that takes every usable image in the Sentinel (10-m) and Landsat (30-m) archives to generate a dense time-series of water availability that is continuously updated as new images become available in Google Earth Engine. MVP takes advantage of the fact that mesic vegetation can be used as a proxy of available water in drylands. Our MVP workflow combines a novel moisture-based index (moisture change index - MCI) with a vegetation index (Modified Chlorophyll Absorption Ratio Vegetation Index (MCARI2)). MCI is the difference in soil moisture condition between an individual pixel's state and the dry and wet reference reflectance in the image, derived using 5th and 95th percentiles of the visible and shortwave infra-red drought index (VSDI). We produced and validated our MVP products across drylands of the western U.S., covering a broad range of elevation, land use, and ecoregions. MVP outperforms NDVI, a commonly-employed index for mesic ecosystem health, in both rangeland and forested ecosystems, and in mesic habitats with particularly high and low vegetation cover. We applied our MVP product at case study sites and found that MVP more accurately characterizes differences in mesic persistence, late-season water availability, and restoration success compared to NDVI. MVP could be applied as an indicator of change in a variety of contexts to provide a greater understanding of how water availability changes as a result of climate and management. Our MVP product for the western U.S. is freely available within a Google Earth Engine Web App, and the MVP workflow is replicable for other dryland regions. [Display omitted] •Mesic vegetation is a proxy to water availability in highly dynamic dryland ecosystems.•Integration of moisture and vegetation indices better represents mesic vegetation dynamics.•Mesic vegetation persistence-MVP provides inter and intra-annual vegetation dynamics.•MVP is flexible, replicable, and repeatable in wide temporal and spatial domains.
AbstractList Climate change and anthropogenic activity pose severe threats to water availability in drylands. A better understanding of water availability response to these threats could improve our ability to adapt and mitigate climate and anthropogenic effects. Here, we present a Mesic Vegetation Persistence (MVP) workflow that takes every usable image in the Sentinel (10-m) and Landsat (30-m) archives to generate a dense time-series of water availability that is continuously updated as new images become available in Google Earth Engine. MVP takes advantage of the fact that mesic vegetation can be used as a proxy of available water in drylands. Our MVP workflow combines a novel moisture-based index (moisture change index - MCI) with a vegetation index (Modified Chlorophyll Absorption Ratio Vegetation Index (MCARI2)). MCI is the difference in soil moisture condition between an individual pixel's state and the dry and wet reference reflectance in the image, derived using 5th and 95th percentiles of the visible and shortwave infra-red drought index (VSDI). We produced and validated our MVP products across drylands of the western U.S., covering a broad range of elevation, land use, and ecoregions. MVP outperforms NDVI, a commonly-employed index for mesic ecosystem health, in both rangeland and forested ecosystems, and in mesic habitats with particularly high and low vegetation cover. We applied our MVP product at case study sites and found that MVP more accurately characterizes differences in mesic persistence, late-season water availability, and restoration success compared to NDVI. MVP could be applied as an indicator of change in a variety of contexts to provide a greater understanding of how water availability changes as a result of climate and management. Our MVP product for the western U.S. is freely available within a Google Earth Engine Web App, and the MVP workflow is replicable for other dryland regions. [Display omitted] •Mesic vegetation is a proxy to water availability in highly dynamic dryland ecosystems.•Integration of moisture and vegetation indices better represents mesic vegetation dynamics.•Mesic vegetation persistence-MVP provides inter and intra-annual vegetation dynamics.•MVP is flexible, replicable, and repeatable in wide temporal and spatial domains.
Climate change and anthropogenic activity pose severe threats to water availability in drylands. A better understanding of water availability response to these threats could improve our ability to adapt and mitigate climate and anthropogenic effects. Here, we present a Mesic Vegetation Persistence (MVP) workflow that takes every usable image in the Sentinel (10-m) and Landsat (30-m) archives to generate a dense time-series of water availability that is continuously updated as new images become available in Google Earth Engine. MVP takes advantage of the fact that mesic vegetation can be used as a proxy of available water in drylands. Our MVP workflow combines a novel moisture-based index (moisture change index - MCI) with a vegetation index (Modified Chlorophyll Absorption Ratio Vegetation Index (MCARI2)). MCI is the difference in soil moisture condition between an individual pixel's state and the dry and wet reference reflectance in the image, derived using 5th and 95th percentiles of the visible and shortwave infra-red drought index (VSDI). We produced and validated our MVP products across drylands of the western U.S., covering a broad range of elevation, land use, and ecoregions. MVP outperforms NDVI, a commonly-employed index for mesic ecosystem health, in both rangeland and forested ecosystems, and in mesic habitats with particularly high and low vegetation cover. We applied our MVP product at case study sites and found that MVP more accurately characterizes differences in mesic persistence, late-season water availability, and restoration success compared to NDVI. MVP could be applied as an indicator of change in a variety of contexts to provide a greater understanding of how water availability changes as a result of climate and management. Our MVP product for the western U.S. is freely available within a Google Earth Engine Web App, and the MVP workflow is replicable for other dryland regions.
ArticleNumber 170491
Author Shrestha, Nawaraj
Brandt, Jodi S.
Kolarik, Nicholas E.
Author_xml – sequence: 1
  givenname: Nawaraj
  surname: Shrestha
  fullname: Shrestha, Nawaraj
  email: nawaraj.shrestha@huskers.unl.edu, nshrestha3@unl.edu
  organization: Human-Environment Systems, Boise State University, 1910 University Dr., Boise, ID 83725, USA
– sequence: 2
  givenname: Nicholas E.
  surname: Kolarik
  fullname: Kolarik, Nicholas E.
  organization: Human-Environment Systems, Boise State University, 1910 University Dr., Boise, ID 83725, USA
– sequence: 3
  givenname: Jodi S.
  surname: Brandt
  fullname: Brandt, Jodi S.
  organization: Human-Environment Systems, Boise State University, 1910 University Dr., Boise, ID 83725, USA
BookMark eNqFUc1uGyEYRFUq1Un7DOXYy7pA9o_erKh_kqNe2jPC8K2NtQtbPtaRny8vVshWvZYDaNDMfANzS2588EDIe862nPH243mLxqWQwF-2gol6yztWS_6KbHjfyYoz0d6QDWN1X8lWdm_ILeKZ5dX1fEOeHwGdoRc4QtLJBU9niOgw2xn4RHfUwxPV8xyDNic6hEin4PO46PyR4pwleqTaW5pgmkPMwJy0PwJS5-mTThCpvmg36oMbXbqWWxuvY1FEOOZ5SBcsXmYMi6UmTPOSCn7xPAFF8BnDOmSfN9Qp03xOOI4vifEteT3oEeHd3_OO_Pry-efDt2r_4-v3h92-MkLWqarlATrOJLtv2UE2vdCygUFyyepGdLzh7GCbzljJJAyDgc7KVtS9ZbLnQ9vD_R35sPrm3_i9ACY1OTQlhoewoBJSSC6yv8jUbqWaGBAjDGqObtLxqjhTpTZ1Vv9qU6U2tdaWlbtVCfklFwex8EoZ1kUwSdng_uvxB7X3rKA
Cites_doi 10.1007/s00254-006-0544-2
10.1038/nature20584
10.1034/j.1600-0706.2000.880302.x
10.2111/1551-501X-33.5.4
10.1016/S0140-1963(03)00113-7
10.1016/j.rse.2013.08.029
10.1016/j.rse.2015.04.007
10.1029/2005GL024370
10.1016/j.agrformet.2008.03.005
10.1371/journal.pone.0281927
10.1016/j.rse.2020.111792
10.1111/gcb.13762
10.1111/0033-0124.00054
10.1002/rra.1077
10.1016/j.ecoleng.2018.06.024
10.1016/S0034-4257(96)00067-3
10.1016/0034-4257(88)90106-X
10.1080/15481603.2017.1370169
10.1016/j.rse.2003.12.013
10.14358/PERS.75.11.1307
10.1029/2018RG000618
10.1016/j.ecolind.2023.109965
10.1016/j.rse.2019.111401
10.1111/ele.13363
10.1111/gcb.15729
10.1111/rec.12869
10.1111/sum.12099
10.1002/eco.217
10.5194/bg-12-6985-2015
10.1016/j.scitotenv.2020.143632
10.1007/s00442-004-1519-1
10.1016/j.rse.2019.111492
10.1016/j.ecolind.2022.109231
10.1007/BF00546895
10.1146/annurev.es.04.110173.000325
10.1126/science.1131634
10.1029/2022GL097829
10.1002/eap.2225
10.1016/0034-4257(79)90013-0
10.1126/science.aam6527
10.1672/0277-5212(2003)023[0636:EEOGIW]2.0.CO;2
10.1016/j.rse.2020.112162
10.1109/TGRS.2018.2858004
10.1016/j.rse.2003.07.002
10.1002/2016RG000550
10.1038/nclimate3299
10.1016/j.agrformet.2019.107663
10.1016/j.agrformet.2023.109327
10.1111/j.1365-2435.2008.01450.x
10.1126/science.1076347
10.1016/j.rse.2012.12.016
10.1177/0309133312446538
10.1080/01431161.2013.779046
10.1038/s41561-022-01061-7
10.1007/s00442-004-1682-4
10.1002/ecs2.1208
10.1016/j.agrformet.2006.03.006
10.1038/s41467-020-17710-7
10.1016/j.rse.2018.08.009
ContentType Journal Article
Copyright 2024 Elsevier B.V.
Copyright_xml – notice: 2024 Elsevier B.V.
DBID AAYXX
CITATION
7X8
DOI 10.1016/j.scitotenv.2024.170491
DatabaseName CrossRef
MEDLINE - Academic
DatabaseTitle CrossRef
MEDLINE - Academic
DatabaseTitleList
MEDLINE - Academic
DeliveryMethod fulltext_linktorsrc
Discipline Public Health
Biology
Environmental Sciences
EISSN 1879-1026
EndPage 170491
ExternalDocumentID 10_1016_j_scitotenv_2024_170491
S0048969724006284
GroupedDBID ---
--K
--M
.~1
0R~
1B1
1RT
1~.
1~5
4.4
457
4G.
5VS
7-5
71M
8P~
9JM
AABNK
AACTN
AAEDT
AAEDW
AAHBH
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAXKI
AAXUO
ABFNM
ABFYP
ABJNI
ABLST
ABMAC
ACDAQ
ACGFS
ACRLP
ADBBV
ADEZE
AEBSH
AEKER
AENEX
AFJKZ
AFKWA
AFTJW
AFXIZ
AGUBO
AGYEJ
AHEUO
AHHHB
AIEXJ
AIKHN
AITUG
AJOXV
AKIFW
AKRWK
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AXJTR
BKOJK
BLECG
BLXMC
CS3
DU5
EBS
EFJIC
EO8
EO9
EP2
EP3
F5P
FDB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
IHE
J1W
K-O
KCYFY
KOM
LY9
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
Q38
RIG
RNS
ROL
RPZ
SCU
SDF
SDG
SDP
SES
SEW
SPCBC
SSJ
SSZ
T5K
~02
~G-
~KM
53G
AAQXK
AAYJJ
AAYXX
ABEFU
ABTAH
ABXDB
ACRPL
ADMUD
ADNMO
AGHFR
ASPBG
AVWKF
AZFZN
CITATION
EJD
FEDTE
FGOYB
G-2
HMC
HVGLF
HZ~
R2-
SEN
WUQ
XPP
ZXP
ZY4
7X8
ID FETCH-LOGICAL-c294t-49be71090360b9582a95ef919045271510bd57cd909effce7d96248d0981f68e3
IEDL.DBID .~1
ISSN 0048-9697
IngestDate Wed Dec 04 09:18:39 EST 2024
Fri Dec 06 06:53:43 EST 2024
Sat Nov 02 16:00:48 EDT 2024
IsPeerReviewed true
IsScholarly true
Keywords Mesic vegetation dynamics
Mesic vegetation persistence
Water availability
Moisture change index
Time series remote sensing
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c294t-49be71090360b9582a95ef919045271510bd57cd909effce7d96248d0981f68e3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
PQID 2929129032
PQPubID 23479
PageCount 1
ParticipantIDs proquest_miscellaneous_2929129032
crossref_primary_10_1016_j_scitotenv_2024_170491
elsevier_sciencedirect_doi_10_1016_j_scitotenv_2024_170491
PublicationCentury 2000
PublicationDate 2024-03-20
PublicationDateYYYYMMDD 2024-03-20
PublicationDate_xml – month: 03
  year: 2024
  text: 2024-03-20
  day: 20
PublicationDecade 2020
PublicationTitle The Science of the total environment
PublicationYear 2024
Publisher Elsevier B.V
Publisher_xml – name: Elsevier B.V
References Burrell, Evans, De Kauwe (bb0025) 2020; 11
Linderholm (bb0190) 2006; 137
Nahlik, Fennessy (bb0220) 2016; 7
Hickler, Eklundh, Seaquist, Smith, Ardö, Olsson, Sykes, Sjöström (bb0125) 2005; 32
Ukkola, De Kauwe, Roderick, Burrell, Lehmann, Pitman (bb0315) 2021; 27
Goldstein, Presnall, López-Hoffman, Nabhan, Knight, Ruyle, Toombs (bb0090) 2011; 33
Greenler, Dunn, Johnston, Reilly, Merschel, Hagmann, Bailey (bb5020) 2023; 18
McKinstry, Hubert, Anderson (bb0215) 2004
Shahverdian, Wheaton, Patton (bb0275) 2018
Dorigo, Wagner, Albergel, Albrecht, Balsamo, Brocca, Chung, Ertl, Forkel, Gruber, Haas, Hamer, Hirschi, Ikonen, de Jeu, Kidd, Lahoz, Liu, Miralles, Mistelbauer, Nicolai-Shaw, Parinussa, Pratola, Reimer, van der Schalie, Seneviratne, Smolander, Lecomte (bb0055) 2017; 203
Zhang, Hong, Qin, Liu (bb0340) 2013; 34
Cui, Lian, Huntingford, Gimeno, Wang, Ding, He, Xu, Chen, Gentine, Piao (bb0040) 2022; 15
Knopf, Johnson, Rich, Samson, Szaro (bb0180) 1988; 100
Liu, Schwalm, Samuels-Crow, Ogle (bb0200) 2019; 22
Pekel, Cottam, Gorelick, Belward (bb0240) 2016; 540
Hausner, Huntington, Nash, Morton, McEvoy, Pilliod, Hegewisch, Daudert, Abatzoglou, Grant (bb0105) 2018; 120
Noy-Meir (bb0230) 1973; 4
Wise (bb0330) 2012; 36
Martimort, Arino, Berger, Biasutti, Carnicero, Del Bello, Fernandez, Gascon, Greco, Silvestrin, Spoto, Sy (bb5025) 2007
Helman, Mussery, Lensky, Leu (bb0120) 2014; 30
Huxman, Snyder, Tissue, Leffler, Ogle, Pockman, Sandquist, Potts, Schwinning (bb0145) 2004; 141
Dewitz (bb5005) 2023
Peters, Eve (bb5030) 1995; 37
Smith, Dannenberg, Yan, Herrmann, Barnes, Barron-Gafford, Biederman, Ferrenberg, Fox, Hudson, Knowles, MacBean, Moore, Nagler, Reed, Rutherford, Scott, Wang, Yang (bb0285) 2019; 233
Snyder, Tartowski (bb0290) 2006; 65
Jeffries, Finn (bb0150) 2019
(accessed 8.14.23).
Weiss, Gutzler, Allred Coonrod, Dahm (bb5035) 2004; 57
Forkuor, Dimobe, Serme, Tondoh (bb5015) 2018; 55
Tang, Arnone, Verburg, Jasoni, Sun (bb0295) 2015; 12
Olofsson, Arévalo, Espejo, Green, Lindquist, McRoberts, Sanz (bb0235) 2020; 236
Tucker (bb0310) 1979; 8
Pilliod, Hausner, Scherer (bb0255) 2021; 758
.
Bouwes, Weber, Jordan, Saunders, Tattam, Volk, Wheaton, Pollock (bb0020) 2016; 6
Roy, Kovalskyy, Zhang, Vermote, Yan, Kumar, Egorov (bb0265) 2016; 185
Fensholt, Sandholt (bb0065) 2003; 87
Wang, Wang, Liu, Guo, Huang, Zhao (bb0325) 2017; 23
Knapp (bb0170) 1997; 49
García, Sandholt, Ceccato, Ridler, Mougin, Kergoat, Morillas, Timouk, Fensholt, Domingo (bb0080) 2013; 131
Hammersmark, Rains, Mount (bb0100) 2008; 24
Tiner (bb0305) 2003; 23
Zeng, Piao, Li, Zhou, Ciais, Wang, Li, Lian, Wood, Friedlingstein, Mao, Estes, Myneni, Peng, Shi, Seneviratne, Wang (bb0335) 2017; 7
Cleveland, Cleveland, McRae, Terpenning (bb0030) 1990; 6
Lundblad, Hagen, Donnelly, Vold, Moser, Espinosa (bb0210) 2022; 142
Wu, Niu, Tang, Huang (bb5040) 2008; 148
Ghulam, Qin, Zhan (bb0085) 2007; 52
Thornton, M.M., Shrestha, R., Wei, Y., Thornton, P.E., Kao, S.-C., Wilson, B.E., 2022. Daymet: annual climate summaries on a 1-km grid for North America, Version 4 R1. doi
Feyisa, Meilby, Fensholt, Proud (bb0070) 2014; 140
Fairfax, Whittle (bb5010) 2020; 30
Huete, Didan, Miura, Rodriguez, Gao, Ferreira (bb0140) 2002; vol. 83
Peng, Albergel, Balenzano, Brocca, Cartus, Cosh, Crow, Dabrowska-Zielinska, Dadson, Davidson, de Rosnay, Dorigo, Gruber, Hagemann, Hirschi, Kerr, Lovergine, Mahecha, Marzahn, Mattia, Musial, Preuschmann, Reichle, Satalino, Silgram, van Bodegom, Verhoest, Wagner, Walker, Wegmüller, Loew (bb0245) 2021; 252
Jenerette, Scott, Huxman (bb0155) 2008; 22
Austin, Yahdjian, Stark, Belnap, Porporato, Norton, Ravetta, Schaeffer (bb5000) 2004; 141
Knapp, Fay, Blair, Collins, Smith, Carlisle, Harper, Danner, Lett, McCarron (bb0175) 2002; 298
Reynolds, Stafford Smith, Lambin, Turner, Mortimore, Batterbury, Downing, Dowlatabadi, Fernández, Herrick, Huber-Sannwald, Jiang, Leemans, Lynam, Maestre, Ayarza, Walker (bb0260) 2007; 316
Silverman, Allred, Donnelly, Chapman, Maestas, Wheaton, White, Naugle (bb0280) 2019; 27
Bauer-Marschallinger, Freeman, Cao, Paulik, Schaufler, Stachl, Modanesi, Massari, Ciabatta, Brocca, Wagner (bb0015) 2019; 57
Huete (bb0135) 1988; 25
Huang, Li, Fu, Chen, Fu, Dai, Shinoda, Ma, Guo, Li, Zhang, Liu, Yu, He, Xie, Guan, Ji, Lin, Wang, Yan, Wang (bb0130) 2017; 55
Pickens, Hansen, Hancher, Stehman, Tyukavina, Potapov, Marroquin, Sherani (bb0250) 2020; 243
Donnelly, Naugle, Hagen, Maestas (bb0050) 2016; 7
Naiman, R.J., Decamps, H., McClain, M.E., 2010. Riparia: Ecology, Conservation, and Management of Streamside Communities - Robert J. Naiman, Henri Decamps, Michael E. McClain - Google Books.
Coluzzi, Imbrenda, Lanfredi, Simoniello (bb0035) 2018; 217
USDA, n.d. National Agriculture Imagery Program - NAIP Hub Site [WWW Document]. URL
He, Lian, Cui, Xu, Piao (bb0115) 2022; 49
Kolarik, Roopsind, Pickens, Brandt (bb0185) 2023; 147
Haboudane (bb0095) 2004; 90
Jenerette, Barron-Gafford, Guswa, McDonnell, Villegas (bb0160) 2012; 5
Babaeian, Sadeghi, Jones, Montzka, Vereecken, Tuller (bb0005) 2019; 57
Sadeghi, Jones, Philpot (bb0270) 2015; 164
Gao (bb0075) 1996; 58
Lindsay, Johnston, Pile, Deal, Dey, Gwaze, Kabrick, Palik, Schuler (bb0195) 2020
Liu, Liu, Chen, Fan, Chen, Gang, You, Wang (bb0205) 2023; 331
He, Wang, Guo, Wu (bb0110) 2019; 278
Ernest, Brown, Parmenter (bb0060) 2000; 88
Ji, Zhang, Wylie (bb0165) 2009; 75
Bastin, Berrahmouni, Grainger, Maniatis, Mollicone, Moore, Patriarca, Picard, Sparrow, Abraham, Aloui, Atesoglu, Attore, Bassüllü, Bey, Garzuglia, García-Montero, Groot, Guerin, Laestadius, Lowe, Mamane, Marchi, Patterson, Rezende, Ricci, Salcedo, Diaz, Stolle, Surappaeva, Castro (bb0010) 2017; 356
D’Odorico, Caylor, Okin, Scanlon (bb0045) 2007; 112
Martimort (10.1016/j.scitotenv.2024.170491_bb5025) 2007
Goldstein (10.1016/j.scitotenv.2024.170491_bb0090) 2011; 33
Shahverdian (10.1016/j.scitotenv.2024.170491_bb0275) 2018
Peters (10.1016/j.scitotenv.2024.170491_bb5030) 1995; 37
Nahlik (10.1016/j.scitotenv.2024.170491_bb0220) 2016; 7
D’Odorico (10.1016/j.scitotenv.2024.170491_bb0045) 2007; 112
Tang (10.1016/j.scitotenv.2024.170491_bb0295) 2015; 12
Dewitz (10.1016/j.scitotenv.2024.170491_bb5005) 2023
Haboudane (10.1016/j.scitotenv.2024.170491_bb0095) 2004; 90
Liu (10.1016/j.scitotenv.2024.170491_bb0200) 2019; 22
Bauer-Marschallinger (10.1016/j.scitotenv.2024.170491_bb0015) 2019; 57
Wise (10.1016/j.scitotenv.2024.170491_bb0330) 2012; 36
Bouwes (10.1016/j.scitotenv.2024.170491_bb0020) 2016; 6
Cleveland (10.1016/j.scitotenv.2024.170491_bb0030) 1990; 6
Peng (10.1016/j.scitotenv.2024.170491_bb0245) 2021; 252
Huete (10.1016/j.scitotenv.2024.170491_bb0140) 2002; vol. 83
10.1016/j.scitotenv.2024.170491_bb0225
Sadeghi (10.1016/j.scitotenv.2024.170491_bb0270) 2015; 164
Jeffries (10.1016/j.scitotenv.2024.170491_bb0150) 2019
10.1016/j.scitotenv.2024.170491_bb0300
Smith (10.1016/j.scitotenv.2024.170491_bb0285) 2019; 233
Jenerette (10.1016/j.scitotenv.2024.170491_bb0160) 2012; 5
Ukkola (10.1016/j.scitotenv.2024.170491_bb0315) 2021; 27
Cui (10.1016/j.scitotenv.2024.170491_bb0040) 2022; 15
Wang (10.1016/j.scitotenv.2024.170491_bb0325) 2017; 23
Hickler (10.1016/j.scitotenv.2024.170491_bb0125) 2005; 32
Zeng (10.1016/j.scitotenv.2024.170491_bb0335) 2017; 7
Pilliod (10.1016/j.scitotenv.2024.170491_bb0255) 2021; 758
Huang (10.1016/j.scitotenv.2024.170491_bb0130) 2017; 55
Reynolds (10.1016/j.scitotenv.2024.170491_bb0260) 2007; 316
Huete (10.1016/j.scitotenv.2024.170491_bb0135) 1988; 25
Lundblad (10.1016/j.scitotenv.2024.170491_bb0210) 2022; 142
Burrell (10.1016/j.scitotenv.2024.170491_bb0025) 2020; 11
Donnelly (10.1016/j.scitotenv.2024.170491_bb0050) 2016; 7
Feyisa (10.1016/j.scitotenv.2024.170491_bb0070) 2014; 140
Lindsay (10.1016/j.scitotenv.2024.170491_bb0195) 2020
Kolarik (10.1016/j.scitotenv.2024.170491_bb0185) 2023; 147
Huxman (10.1016/j.scitotenv.2024.170491_bb0145) 2004; 141
Silverman (10.1016/j.scitotenv.2024.170491_bb0280) 2019; 27
Coluzzi (10.1016/j.scitotenv.2024.170491_bb0035) 2018; 217
Liu (10.1016/j.scitotenv.2024.170491_bb0205) 2023; 331
Jenerette (10.1016/j.scitotenv.2024.170491_bb0155) 2008; 22
Babaeian (10.1016/j.scitotenv.2024.170491_bb0005) 2019; 57
García (10.1016/j.scitotenv.2024.170491_bb0080) 2013; 131
Pekel (10.1016/j.scitotenv.2024.170491_bb0240) 2016; 540
Linderholm (10.1016/j.scitotenv.2024.170491_bb0190) 2006; 137
Olofsson (10.1016/j.scitotenv.2024.170491_bb0235) 2020; 236
Roy (10.1016/j.scitotenv.2024.170491_bb0265) 2016; 185
Dorigo (10.1016/j.scitotenv.2024.170491_bb0055) 2017; 203
Snyder (10.1016/j.scitotenv.2024.170491_bb0290) 2006; 65
Knapp (10.1016/j.scitotenv.2024.170491_bb0170) 1997; 49
Zhang (10.1016/j.scitotenv.2024.170491_bb0340) 2013; 34
Pickens (10.1016/j.scitotenv.2024.170491_bb0250) 2020; 243
Forkuor (10.1016/j.scitotenv.2024.170491_bb5015) 2018; 55
Gao (10.1016/j.scitotenv.2024.170491_bb0075) 1996; 58
10.1016/j.scitotenv.2024.170491_bb0320
Helman (10.1016/j.scitotenv.2024.170491_bb0120) 2014; 30
Ji (10.1016/j.scitotenv.2024.170491_bb0165) 2009; 75
Bastin (10.1016/j.scitotenv.2024.170491_bb0010) 2017; 356
McKinstry (10.1016/j.scitotenv.2024.170491_bb0215) 2004
Austin (10.1016/j.scitotenv.2024.170491_bb5000) 2004; 141
Ernest (10.1016/j.scitotenv.2024.170491_bb0060) 2000; 88
Fairfax (10.1016/j.scitotenv.2024.170491_bb5010) 2020; 30
Tiner (10.1016/j.scitotenv.2024.170491_bb0305) 2003; 23
Hammersmark (10.1016/j.scitotenv.2024.170491_bb0100) 2008; 24
Fensholt (10.1016/j.scitotenv.2024.170491_bb0065) 2003; 87
Tucker (10.1016/j.scitotenv.2024.170491_bb0310) 1979; 8
Knopf (10.1016/j.scitotenv.2024.170491_bb0180) 1988; 100
Noy-Meir (10.1016/j.scitotenv.2024.170491_bb0230) 1973; 4
He (10.1016/j.scitotenv.2024.170491_bb0115) 2022; 49
Wu (10.1016/j.scitotenv.2024.170491_bb5040) 2008; 148
Weiss (10.1016/j.scitotenv.2024.170491_bb5035) 2004; 57
Greenler (10.1016/j.scitotenv.2024.170491_bb5020) 2023; 18
He (10.1016/j.scitotenv.2024.170491_bb0110) 2019; 278
Ghulam (10.1016/j.scitotenv.2024.170491_bb0085) 2007; 52
Hausner (10.1016/j.scitotenv.2024.170491_bb0105) 2018; 120
Knapp (10.1016/j.scitotenv.2024.170491_bb0175) 2002; 298
References_xml – volume: 140
  start-page: 23
  year: 2014
  end-page: 35
  ident: bb0070
  article-title: Automated water extraction index: a new technique for surface water mapping using Landsat imagery
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Proud
– volume: 356
  start-page: 635
  year: 2017
  end-page: 638
  ident: bb0010
  article-title: The extent of forest in dryland biomes
  publication-title: Science
  contributor:
    fullname: Castro
– volume: 23
  start-page: 4995
  year: 2017
  end-page: 5005
  ident: bb0325
  article-title: Moisture-induced greening of the South Asia over the past three decades
  publication-title: Glob. Chang. Biol.
  contributor:
    fullname: Zhao
– volume: 15
  start-page: 982
  year: 2022
  end-page: 988
  ident: bb0040
  article-title: Global water availability boosted by vegetation-driven changes in atmospheric moisture transport
  publication-title: Nat. Geosci.
  contributor:
    fullname: Piao
– volume: 27
  start-page: 269
  year: 2019
  end-page: 278
  ident: bb0280
  article-title: Low-tech riparian and wet meadow restoration increases vegetation productivity and resilience across semiarid rangelands
  publication-title: Restor. Ecol.
  contributor:
    fullname: Naugle
– volume: 87
  start-page: 111
  year: 2003
  end-page: 121
  ident: bb0065
  article-title: Derivation of a shortwave infrared water stress index from MODIS near- and shortwave infrared data in a semiarid environment
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Sandholt
– volume: 57
  start-page: 530
  year: 2019
  end-page: 616
  ident: bb0005
  article-title: Ground, proximal, and satellite remote sensing of soil moisture
  publication-title: Rev. Geophys.
  contributor:
    fullname: Tuller
– volume: 203
  start-page: 185
  year: 2017
  end-page: 215
  ident: bb0055
  article-title: ESA CCI soil moisture for improved earth system understanding: state-of-the art and future directions
  publication-title: Remote Sensing of Environment, Earth Observation of Essential Climate Variables
  contributor:
    fullname: Lecomte
– volume: 30
  start-page: 32
  year: 2014
  end-page: 39
  ident: bb0120
  article-title: Detecting changes in biomass productivity in a different land management regimes in drylands using satellite-derived vegetation index
  publication-title: Soil Use Manag.
  contributor:
    fullname: Leu
– year: 2019
  ident: bb0150
  article-title: The Sagebrush Biome Range Extent, as Derived from Classified Landsat Imagery
  contributor:
    fullname: Finn
– volume: 22
  start-page: 1806
  year: 2019
  end-page: 1816
  ident: bb0200
  article-title: Ecological memory of daily carbon exchange across the globe and its importance in drylands
  publication-title: Ecol. Lett.
  contributor:
    fullname: Ogle
– volume: 36
  start-page: 458
  year: 2012
  end-page: 479
  ident: bb0330
  article-title: Hydroclimatology of the US intermountain west
  publication-title: Progress in Physical Geography: Earth and Environment
  contributor:
    fullname: Wise
– volume: 5
  start-page: 184
  year: 2012
  end-page: 199
  ident: bb0160
  article-title: Organization of complexity in water limited ecohydrology
  publication-title: Ecohydrology
  contributor:
    fullname: Villegas
– volume: 6
  start-page: 3
  year: 1990
  end-page: 73
  ident: bb0030
  article-title: STL: a seasonal-trend decomposition
  publication-title: J. Off. Stat.
  contributor:
    fullname: Terpenning
– volume: 7
  start-page: 1
  year: 2016
  end-page: 9
  ident: bb0220
  article-title: Carbon storage in US wetlands
  publication-title: Nat. Commun.
  contributor:
    fullname: Fennessy
– volume: 12
  start-page: 6985
  year: 2015
  end-page: 6997
  ident: bb0295
  article-title: Trends and climatic sensitivities of vegetation phenology in semiarid and arid ecosystems in the US Great Basin during 1982-2011
  publication-title: Biogeosciences
  contributor:
    fullname: Sun
– year: 2023
  ident: bb5005
  article-title: National Land Cover Database (NLCD) 2021 Products
  contributor:
    fullname: Dewitz
– volume: 278
  year: 2019
  ident: bb0110
  article-title: Aridity change and its correlation with greening over drylands
  publication-title: Agric. For. Meteorol.
  contributor:
    fullname: Wu
– volume: 30
  year: 2020
  ident: bb5010
  article-title: Smokey the Beaver: beaver-dammed riparian corridors stay green during wildfire throughout the western United States
  publication-title: Ecol. Appl.
  contributor:
    fullname: Whittle
– volume: 298
  start-page: 2202
  year: 2002
  end-page: 2205
  ident: bb0175
  article-title: Rainfall variability, carbon cycling, and plant species diversity in a Mesic grassland
  publication-title: Science
  contributor:
    fullname: McCarron
– volume: 185
  start-page: 57
  year: 2016
  end-page: 70
  ident: bb0265
  article-title: Characterization of Landsat-7 to Landsat-8 reflective wavelength and normalized difference vegetation index continuity. Remote sensing of environment
  publication-title: Landsat 8 Science Results
  contributor:
    fullname: Egorov
– volume: 142
  year: 2022
  ident: bb0210
  article-title: Sensitivity to weather drives Great Basin Mesic resources and greater sage-grouse productivity
  publication-title: Ecol. Indic.
  contributor:
    fullname: Espinosa
– volume: 7
  year: 2016
  ident: bb0050
  article-title: Public lands and private waters: scarce Mesic resources structure land tenure and sage-grouse distributions
  publication-title: Ecosphere
  contributor:
    fullname: Maestas
– volume: 52
  start-page: 1045
  year: 2007
  end-page: 1052
  ident: bb0085
  article-title: Designing of the perpendicular drought index
  publication-title: Environ. Geol.
  contributor:
    fullname: Zhan
– volume: 55
  start-page: 331
  year: 2018
  end-page: 354
  ident: bb5015
  article-title: Landsat-8 vs. Sentinel-2: examining the added value of sentinel-2’s red-edge bands to land-use and land-cover mapping in Burkina Faso
  publication-title: GIsci. Remote Sens.
  contributor:
    fullname: Tondoh
– volume: 236
  year: 2020
  ident: bb0235
  article-title: Mitigating the effects of omission errors on area and area change estimates
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Sanz
– volume: 131
  start-page: 103
  year: 2013
  end-page: 118
  ident: bb0080
  article-title: Actual evapotranspiration in drylands derived from in-situ and satellite data: assessing biophysical constraints
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Domingo
– year: 2018
  ident: bb0275
  article-title: Baugh Creek Post-Fire Emergency Restoration
  contributor:
    fullname: Patton
– volume: 217
  start-page: 426
  year: 2018
  end-page: 443
  ident: bb0035
  article-title: A first assessment of the Sentinel-2 level 1-C cloud mask product to support informed surface analyses
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Simoniello
– volume: 22
  start-page: 924
  year: 2008
  end-page: 930
  ident: bb0155
  article-title: Whole ecosystem metabolic pulses following precipitation events
  publication-title: Funct. Ecol.
  contributor:
    fullname: Huxman
– volume: 540
  start-page: 418
  year: 2016
  end-page: 422
  ident: bb0240
  article-title: High-resolution mapping of global surface water and its long-term changes
  publication-title: Nature
  contributor:
    fullname: Belward
– volume: 8
  start-page: 127
  year: 1979
  end-page: 150
  ident: bb0310
  article-title: Red and photographic infrared linear combinations for monitoring vegetation
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Tucker
– volume: 6
  start-page: 1
  year: 2016
  end-page: 12
  ident: bb0020
  article-title: Ecosystem experiment reveals benefits of natural and simulated beaver dams to a threatened population of steelhead (Oncorhynchus mykiss)
  publication-title: Sci. Rep.
  contributor:
    fullname: Pollock
– volume: 758
  year: 2021
  ident: bb0255
  article-title: From satellites to frogs: quantifying ecohydrological change, drought mitigation, and population demography in desert meadows
  publication-title: Sci. Total Environ.
  contributor:
    fullname: Scherer
– volume: 49
  year: 2022
  ident: bb0115
  article-title: Vegetation physiological response to increasing atmospheric CO2 slows the decreases in the seasonal amplitude of temperature
  publication-title: Geophys. Res. Lett.
  contributor:
    fullname: Piao
– volume: 233
  year: 2019
  ident: bb0285
  article-title: Remote sensing of dryland ecosystem structure and function: Progress, challenges, and opportunities
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Yang
– volume: 90
  start-page: 337
  year: 2004
  end-page: 352
  ident: bb0095
  article-title: Hyperspectral vegetation indices and novel algorithms for predicting green LAI of crop canopies: modeling and validation in the context of precision agriculture
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Haboudane
– volume: 58
  start-page: 257
  year: 1996
  end-page: 266
  ident: bb0075
  article-title: NDWI—A normalized difference water index for remote sensing of vegetation liquid water from space
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Gao
– volume: 120
  start-page: 432
  year: 2018
  end-page: 440
  ident: bb0105
  article-title: Assessing the effectiveness of riparian restoration projects using Landsat and precipitation data from the cloud-computing application ClimateEngine.org
  publication-title: Ecol. Eng.
  contributor:
    fullname: Grant
– volume: 137
  start-page: 1
  year: 2006
  end-page: 14
  ident: bb0190
  article-title: Growing season changes in the last century
  publication-title: Agric. For. Meteorol.
  contributor:
    fullname: Linderholm
– volume: 65
  start-page: 219
  year: 2006
  end-page: 234
  ident: bb0290
  article-title: Multi-scale temporal variation in water availability: implications for vegetation dynamics in arid and semi-arid ecosystems
  publication-title: Journal of Arid Environments, Special Issue Landscape linkages and cross scale interactions in arid and semiarid ecosystems
  contributor:
    fullname: Tartowski
– volume: 33
  start-page: 4
  year: 2011
  end-page: 12
  ident: bb0090
  article-title: Beef and beyond: paying for ecosystem services on Western US rangelands
  publication-title: Rangelands
  contributor:
    fullname: Toombs
– volume: 23
  start-page: 636
  year: 2003
  end-page: 652
  ident: bb0305
  article-title: Estimated extent of geographically isolated wetlands in selected areas of the United States
  publication-title: Wetlands
  contributor:
    fullname: Tiner
– volume: 243
  year: 2020
  ident: bb0250
  article-title: Mapping and sampling to characterize global inland water dynamics from 1999 to 2018 with full Landsat time-series
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Sherani
– volume: 316
  start-page: 847
  year: 2007
  end-page: 851
  ident: bb0260
  article-title: Ecology: global desertification: building a science for dryland development
  publication-title: Science
  contributor:
    fullname: Walker
– volume: 141
  start-page: 221
  year: 2004
  end-page: 235
  ident: bb5000
  article-title: Water pulses and biogeochemical cycles in arid and semiarid ecosystems
  publication-title: Oecologia
  contributor:
    fullname: Schaeffer
– volume: 11
  start-page: 3853
  year: 2020
  ident: bb0025
  article-title: Anthropogenic climate change has driven over 5 million km2 of drylands towards desertification
  publication-title: Nat. Commun.
  contributor:
    fullname: De Kauwe
– volume: 25
  start-page: 295
  year: 1988
  end-page: 309
  ident: bb0135
  article-title: A soil-adjusted vegetation index (SAVI)
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Huete
– volume: 57
  start-page: 520
  year: 2019
  end-page: 539
  ident: bb0015
  article-title: Toward global soil moisture monitoring with Sentinel-1: harnessing assets and overcoming obstacles
  publication-title: IEEE Trans. Geosci. Remote Sens.
  contributor:
    fullname: Wagner
– volume: vol. 83
  start-page: 195
  year: 2002
  end-page: 213
  ident: bb0140
  article-title: Overview of the radiometric and biophysical performance of the MODIS vegetation indices
  publication-title: Remote Sensing of Environment, The Moderate Resolution Imaging Spectroradiometer (MODIS): a new generation of Land Surface Monitoring
  contributor:
    fullname: Ferreira
– volume: 49
  start-page: 39
  year: 1997
  end-page: 51
  ident: bb0170
  article-title: Spatial characteristics of regional wildfire frequencies in intermountain west grass-dominated communities
  publication-title: Prof. Geogr.
  contributor:
    fullname: Knapp
– volume: 148
  start-page: 1230
  year: 2008
  end-page: 1241
  ident: bb5040
  article-title: Estimating chlorophyll content from hyperspectral vegetation indices: Modeling and validation
  publication-title: Agric. For. Meteorol.
  contributor:
    fullname: Huang
– volume: 37
  start-page: 273
  year: 1995
  end-page: 287
  ident: bb5030
  article-title: Satellite monitoring of desert plant community response to moisture availability
  publication-title: Environ. Monit. Assess.
  contributor:
    fullname: Eve
– start-page: 2677
  year: 2007
  end-page: 2680
  ident: bb5025
  article-title: Sentinel-2 optical high resolution mission for GMES operational services
  publication-title: Int. Geosci. Remote Sensing Symp. (IGARSS)
  contributor:
    fullname: Sy
– year: 2004
  ident: bb0215
  article-title: Wetland and Riparian Areas of the Intermountain West: Ecology and Management
  contributor:
    fullname: Anderson
– volume: 88
  start-page: 470
  year: 2000
  end-page: 482
  ident: bb0060
  article-title: Rodents, plants, and precipitation: spatial and temporal dynamics of consumers and resources
  publication-title: Oikos
  contributor:
    fullname: Parmenter
– volume: 27
  start-page: 4367
  year: 2021
  end-page: 4380
  ident: bb0315
  article-title: Annual precipitation explains variability in dryland vegetation greenness globally but not locally
  publication-title: Glob. Chang. Biol.
  contributor:
    fullname: Pitman
– volume: 4
  start-page: 25
  year: 1973
  end-page: 51
  ident: bb0230
  article-title: Desert ecosystems: environment and producers
  publication-title: Annu. Rev. Ecol. Syst.
  contributor:
    fullname: Noy-Meir
– volume: 34
  start-page: 4585
  year: 2013
  end-page: 4609
  ident: bb0340
  article-title: VSDI: a visible and shortwave infrared drought index for monitoring soil and vegetation moisture based on optical remote sensing
  publication-title: Int. J. Remote Sens.
  contributor:
    fullname: Liu
– volume: 252
  year: 2021
  ident: bb0245
  article-title: A roadmap for high-resolution satellite soil moisture applications – confronting product characteristics with user requirements
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Loew
– volume: 147
  year: 2023
  ident: bb0185
  article-title: A satellite-based monitoring system for quantifying surface water and Mesic vegetation dynamics in a semi-arid region
  publication-title: Ecol. Indic.
  contributor:
    fullname: Brandt
– volume: 18
  year: 2023
  ident: bb5020
  article-title: Too hot, too cold, or just right: Can wildfire restore dry forests of the interior Pacific Northwest?
  publication-title: PLOS ONE
  contributor:
    fullname: Bailey
– volume: 57
  start-page: 507
  year: 2004
  end-page: 534
  ident: bb5035
  article-title: Seasonal and inter-annual relationships between vegetation and climate in central New Mexico, USA
  publication-title: J. Arid Environ.
  contributor:
    fullname: Dahm
– start-page: 23
  year: 2020
  ident: bb0195
  article-title: Using historical reconstructions of moist mixed conifer forests to inform forest management on the Malheur National Forest
  publication-title: Forest Management–Research Partnerships
  contributor:
    fullname: Schuler
– volume: 164
  start-page: 66
  year: 2015
  end-page: 76
  ident: bb0270
  article-title: A linear physically-based model for remote sensing of soil moisture using short wave infrared bands
  publication-title: Remote Sens. Environ.
  contributor:
    fullname: Philpot
– volume: 112
  year: 2007
  ident: bb0045
  article-title: On soil moisture–vegetation feedbacks and their possible effects on the dynamics of dryland ecosystems
  publication-title: J. Geophys. Res. Biogeosci.
  contributor:
    fullname: Scanlon
– volume: 55
  start-page: 719
  year: 2017
  end-page: 778
  ident: bb0130
  article-title: Dryland climate change: recent progress and challenges
  publication-title: Rev. Geophys.
  contributor:
    fullname: Wang
– volume: 75
  start-page: 1307
  year: 2009
  end-page: 1317
  ident: bb0165
  article-title: Analysis of dynamic thresholds for the normalized difference water index
  publication-title: Photogramm. Eng. Remote. Sens.
  contributor:
    fullname: Wylie
– volume: 7
  start-page: 432
  year: 2017
  end-page: 436
  ident: bb0335
  article-title: Climate mitigation from vegetation biophysical feedbacks during the past three decades
  publication-title: Nat. Clim. Chang.
  contributor:
    fullname: Wang
– volume: 141
  start-page: 254
  year: 2004
  end-page: 268
  ident: bb0145
  article-title: Precipitation pulses and carbon fluxes in semiarid and arid ecosystems
  publication-title: Oecologia
  contributor:
    fullname: Schwinning
– volume: 32
  year: 2005
  ident: bb0125
  article-title: Precipitation controls Sahel greening trend
  publication-title: Geophys. Res. Lett.
  contributor:
    fullname: Sjöström
– volume: 331
  year: 2023
  ident: bb0205
  article-title: Dynamics of global dryland vegetation were more sensitive to soil moisture: evidence from multiple vegetation indices
  publication-title: Agric. For. Meteorol.
  contributor:
    fullname: Wang
– volume: 24
  start-page: 735
  year: 2008
  end-page: 753
  ident: bb0100
  article-title: Quantifying the hydrological effects of stream restoration in a montane meadow, northern California, USA
  publication-title: River Res. Appl.
  contributor:
    fullname: Mount
– volume: 100
  start-page: 272
  year: 1988
  end-page: 284
  ident: bb0180
  article-title: Conservation of riparian ecosystems in the United States
  publication-title: The Wilson Bulletin
  contributor:
    fullname: Szaro
– volume: 52
  start-page: 1045
  year: 2007
  ident: 10.1016/j.scitotenv.2024.170491_bb0085
  article-title: Designing of the perpendicular drought index
  publication-title: Environ. Geol.
  doi: 10.1007/s00254-006-0544-2
  contributor:
    fullname: Ghulam
– volume: 540
  start-page: 418
  year: 2016
  ident: 10.1016/j.scitotenv.2024.170491_bb0240
  article-title: High-resolution mapping of global surface water and its long-term changes
  publication-title: Nature
  doi: 10.1038/nature20584
  contributor:
    fullname: Pekel
– volume: 88
  start-page: 470
  year: 2000
  ident: 10.1016/j.scitotenv.2024.170491_bb0060
  article-title: Rodents, plants, and precipitation: spatial and temporal dynamics of consumers and resources
  publication-title: Oikos
  doi: 10.1034/j.1600-0706.2000.880302.x
  contributor:
    fullname: Ernest
– volume: 33
  start-page: 4
  year: 2011
  ident: 10.1016/j.scitotenv.2024.170491_bb0090
  article-title: Beef and beyond: paying for ecosystem services on Western US rangelands
  publication-title: Rangelands
  doi: 10.2111/1551-501X-33.5.4
  contributor:
    fullname: Goldstein
– volume: 57
  start-page: 507
  year: 2004
  ident: 10.1016/j.scitotenv.2024.170491_bb5035
  article-title: Seasonal and inter-annual relationships between vegetation and climate in central New Mexico, USA
  publication-title: J. Arid Environ.
  doi: 10.1016/S0140-1963(03)00113-7
  contributor:
    fullname: Weiss
– volume: 140
  start-page: 23
  year: 2014
  ident: 10.1016/j.scitotenv.2024.170491_bb0070
  article-title: Automated water extraction index: a new technique for surface water mapping using Landsat imagery
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2013.08.029
  contributor:
    fullname: Feyisa
– start-page: 2677
  year: 2007
  ident: 10.1016/j.scitotenv.2024.170491_bb5025
  article-title: Sentinel-2 optical high resolution mission for GMES operational services
  publication-title: Int. Geosci. Remote Sensing Symp. (IGARSS)
  contributor:
    fullname: Martimort
– volume: 164
  start-page: 66
  year: 2015
  ident: 10.1016/j.scitotenv.2024.170491_bb0270
  article-title: A linear physically-based model for remote sensing of soil moisture using short wave infrared bands
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2015.04.007
  contributor:
    fullname: Sadeghi
– volume: 32
  year: 2005
  ident: 10.1016/j.scitotenv.2024.170491_bb0125
  article-title: Precipitation controls Sahel greening trend
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2005GL024370
  contributor:
    fullname: Hickler
– volume: 148
  start-page: 1230
  year: 2008
  ident: 10.1016/j.scitotenv.2024.170491_bb5040
  article-title: Estimating chlorophyll content from hyperspectral vegetation indices: Modeling and validation
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2008.03.005
  contributor:
    fullname: Wu
– volume: 18
  year: 2023
  ident: 10.1016/j.scitotenv.2024.170491_bb5020
  article-title: Too hot, too cold, or just right: Can wildfire restore dry forests of the interior Pacific Northwest?
  publication-title: PLOS ONE
  doi: 10.1371/journal.pone.0281927
  contributor:
    fullname: Greenler
– volume: 243
  year: 2020
  ident: 10.1016/j.scitotenv.2024.170491_bb0250
  article-title: Mapping and sampling to characterize global inland water dynamics from 1999 to 2018 with full Landsat time-series
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2020.111792
  contributor:
    fullname: Pickens
– volume: vol. 83
  start-page: 195
  year: 2002
  ident: 10.1016/j.scitotenv.2024.170491_bb0140
  article-title: Overview of the radiometric and biophysical performance of the MODIS vegetation indices
  contributor:
    fullname: Huete
– volume: 23
  start-page: 4995
  year: 2017
  ident: 10.1016/j.scitotenv.2024.170491_bb0325
  article-title: Moisture-induced greening of the South Asia over the past three decades
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/gcb.13762
  contributor:
    fullname: Wang
– volume: 49
  start-page: 39
  year: 1997
  ident: 10.1016/j.scitotenv.2024.170491_bb0170
  article-title: Spatial characteristics of regional wildfire frequencies in intermountain west grass-dominated communities
  publication-title: Prof. Geogr.
  doi: 10.1111/0033-0124.00054
  contributor:
    fullname: Knapp
– volume: 112
  year: 2007
  ident: 10.1016/j.scitotenv.2024.170491_bb0045
  article-title: On soil moisture–vegetation feedbacks and their possible effects on the dynamics of dryland ecosystems
  publication-title: J. Geophys. Res. Biogeosci.
  contributor:
    fullname: D’Odorico
– volume: 24
  start-page: 735
  year: 2008
  ident: 10.1016/j.scitotenv.2024.170491_bb0100
  article-title: Quantifying the hydrological effects of stream restoration in a montane meadow, northern California, USA
  publication-title: River Res. Appl.
  doi: 10.1002/rra.1077
  contributor:
    fullname: Hammersmark
– volume: 120
  start-page: 432
  year: 2018
  ident: 10.1016/j.scitotenv.2024.170491_bb0105
  article-title: Assessing the effectiveness of riparian restoration projects using Landsat and precipitation data from the cloud-computing application ClimateEngine.org
  publication-title: Ecol. Eng.
  doi: 10.1016/j.ecoleng.2018.06.024
  contributor:
    fullname: Hausner
– year: 2004
  ident: 10.1016/j.scitotenv.2024.170491_bb0215
  contributor:
    fullname: McKinstry
– volume: 65
  start-page: 219
  year: 2006
  ident: 10.1016/j.scitotenv.2024.170491_bb0290
  article-title: Multi-scale temporal variation in water availability: implications for vegetation dynamics in arid and semi-arid ecosystems
  publication-title: Journal of Arid Environments, Special Issue Landscape linkages and cross scale interactions in arid and semiarid ecosystems
  contributor:
    fullname: Snyder
– volume: 6
  start-page: 1
  issue: 1 6
  year: 2016
  ident: 10.1016/j.scitotenv.2024.170491_bb0020
  article-title: Ecosystem experiment reveals benefits of natural and simulated beaver dams to a threatened population of steelhead (Oncorhynchus mykiss)
  publication-title: Sci. Rep.
  contributor:
    fullname: Bouwes
– volume: 58
  start-page: 257
  year: 1996
  ident: 10.1016/j.scitotenv.2024.170491_bb0075
  article-title: NDWI—A normalized difference water index for remote sensing of vegetation liquid water from space
  publication-title: Remote Sens. Environ.
  doi: 10.1016/S0034-4257(96)00067-3
  contributor:
    fullname: Gao
– volume: 25
  start-page: 295
  year: 1988
  ident: 10.1016/j.scitotenv.2024.170491_bb0135
  article-title: A soil-adjusted vegetation index (SAVI)
  publication-title: Remote Sens. Environ.
  doi: 10.1016/0034-4257(88)90106-X
  contributor:
    fullname: Huete
– volume: 55
  start-page: 331
  year: 2018
  ident: 10.1016/j.scitotenv.2024.170491_bb5015
  article-title: Landsat-8 vs. Sentinel-2: examining the added value of sentinel-2’s red-edge bands to land-use and land-cover mapping in Burkina Faso
  publication-title: GIsci. Remote Sens.
  doi: 10.1080/15481603.2017.1370169
  contributor:
    fullname: Forkuor
– volume: 90
  start-page: 337
  year: 2004
  ident: 10.1016/j.scitotenv.2024.170491_bb0095
  article-title: Hyperspectral vegetation indices and novel algorithms for predicting green LAI of crop canopies: modeling and validation in the context of precision agriculture
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2003.12.013
  contributor:
    fullname: Haboudane
– volume: 75
  start-page: 1307
  year: 2009
  ident: 10.1016/j.scitotenv.2024.170491_bb0165
  article-title: Analysis of dynamic thresholds for the normalized difference water index
  publication-title: Photogramm. Eng. Remote. Sens.
  doi: 10.14358/PERS.75.11.1307
  contributor:
    fullname: Ji
– volume: 203
  start-page: 185
  year: 2017
  ident: 10.1016/j.scitotenv.2024.170491_bb0055
  article-title: ESA CCI soil moisture for improved earth system understanding: state-of-the art and future directions
  publication-title: Remote Sensing of Environment, Earth Observation of Essential Climate Variables
  contributor:
    fullname: Dorigo
– ident: 10.1016/j.scitotenv.2024.170491_bb0225
– volume: 57
  start-page: 530
  year: 2019
  ident: 10.1016/j.scitotenv.2024.170491_bb0005
  article-title: Ground, proximal, and satellite remote sensing of soil moisture
  publication-title: Rev. Geophys.
  doi: 10.1029/2018RG000618
  contributor:
    fullname: Babaeian
– year: 2023
  ident: 10.1016/j.scitotenv.2024.170491_bb5005
  contributor:
    fullname: Dewitz
– volume: 6
  start-page: 3
  year: 1990
  ident: 10.1016/j.scitotenv.2024.170491_bb0030
  article-title: STL: a seasonal-trend decomposition
  publication-title: J. Off. Stat.
  contributor:
    fullname: Cleveland
– start-page: 23
  year: 2020
  ident: 10.1016/j.scitotenv.2024.170491_bb0195
  article-title: Using historical reconstructions of moist mixed conifer forests to inform forest management on the Malheur National Forest
  contributor:
    fullname: Lindsay
– volume: 147
  year: 2023
  ident: 10.1016/j.scitotenv.2024.170491_bb0185
  article-title: A satellite-based monitoring system for quantifying surface water and Mesic vegetation dynamics in a semi-arid region
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2023.109965
  contributor:
    fullname: Kolarik
– volume: 233
  year: 2019
  ident: 10.1016/j.scitotenv.2024.170491_bb0285
  article-title: Remote sensing of dryland ecosystem structure and function: Progress, challenges, and opportunities
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2019.111401
  contributor:
    fullname: Smith
– volume: 22
  start-page: 1806
  year: 2019
  ident: 10.1016/j.scitotenv.2024.170491_bb0200
  article-title: Ecological memory of daily carbon exchange across the globe and its importance in drylands
  publication-title: Ecol. Lett.
  doi: 10.1111/ele.13363
  contributor:
    fullname: Liu
– volume: 27
  start-page: 4367
  year: 2021
  ident: 10.1016/j.scitotenv.2024.170491_bb0315
  article-title: Annual precipitation explains variability in dryland vegetation greenness globally but not locally
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/gcb.15729
  contributor:
    fullname: Ukkola
– ident: 10.1016/j.scitotenv.2024.170491_bb0320
– volume: 27
  start-page: 269
  year: 2019
  ident: 10.1016/j.scitotenv.2024.170491_bb0280
  article-title: Low-tech riparian and wet meadow restoration increases vegetation productivity and resilience across semiarid rangelands
  publication-title: Restor. Ecol.
  doi: 10.1111/rec.12869
  contributor:
    fullname: Silverman
– volume: 30
  start-page: 32
  year: 2014
  ident: 10.1016/j.scitotenv.2024.170491_bb0120
  article-title: Detecting changes in biomass productivity in a different land management regimes in drylands using satellite-derived vegetation index
  publication-title: Soil Use Manag.
  doi: 10.1111/sum.12099
  contributor:
    fullname: Helman
– volume: 5
  start-page: 184
  year: 2012
  ident: 10.1016/j.scitotenv.2024.170491_bb0160
  article-title: Organization of complexity in water limited ecohydrology
  publication-title: Ecohydrology
  doi: 10.1002/eco.217
  contributor:
    fullname: Jenerette
– volume: 12
  start-page: 6985
  year: 2015
  ident: 10.1016/j.scitotenv.2024.170491_bb0295
  article-title: Trends and climatic sensitivities of vegetation phenology in semiarid and arid ecosystems in the US Great Basin during 1982-2011
  publication-title: Biogeosciences
  doi: 10.5194/bg-12-6985-2015
  contributor:
    fullname: Tang
– volume: 758
  year: 2021
  ident: 10.1016/j.scitotenv.2024.170491_bb0255
  article-title: From satellites to frogs: quantifying ecohydrological change, drought mitigation, and population demography in desert meadows
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2020.143632
  contributor:
    fullname: Pilliod
– volume: 141
  start-page: 221
  year: 2004
  ident: 10.1016/j.scitotenv.2024.170491_bb5000
  article-title: Water pulses and biogeochemical cycles in arid and semiarid ecosystems
  publication-title: Oecologia
  doi: 10.1007/s00442-004-1519-1
  contributor:
    fullname: Austin
– volume: 236
  year: 2020
  ident: 10.1016/j.scitotenv.2024.170491_bb0235
  article-title: Mitigating the effects of omission errors on area and area change estimates
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2019.111492
  contributor:
    fullname: Olofsson
– volume: 142
  year: 2022
  ident: 10.1016/j.scitotenv.2024.170491_bb0210
  article-title: Sensitivity to weather drives Great Basin Mesic resources and greater sage-grouse productivity
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2022.109231
  contributor:
    fullname: Lundblad
– volume: 37
  start-page: 273
  year: 1995
  ident: 10.1016/j.scitotenv.2024.170491_bb5030
  article-title: Satellite monitoring of desert plant community response to moisture availability
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/BF00546895
  contributor:
    fullname: Peters
– volume: 4
  start-page: 25
  year: 1973
  ident: 10.1016/j.scitotenv.2024.170491_bb0230
  article-title: Desert ecosystems: environment and producers
  publication-title: Annu. Rev. Ecol. Syst.
  doi: 10.1146/annurev.es.04.110173.000325
  contributor:
    fullname: Noy-Meir
– volume: 316
  start-page: 847
  year: 2007
  ident: 10.1016/j.scitotenv.2024.170491_bb0260
  article-title: Ecology: global desertification: building a science for dryland development
  publication-title: Science
  doi: 10.1126/science.1131634
  contributor:
    fullname: Reynolds
– year: 2019
  ident: 10.1016/j.scitotenv.2024.170491_bb0150
  contributor:
    fullname: Jeffries
– volume: 49
  year: 2022
  ident: 10.1016/j.scitotenv.2024.170491_bb0115
  article-title: Vegetation physiological response to increasing atmospheric CO2 slows the decreases in the seasonal amplitude of temperature
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2022GL097829
  contributor:
    fullname: He
– volume: 30
  year: 2020
  ident: 10.1016/j.scitotenv.2024.170491_bb5010
  article-title: Smokey the Beaver: beaver-dammed riparian corridors stay green during wildfire throughout the western United States
  publication-title: Ecol. Appl.
  doi: 10.1002/eap.2225
  contributor:
    fullname: Fairfax
– volume: 100
  start-page: 272
  year: 1988
  ident: 10.1016/j.scitotenv.2024.170491_bb0180
  article-title: Conservation of riparian ecosystems in the United States
  publication-title: The Wilson Bulletin
  contributor:
    fullname: Knopf
– volume: 8
  start-page: 127
  year: 1979
  ident: 10.1016/j.scitotenv.2024.170491_bb0310
  article-title: Red and photographic infrared linear combinations for monitoring vegetation
  publication-title: Remote Sens. Environ.
  doi: 10.1016/0034-4257(79)90013-0
  contributor:
    fullname: Tucker
– volume: 356
  start-page: 635
  year: 2017
  ident: 10.1016/j.scitotenv.2024.170491_bb0010
  article-title: The extent of forest in dryland biomes
  publication-title: Science
  doi: 10.1126/science.aam6527
  contributor:
    fullname: Bastin
– volume: 23
  start-page: 636
  year: 2003
  ident: 10.1016/j.scitotenv.2024.170491_bb0305
  article-title: Estimated extent of geographically isolated wetlands in selected areas of the United States
  publication-title: Wetlands
  doi: 10.1672/0277-5212(2003)023[0636:EEOGIW]2.0.CO;2
  contributor:
    fullname: Tiner
– volume: 252
  year: 2021
  ident: 10.1016/j.scitotenv.2024.170491_bb0245
  article-title: A roadmap for high-resolution satellite soil moisture applications – confronting product characteristics with user requirements
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2020.112162
  contributor:
    fullname: Peng
– volume: 57
  start-page: 520
  year: 2019
  ident: 10.1016/j.scitotenv.2024.170491_bb0015
  article-title: Toward global soil moisture monitoring with Sentinel-1: harnessing assets and overcoming obstacles
  publication-title: IEEE Trans. Geosci. Remote Sens.
  doi: 10.1109/TGRS.2018.2858004
  contributor:
    fullname: Bauer-Marschallinger
– volume: 87
  start-page: 111
  year: 2003
  ident: 10.1016/j.scitotenv.2024.170491_bb0065
  article-title: Derivation of a shortwave infrared water stress index from MODIS near- and shortwave infrared data in a semiarid environment
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2003.07.002
  contributor:
    fullname: Fensholt
– volume: 7
  start-page: 1
  issue: 1 7
  year: 2016
  ident: 10.1016/j.scitotenv.2024.170491_bb0220
  article-title: Carbon storage in US wetlands
  publication-title: Nat. Commun.
  contributor:
    fullname: Nahlik
– volume: 55
  start-page: 719
  year: 2017
  ident: 10.1016/j.scitotenv.2024.170491_bb0130
  article-title: Dryland climate change: recent progress and challenges
  publication-title: Rev. Geophys.
  doi: 10.1002/2016RG000550
  contributor:
    fullname: Huang
– volume: 7
  start-page: 432
  year: 2017
  ident: 10.1016/j.scitotenv.2024.170491_bb0335
  article-title: Climate mitigation from vegetation biophysical feedbacks during the past three decades
  publication-title: Nat. Clim. Chang.
  doi: 10.1038/nclimate3299
  contributor:
    fullname: Zeng
– volume: 278
  year: 2019
  ident: 10.1016/j.scitotenv.2024.170491_bb0110
  article-title: Aridity change and its correlation with greening over drylands
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2019.107663
  contributor:
    fullname: He
– ident: 10.1016/j.scitotenv.2024.170491_bb0300
– year: 2018
  ident: 10.1016/j.scitotenv.2024.170491_bb0275
  contributor:
    fullname: Shahverdian
– volume: 331
  year: 2023
  ident: 10.1016/j.scitotenv.2024.170491_bb0205
  article-title: Dynamics of global dryland vegetation were more sensitive to soil moisture: evidence from multiple vegetation indices
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2023.109327
  contributor:
    fullname: Liu
– volume: 22
  start-page: 924
  year: 2008
  ident: 10.1016/j.scitotenv.2024.170491_bb0155
  article-title: Whole ecosystem metabolic pulses following precipitation events
  publication-title: Funct. Ecol.
  doi: 10.1111/j.1365-2435.2008.01450.x
  contributor:
    fullname: Jenerette
– volume: 185
  start-page: 57
  year: 2016
  ident: 10.1016/j.scitotenv.2024.170491_bb0265
  article-title: Characterization of Landsat-7 to Landsat-8 reflective wavelength and normalized difference vegetation index continuity. Remote sensing of environment
  publication-title: Landsat 8 Science Results
  contributor:
    fullname: Roy
– volume: 298
  start-page: 2202
  year: 2002
  ident: 10.1016/j.scitotenv.2024.170491_bb0175
  article-title: Rainfall variability, carbon cycling, and plant species diversity in a Mesic grassland
  publication-title: Science
  doi: 10.1126/science.1076347
  contributor:
    fullname: Knapp
– volume: 131
  start-page: 103
  year: 2013
  ident: 10.1016/j.scitotenv.2024.170491_bb0080
  article-title: Actual evapotranspiration in drylands derived from in-situ and satellite data: assessing biophysical constraints
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2012.12.016
  contributor:
    fullname: García
– volume: 36
  start-page: 458
  year: 2012
  ident: 10.1016/j.scitotenv.2024.170491_bb0330
  article-title: Hydroclimatology of the US intermountain west
  publication-title: Progress in Physical Geography: Earth and Environment
  doi: 10.1177/0309133312446538
  contributor:
    fullname: Wise
– volume: 34
  start-page: 4585
  year: 2013
  ident: 10.1016/j.scitotenv.2024.170491_bb0340
  article-title: VSDI: a visible and shortwave infrared drought index for monitoring soil and vegetation moisture based on optical remote sensing
  publication-title: Int. J. Remote Sens.
  doi: 10.1080/01431161.2013.779046
  contributor:
    fullname: Zhang
– volume: 15
  start-page: 982
  year: 2022
  ident: 10.1016/j.scitotenv.2024.170491_bb0040
  article-title: Global water availability boosted by vegetation-driven changes in atmospheric moisture transport
  publication-title: Nat. Geosci.
  doi: 10.1038/s41561-022-01061-7
  contributor:
    fullname: Cui
– volume: 141
  start-page: 254
  year: 2004
  ident: 10.1016/j.scitotenv.2024.170491_bb0145
  article-title: Precipitation pulses and carbon fluxes in semiarid and arid ecosystems
  publication-title: Oecologia
  doi: 10.1007/s00442-004-1682-4
  contributor:
    fullname: Huxman
– volume: 7
  year: 2016
  ident: 10.1016/j.scitotenv.2024.170491_bb0050
  article-title: Public lands and private waters: scarce Mesic resources structure land tenure and sage-grouse distributions
  publication-title: Ecosphere
  doi: 10.1002/ecs2.1208
  contributor:
    fullname: Donnelly
– volume: 137
  start-page: 1
  year: 2006
  ident: 10.1016/j.scitotenv.2024.170491_bb0190
  article-title: Growing season changes in the last century
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2006.03.006
  contributor:
    fullname: Linderholm
– volume: 11
  start-page: 3853
  year: 2020
  ident: 10.1016/j.scitotenv.2024.170491_bb0025
  article-title: Anthropogenic climate change has driven over 5 million km2 of drylands towards desertification
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-020-17710-7
  contributor:
    fullname: Burrell
– volume: 217
  start-page: 426
  year: 2018
  ident: 10.1016/j.scitotenv.2024.170491_bb0035
  article-title: A first assessment of the Sentinel-2 level 1-C cloud mask product to support informed surface analyses
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2018.08.009
  contributor:
    fullname: Coluzzi
SSID ssj0000781
Score 2.4991868
Snippet Climate change and anthropogenic activity pose severe threats to water availability in drylands. A better understanding of water availability response to these...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Publisher
StartPage 170491
SubjectTerms Mesic vegetation dynamics
Mesic vegetation persistence
Moisture change index
Time series remote sensing
Water availability
Title Mesic vegetation persistence: A new approach for monitoring spatial and temporal changes in water availability in dryland regions using cloud computing and the sentinel and Landsat constellations
URI https://dx.doi.org/10.1016/j.scitotenv.2024.170491
https://search.proquest.com/docview/2929129032
Volume 917
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Rb9MwED5NQ0hICEFhYgymQ-I1m5s6ib23atpUKNsDYmJvlhM7o6ikVZN26gt_jj_GXZwwDQnxwFPkyHGqnu_8xf6-O4B3tnRWW1VEOk-KSPpSRrmW1NTKCuds5hRrhy8u08mV_HCdXO_Aaa-FYVplF_tDTG-jdXfnuPs3j5ezGWt8pdKpzpgFmVKUZQV7IriKwdGPO5oHJ7MJp8zk2NT7HseLxm0WhE039KEYy6NhRnh5-LcV6o9Y3S5A50_hSYcccRx-3DPY8dUAHoZaktsB7J3dSdaoW-ez9QAeh505DIKj5_DzwpNlcONvOqYhLnnPrG7B8wmOkYA29qnGkTAtfm_9njcAsWYCNg1vK4ddVqs5BvFwjbMKbwm6rtBu7GweEoBv-a5bbZlAiVwFgmY5Mtn-Bov5Yu2waMtKcLsd86tHlkMR9g0v-chSZNtQN8KxzNRq_eQFXJ2ffT6dRF0ph6iItWwiqXPPrE9aL0WuExVbnfhSExqRSZwR6hC5S7LCaaF9WRY-czqNpXJCq2GZKj_ag91qUfmXgDb12UgPpRN-JKVwLKVNcj5vpG-9Usl9EL35zDJk7DA9le2b-W1xwxY3weL7cNKb2dybfIbWlX8__LafGIZck89bbOUX69rEBD15m28Uv_qfFxzAI24x8S0Wr2G3Wa39G0JCTX7YTvVDeDB-P51c8nX66cv0FxLsELk
link.rule.ids 314,780,784,4502,24116,27924,27925,45585,45679
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1db9MwFL0aQwgkhKAwMT4vEq_Z3NRJ7L1N06YC7Z42aW-WEztbUUmrJi3qC3-OP8a9ccI0JMQDj0kcJ8r98Il9zjXAR1s6q60qIp0nRSR9KaNcSzrUygrnbOYUa4en5-n4Un6-Sq524KTXwjCtssv9Iae32bo7c9h9zcPlbMYaX6l0qjNmQaaUZe_BfZkQ-iWnPvhxy_PgajZhmZkim5rfIXlRx82CwOmG_hRjeTDMCDAP_zZE_ZGs2xHo7Ck86aAjHoe3ewY7vhrAg7CZ5HYAe6e3mjVq1gVtPYDHYWoOg-LoOfycejINbvx1RzXEJU-a1S16PsJjJKSNfa1xJFCL39rA5xlArJmBTd3bymFX1mqOQT1c46zC74RdV2g3djYPFcC3fNattsygRN4GgtwcmW1_jcV8sXZYtPtK8HHb541H1kMR-A0PmbAW2TbUjIAsU7XaQHkBl2enFyfjqNvLISpiLZtI6twz7ZMGTJHrRMVWJ77UBEdkEmcEO0TukqxwWmhfloXPnE5jqZzQalimyo_2YLdaVP4loE19NtJD6YQfSSkca2mTnBcc6WevVHIfRG8-swwlO0zPZftqflvcsMVNsPg-HPVmNne8z9DA8u-bP_SOYSg2ecHFVn6xrk1M2JPn-Ubxq_95wHt4OL6YTszk0_mX1_CIrzALLhZvYLdZrf1bgkVN_q51-1_OZhCz
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=Mesic+vegetation+persistence%3A+A+new+approach+for+monitoring+spatial+and+temporal+changes+in+water+availability+in+dryland+regions+using+cloud+computing+and+the+sentinel+and+Landsat+constellations&rft.jtitle=The+Science+of+the+total+environment&rft.au=Shrestha%2C+Nawaraj&rft.au=Kolarik%2C+Nicholas+E.&rft.au=Brandt%2C+Jodi+S.&rft.date=2024-03-20&rft.pub=Elsevier+B.V&rft.issn=0048-9697&rft.volume=917&rft_id=info:doi/10.1016%2Fj.scitotenv.2024.170491&rft.externalDocID=S0048969724006284
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0048-9697&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0048-9697&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0048-9697&client=summon