Mapping ecosystem service clusters and exploring their driving mechanisms in karst peak-cluster depression regions in China

•Trade-offs and synergies between ecosystem services were evaluated.•Self-organizing map was used to identify ecosystem services bundles.•Ecosystem service interrelationships are influenced by natural and social factors.•Our findings can form the basis of ecological environmental management policies...

Full description

Saved in:
Bibliographic Details
Published inEcological indicators Vol. 158; p. 111524
Main Authors Zhang, Xuemao, Xie, Binggeng, Zhou, Kaichun, Li, Junhan, Yuan, Chuan, Xiao, Jianyong, Xie, Jing
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.01.2024
Elsevier
Subjects
algorithms
autocorrelation
China
climate
Ecosystem service bundles
Ecosystem service management
ecosystem services
ecosystems
food production
humans
karsts
Random Forest model
topography
Trade-offs and synergies
China
TU
Pre
ESs
HQ
NDVI
NPP
Eros
GDP
WP
WR
SP
Random Forest model
SR
ED
OP
MP
GP
SOM
CS
Pop
HAI
LA
Ecosystem service bundles
Trade-offs and synergies
Tem
Slop
Ecosystem service management
ESBs
Ele
Online AccessGet full text

Cover

Abstract •Trade-offs and synergies between ecosystem services were evaluated.•Self-organizing map was used to identify ecosystem services bundles.•Ecosystem service interrelationships are influenced by natural and social factors.•Our findings can form the basis of ecological environmental management policies. Understanding the intricate interrelationships among ecosystem services (ESs) and exploring their driving mechanisms are prerequisites for their efficient management. The southwestern karst region is a typical ecologically fragile area and a crucial component for establishing an ecological security barrier in southern China. We aimed to evaluate the relationship between ESs and the concept of ecosystem service bundles (ESBs) and explore the distribution of ESs and their interrelationships. Using methods, such as Spearman's correlation and spatial autocorrelation analysis, this study focused on the karst peak-cluster depression region in southwestern China to analyse the trade-offs and synergistic effects among 12 ESs. Additionally, this study used the self-organizing map to identify ESBs and used the Random Forest model to explore the potential driving factors influencing the distribution patterns of ESs. The results indicated a spatial clustering effect among the 12 ESs, whereby provisioning and cultural services had the most significant clustering effect (Moran's I > 0.8). A total of 25 pairs of ESs exhibited synergistic effects, and 31 pairs showed trade-off effects. Food production showed a trade-off with both regulatory and supporting services, whereas ESs within the same category tended to exhibit synergistic effects. The distribution and interrelationships of ESs are influenced by natural and social factors, such as climate, topography, and human activities, resulting in the formation of six ESBs. This study enriches the understanding of the relationship of ESs and will contribute to the coordinated development of resources and the environment in the karst peak-cluster depression region of southwestern China.
AbstractList Understanding the intricate interrelationships among ecosystem services (ESs) and exploring their driving mechanisms are prerequisites for their efficient management. The southwestern karst region is a typical ecologically fragile area and a crucial component for establishing an ecological security barrier in southern China. We aimed to evaluate the relationship between ESs and the concept of ecosystem service bundles (ESBs) and explore the distribution of ESs and their interrelationships. Using methods, such as Spearman's correlation and spatial autocorrelation analysis, this study focused on the karst peak-cluster depression region in southwestern China to analyse the trade-offs and synergistic effects among 12 ESs. Additionally, this study used the self-organizing map to identify ESBs and used the Random Forest model to explore the potential driving factors influencing the distribution patterns of ESs. The results indicated a spatial clustering effect among the 12 ESs, whereby provisioning and cultural services had the most significant clustering effect (Moran's I > 0.8). A total of 25 pairs of ESs exhibited synergistic effects, and 31 pairs showed trade-off effects. Food production showed a trade-off with both regulatory and supporting services, whereas ESs within the same category tended to exhibit synergistic effects. The distribution and interrelationships of ESs are influenced by natural and social factors, such as climate, topography, and human activities, resulting in the formation of six ESBs. This study enriches the understanding of the relationship of ESs and will contribute to the coordinated development of resources and the environment in the karst peak-cluster depression region of southwestern China.
•Trade-offs and synergies between ecosystem services were evaluated.•Self-organizing map was used to identify ecosystem services bundles.•Ecosystem service interrelationships are influenced by natural and social factors.•Our findings can form the basis of ecological environmental management policies. Understanding the intricate interrelationships among ecosystem services (ESs) and exploring their driving mechanisms are prerequisites for their efficient management. The southwestern karst region is a typical ecologically fragile area and a crucial component for establishing an ecological security barrier in southern China. We aimed to evaluate the relationship between ESs and the concept of ecosystem service bundles (ESBs) and explore the distribution of ESs and their interrelationships. Using methods, such as Spearman's correlation and spatial autocorrelation analysis, this study focused on the karst peak-cluster depression region in southwestern China to analyse the trade-offs and synergistic effects among 12 ESs. Additionally, this study used the self-organizing map to identify ESBs and used the Random Forest model to explore the potential driving factors influencing the distribution patterns of ESs. The results indicated a spatial clustering effect among the 12 ESs, whereby provisioning and cultural services had the most significant clustering effect (Moran's I > 0.8). A total of 25 pairs of ESs exhibited synergistic effects, and 31 pairs showed trade-off effects. Food production showed a trade-off with both regulatory and supporting services, whereas ESs within the same category tended to exhibit synergistic effects. The distribution and interrelationships of ESs are influenced by natural and social factors, such as climate, topography, and human activities, resulting in the formation of six ESBs. This study enriches the understanding of the relationship of ESs and will contribute to the coordinated development of resources and the environment in the karst peak-cluster depression region of southwestern China.
Understanding the intricate interrelationships among ecosystem services (ESs) and exploring their driving mechanisms are prerequisites for their efficient management. The southwestern karst region is a typical ecologically fragile area and a crucial component for establishing an ecological security barrier in southern China. We aimed to evaluate the relationship between ESs and the concept of ecosystem service bundles (ESBs) and explore the distribution of ESs and their interrelationships. Using methods, such as Spearman's correlation and spatial autocorrelation analysis, this study focused on the karst peak-cluster depression region in southwestern China to analyse the trade-offs and synergistic effects among 12 ESs. Additionally, this study used the self-organizing map to identify ESBs and used the Random Forest model to explore the potential driving factors influencing the distribution patterns of ESs. The results indicated a spatial clustering effect among the 12 ESs, whereby provisioning and cultural services had the most significant clustering effect (Moran's I > 0.8). A total of 25 pairs of ESs exhibited synergistic effects, and 31 pairs showed trade-off effects. Food production showed a trade-off with both regulatory and supporting services, whereas ESs within the same category tended to exhibit synergistic effects. The distribution and interrelationships of ESs are influenced by natural and social factors, such as climate, topography, and human activities, resulting in the formation of six ESBs. This study enriches the understanding of the relationship of ESs and will contribute to the coordinated development of resources and the environment in the karst peak-cluster depression region of southwestern China.
ArticleNumber 111524
Author Yuan, Chuan
Xie, Jing
Zhang, Xuemao
Xie, Binggeng
Li, Junhan
Zhou, Kaichun
Xiao, Jianyong
Author_xml – sequence: 1
  givenname: Xuemao
  surname: Zhang
  fullname: Zhang, Xuemao
  email: xmzhang0217@163.com
  organization: School of Geographic Sciences, Hunan Normal University, Changsha 410081, China
– sequence: 2
  givenname: Binggeng
  surname: Xie
  fullname: Xie, Binggeng
  email: xbgyb1961@163.com
  organization: School of Geographic Sciences, Hunan Normal University, Changsha 410081, China
– sequence: 3
  givenname: Kaichun
  surname: Zhou
  fullname: Zhou, Kaichun
  email: zhoukaichun@hunnu.edu.cn
  organization: School of Geographic Sciences, Hunan Normal University, Changsha 410081, China
– sequence: 4
  givenname: Junhan
  surname: Li
  fullname: Li, Junhan
  email: junhanl@163.com
  organization: School of Geographic Sciences, Hunan Normal University, Changsha 410081, China
– sequence: 5
  givenname: Chuan
  surname: Yuan
  fullname: Yuan, Chuan
  email: yuanchuan01zg@163.com
  organization: School of Life Sciences, Southwest University, Chongqing 400715, China
– sequence: 6
  givenname: Jianyong
  surname: Xiao
  fullname: Xiao, Jianyong
  email: converxiao@126.com
  organization: School of Geographic Sciences, Hunan Normal University, Changsha 410081, China
– sequence: 7
  givenname: Jing
  surname: Xie
  fullname: Xie, Jing
  email: jingxie3861@163.com
  organization: School of Geographic Sciences, Hunan Normal University, Changsha 410081, China
BookMark eNqFkUtr3DAUhb1IoXn0JxS07MZTS5ZkmS5KGfoIJHTTQnfiWrqe0cSWXEkzJPTPV5OZbroJCC66nO8gnXNVXfjgsare0mZFGyrf71ZowuS8XbGGtStKqWD8orqkvGtqKptfr6urlHZN0fa9vKz-3MOyOL8hBUtPKeNMEsaDM0jMtC_3mAh4S_BxmUI8CvMWXSQ2usPxNqPZgndpTsR58gAxZbIgPNRnmlhcIqbkgicRN2U8C9db5-GmejXClPDNeV5XP798_rH-Vt99_3q7_nRXGy5ErhljA4O2t5wPchxHVY5QqFRjwCgxsJ6iGCUfe1vWXEiQSva2U3RQtm279rq6PfnaADu9RDdDfNIBnH5ehLjRELMzE2oFY0mGGQls4F0HqmPUCC4ZV8MoOyhe705eSwy_95iynl0yOE3gMeyTbqloJWUl2yL9cJKaGFKKOGrjMuQSQY7gJk0bfaxM7_S5Mn2sTJ8qK7T4j_738Je4jycOS6IHh1En49AbtC6iyeXL7gWHv0ujufE
CitedBy_id crossref_primary_10_3390_land13060812
crossref_primary_10_1038_s41598_024_78632_8
crossref_primary_10_3389_fevo_2024_1443683
crossref_primary_10_1016_j_jenvman_2024_122157
crossref_primary_10_1016_j_gecco_2024_e03096
crossref_primary_10_1016_j_ecolind_2025_113235
crossref_primary_10_1016_j_ecolind_2024_112844
Cites_doi 10.1016/j.scitotenv.2017.07.079
10.1016/j.scitotenv.2023.162601
10.1038/s43016-021-00228-6
10.1016/j.ecoser.2017.08.007
10.1016/j.ecoser.2020.101103
10.1016/j.jclepro.2020.123205
10.1016/j.ecoser.2015.05.002
10.1007/s11356-021-13915-5
10.1126/science.1085046
10.1038/387253a0
10.1002/esp.3625
10.1016/j.jenvman.2023.119161
10.1016/j.scitotenv.2019.134687
10.1016/j.ecolind.2017.09.007
10.1111/j.1461-0248.2006.00963.x
10.1073/pnas.1216051111
10.1073/pnas.0907284107
10.1016/j.jclepro.2021.126216
10.1016/j.landusepol.2017.11.057
10.1016/j.jclepro.2023.136882
10.1016/j.gloenvcha.2014.07.005
10.1016/j.scitotenv.2022.161187
10.1016/j.scitotenv.2018.07.148
10.1007/s10980-019-00912-w
10.1111/j.1461-0248.2009.01387.x
10.1016/j.ecolmodel.2013.02.009
10.1016/j.rse.2020.111861
10.1016/j.foreco.2018.11.033
10.1016/j.earscirev.2014.01.005
10.1016/j.ecolind.2022.108867
10.1111/j.1365-2486.2005.01011.x
10.1038/514434c
10.1016/j.ecolecon.2013.04.013
10.1016/j.biocon.2012.06.016
10.1016/j.scitotenv.2021.146784
10.1016/j.jenvman.2021.114220
10.1016/j.ecoser.2017.09.008
10.1016/j.jclepro.2022.133400
10.1016/j.landurbplan.2014.12.006
10.1080/10618600.2012.694762
10.1016/j.scs.2022.103722
10.1016/j.scitotenv.2020.142480
10.1016/j.ecoser.2015.10.018
10.1016/j.jclepro.2022.135483
10.1016/j.landusepol.2015.06.014
10.1016/j.ecolind.2023.110872
10.1007/s13593-015-0288-z
10.1016/j.jclepro.2020.120444
10.1016/j.aquaculture.2014.08.030
10.1111/gcb.12508
10.1016/j.ecoser.2017.07.012
10.1016/j.iswcr.2020.11.005
10.1016/j.landusepol.2021.105288
10.1007/s11427-018-9284-4
10.1007/s11442-021-1835-y
10.1016/j.jclepro.2023.139228
10.1016/j.landusepol.2020.104717
10.1525/bio.2012.62.1.9
10.1051/0004-6361/201936782
10.1016/j.resconrec.2022.106767
10.1016/j.jenvman.2022.116047
10.1016/j.gloenvcha.2015.07.008
10.1007/BF00337288
10.1016/j.resconrec.2021.105474
10.1016/j.ecolind.2022.109444
10.1016/j.scitotenv.2021.151036
10.1016/j.rse.2019.111273
10.1016/j.agee.2020.107026
10.1016/j.scitotenv.2016.05.190
10.1016/j.ecolecon.2010.05.013
10.1016/j.ecolind.2022.109514
10.1016/j.ecolind.2022.109202
10.1016/j.jenvman.2023.117230
10.5751/ES-01667-110128
10.1016/j.scitotenv.2022.158170
10.1023/A:1010933404324
10.1016/j.ecolind.2023.110733
10.1016/j.foreco.2007.03.042
10.1016/j.scitotenv.2022.160662
10.1016/j.ecoser.2017.02.021
10.1016/j.jclepro.2020.125193
10.1016/j.scitotenv.2016.07.078
ContentType Journal Article
Copyright 2023 The Author(s)
Copyright_xml – notice: 2023 The Author(s)
DBID 6I.
AAFTH
AAYXX
CITATION
7S9
L.6
DOA
DOI 10.1016/j.ecolind.2023.111524
DatabaseName ScienceDirect Open Access Titles
Elsevier:ScienceDirect:Open Access
CrossRef
AGRICOLA
AGRICOLA - Academic
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
AGRICOLA
AGRICOLA - Academic
DatabaseTitleList

AGRICOLA
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
DeliveryMethod fulltext_linktorsrc
Discipline Environmental Sciences
ExternalDocumentID oai_doaj_org_article_8af0162c6a2b477a8721c546248bf67a
10_1016_j_ecolind_2023_111524
S1470160X23016667
GeographicLocations China
GeographicLocations_xml – name: China
GroupedDBID --K
--M
.~1
0R~
1B1
1RT
1~.
1~5
29G
4.4
457
4G.
5GY
5VS
6I.
7-5
71M
8P~
AACTN
AAEDT
AAEDW
AAFTH
AAFWJ
AAHBH
AAIKJ
AAKOC
AALCJ
AALRI
AAOAW
AAQFI
AAQXK
AATLK
AATTM
AAXKI
AAXUO
ABFNM
ABFYP
ABGRD
ABJNI
ABLST
ABMAC
ABWVN
ABXDB
ACDAQ
ACGFS
ACRLP
ACRPL
ADBBV
ADEZE
ADMUD
ADNMO
ADQTV
ADVLN
AEBSH
AEIPS
AEKER
AENEX
AEQOU
AFJKZ
AFPKN
AFTJW
AFXIZ
AGHFR
AGUBO
AGYEJ
AHEUO
AIEXJ
AIKHN
AITUG
AKIFW
AKRWK
ALMA_UNASSIGNED_HOLDINGS
AMRAJ
ANKPU
ASPBG
AVWKF
AXJTR
AZFZN
BKOJK
BLECG
BLXMC
BNPGV
CS3
EBS
EFJIC
EJD
EO8
EO9
EP2
EP3
F5P
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
GROUPED_DOAJ
HVGLF
HZ~
IHE
J1W
KCYFY
KOM
M41
MO0
N9A
O-L
O9-
OAUVE
OK1
OZT
P-8
P-9
P2P
PC.
Q38
R2-
RIG
ROL
RPZ
SDF
SDG
SES
SEW
SPCBC
SSA
SSH
SSJ
SSZ
T5K
~02
~G-
AAYWO
AAYXX
ACVFH
ADCNI
AEUPX
AFPUW
AGCQF
AGQPQ
AGRNS
AIGII
AIIUN
AKBMS
AKYEP
APXCP
CITATION
7S9
EFKBS
L.6
ID FETCH-LOGICAL-c455t-222b2a39d44b6fff8ff858e880cac85b291e5f64f9d58e456a6869d781b8d3373
IEDL.DBID DOA
ISSN 1470-160X
IngestDate Wed Aug 27 01:24:26 EDT 2025
Fri Aug 22 20:24:14 EDT 2025
Thu Apr 24 22:51:49 EDT 2025
Tue Jul 01 04:27:11 EDT 2025
Sun Apr 06 06:54:27 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords TU
Pre
ESs
HQ
NDVI
NPP
Eros
GDP
WP
WR
SP
Random Forest model
SR
ED
OP
MP
GP
SOM
CS
Pop
HAI
LA
Ecosystem service bundles
Trade-offs and synergies
Tem
Slop
Ecosystem service management
ESBs
Ele
Language English
License This is an open access article under the CC BY-NC-ND license.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c455t-222b2a39d44b6fff8ff858e880cac85b291e5f64f9d58e456a6869d781b8d3373
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
OpenAccessLink https://doaj.org/article/8af0162c6a2b477a8721c546248bf67a
PQID 3153612996
PQPubID 24069
ParticipantIDs doaj_primary_oai_doaj_org_article_8af0162c6a2b477a8721c546248bf67a
proquest_miscellaneous_3153612996
crossref_citationtrail_10_1016_j_ecolind_2023_111524
crossref_primary_10_1016_j_ecolind_2023_111524
elsevier_sciencedirect_doi_10_1016_j_ecolind_2023_111524
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate January 2024
2024-01-00
20240101
2024-01-01
PublicationDateYYYYMMDD 2024-01-01
PublicationDate_xml – month: 01
  year: 2024
  text: January 2024
PublicationDecade 2020
PublicationTitle Ecological indicators
PublicationYear 2024
Publisher Elsevier Ltd
Elsevier
Publisher_xml – name: Elsevier Ltd
– name: Elsevier
References Huang, Zheng, Dong, Wang (b0175) 2023; 384
MA (b0295) 2005
Liu, Zhou (b0280) 2021; 102
Myers, Sirois (b0310) 2004; 12
Lin, Chen, Huang, Zhu, Shahtahmassebi, Zhang, Shen, Peng, Deng, Wang (b0265) 2021; 781
Hamann, Biggs, Reyers (b0140) 2015; 34
Zhang, Qi, Yue, Wang, Zhang, Liu (b0445) 2020; 40
Daily (b0070) 1997
Xia, Yuan, Prishchepov (b0410) 2023; 189
Balvanera, Pfisterer, Buchmann, He, Nakashizuka, Raffaelli, Schmid (b0005) 2006; 9
Hughes, Baird, Bellwood, Card, Connolly, Folke, Grosberg, Hoegh-Guldberg, Jackson, Kleypas (b0180) 2003; 301
Hussain, Tschirhart (b0185) 2013; 93
Hu, Xie, He, Shi, Zhou, Ni, Li (b0170) 2023; 427
Liang, Penghui, Manchun, Liyan, Yuan, Yuzhe, Nan, Yuewei, Qiuhao (b0260) 2015; 48
Yang, Ge, Xue, Yang, Shi, Peng, Du, Fan, Ren, Chang (b0425) 2015; 136
Haines-Young, Potschin (b0135) 2012; 33
Li, Xie, Gao, Zhou, Liu, Zhao, Xiao, Xie (b0245) 2022; 370
Song, Deng (b0355) 2017; 576
Zhang, Zhang, Liu, Zhang, Hu, Qin, Xu, Wang, Guo, Qian (b0450) 2018; 61
Chang, Xing, Gong, Yang, Guo, Wang, Wang, Yang, Xue, Yang (b0035) 2023; 875
Jun, Ban, Li (b0210) 2014; 514
Maes, Paracchini, Zulian, Dunbar, Alkemade (b0305) 2012; 155
Li, Xia, Deng, Yan (b0240) 2021; 169
Gu, Lin, Ye, Xu, Qiu, Zhang, Zou, Qiao, Xu (b0130) 2022; 142
Kohonen (b0215) 1982; 43
Dou, Li, Li, Dang, Li, Lyu, Li, Liu (b0090) 2020; 256
Howe, Suich, Vira, Mace (b0155) 2014; 28
He, Gao, Zhang, Rao, Zou, Du, Liu (b0150) 2018; 71
Logan, Zaitchik, Guikema, Nisbet (b0285) 2020; 247
Gao, Zuo (b0125) 2021; 31
Raudsepp-Hearne, Peterson, Bennett (b0325) 2010; 107
Jiang, Hou, Gao, Wu (b0195) 2023; 865
Chen, Feng, Zhao, Wu (b0040) 2020; 711
Yang, Zhou, Lou, Wu, Wang, Zhang, Pan, Li (b0430) 2022; 851
Bonnesoeur, Locatelli, Guariguata, Ochoa-Tocachi, Vanacker, Mao, Stokes, Mathez-Stiefel (b0020) 2019; 433
Chen, Zhang, Huang (b0045) 2021; 28
Wang, Wang, Zhou, Liu, Wang (b0385) 2022; 79
Chisholm (b0050) 2010; 69
Breiman (b0025) 2001; 45
Costanza, d'Arge, De Groot, Farber, Grasso, Hannon, Limburg, Naeem, O'neill, Paruelo (b0060) 1997; 387
Wang, Tang, Fu, Lü, Xiao, Zhang (b0380) 2022; 303
Hu, Wang, Bai, Luo, Li, Wu, Yang, Tian, Li, Deng (b0165) 2020; 301
Wright, Hildebrandt, van den Busch, Heymans (b0405) 2020; 637
Tian, Wang, Bai, Luo, Xu (b0365) 2016; 566
Obermeier, Lehnert, Pohl, Gianonni, Silva, Seibert, Laser, Moser, Müller, Luterbacher (b0315) 2019; 232
Wang, Zhang, Chen, Yue, Zhang, Zhang, Qi, Fu (b0395) 2019; 34
Lamarque, Lavorel, Mouchet, Quétier (b0220) 2014; 111
Primmer, Jokinen, Blicharska, Barton, Bugter, Potschin (b0320) 2015; 16
Zhang, Lu, Liu, Wu, Fu, Zhao, Sun (b0440) 2021; 766
Deng, Liu, Shangguan (b0080) 2014; 20
Feng, Zhao, Fu, Ding, Wang (b0115) 2017; 607
Jiang, Lian, Qin (b0200) 2014; 132
Baró, Gómez-Baggethun, Haase (b0010) 2017; 24
Byron, Jin, Dalton (b0030) 2015; 447
Cord, Bartkowski, Beckmann, Dittrich, Hermans-Neumann, Kaim, Lienhoop, Locher-Krause, Priess, Schröter-Schlaack, Schwarz, Seppelt, Strauch, Václavík, Volk (b0055) 2017; 28
Gao, Hu, Bai (b0120) 2022; 139
Jianying, Jixing, Yanxu (b0205) 2020; 276
Logsdon, Chaubey (b0290) 2013; 257
Zhou, Luo, Zhou, Cai, Zhao (b0465) 2018; 645
Farley, Jobbágy, Jackson (b0105) 2005; 11
Liu, Liu, Giannetti, Almeida, Sevegnani, Li (b0275) 2023; 154
Rodríguez, Beard, Bennett, Cumming, Cork, Agard, Dobson, Peterson (b0335) 2006; 11
Li, Xie, Dong, Zhou, Zhang (b0250) 2023; 347
Wang, Bai, Zhang, Reis, Chen, Xu, Gu (b0370) 2021; 2
Xu, Wang, Xiao, Xie, Wang, Zhang, Li, Lei (b0420) 2021; 294
Shen, Li, Liu, Liang, Wang, Wang, Wu (b0345) 2021; 290
Wang, Cai, Grant, Hoogmoed, Oenema (b0375) 2015; 35
Li, Cao, Dou, Wu, Liu, Li (b0230) 2022; 321
Zhang, Ge, Chang, Jiang, Jiang, Peng, Zhu, Yuan, Qi, Yu (b0435) 2007; 245
Costanza, De Groot, Braat, Kubiszewski, Fioramonti, Sutton, Farber, Grasso (b0065) 2017; 28
Li, Zhao, Xiao, Yellishetty, Yang (b0255) 2022; 807
Xu, Jiang, Chen, Bai, Yang (b0415) 2020; 96
Li, Wang, Liu, Huang, Yu, Huang (b0235) 2023; 154
Wang, Yue, Ma, Lei, Li, Song (b0390) 2016; 36
Emerson, Green, Schloerke, Crowley, Cook, Hofmann, Wickham (b0100) 2013; 22
Dittrich, Seppelt, Václavík, Cord (b0085) 2017; 28
Mach, Martone, Chan (b0300) 2015; 16
Du, Zhao, Zhang, Li, Yu (b0095) 2023; 331
Bennett, Peterson, Gordon (b0015) 2009; 12
Shen, Li, Wang, Wu, Liang, Zhang, Wei, Li, Ma, Wang (b0350) 2023; 406
Shen, Li, Liang, Liu, Li, Wu (b0340) 2020; 43
Wang, Zhang, Chen (b0400) 2022; 144
Dallimer, Irvine, Skinner, Davies, Rouquette, Maltby, Warren, Armsworth, Gaston (b0075) 2012; 62
Feng, Chen, Wang, Zhang, Qi (b0110) 2014; 39
Zhao, Shi, Feng, Guo (b0460) 2022; 144
Zhao, Pan, Bi (b0455) 2023; 861
Harrell Jr, F.E., Harrell Jr, M.F.E., 2019. Package ‘hmisc’. CRAN2018 2019, 235-236.
Lee, M., Diop, S., 2009. Millennium ecosystem assessment. An Assessment of Assessments: Findings of the Group of Experts Pursuant to UNGA Resolution 60/30 1, 361.
Team, R.C., 2016. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. http://www. R-project. org/.
Hu, Li, Chen, Nie, Liu, Wang, Ning (b0160) 2021; 9
Lin, Wu, Yang, Wang, Wu (b0270) 2018; 84
Wang (10.1016/j.ecolind.2023.111524_b0395) 2019; 34
Hu (10.1016/j.ecolind.2023.111524_b0160) 2021; 9
Yang (10.1016/j.ecolind.2023.111524_b0425) 2015; 136
Rodríguez (10.1016/j.ecolind.2023.111524_b0335) 2006; 11
Shen (10.1016/j.ecolind.2023.111524_b0340) 2020; 43
Gao (10.1016/j.ecolind.2023.111524_b0120) 2022; 139
Wright (10.1016/j.ecolind.2023.111524_b0405) 2020; 637
Hussain (10.1016/j.ecolind.2023.111524_b0185) 2013; 93
Xia (10.1016/j.ecolind.2023.111524_b0410) 2023; 189
Chang (10.1016/j.ecolind.2023.111524_b0035) 2023; 875
Liu (10.1016/j.ecolind.2023.111524_b0280) 2021; 102
Gu (10.1016/j.ecolind.2023.111524_b0130) 2022; 142
Li (10.1016/j.ecolind.2023.111524_b0235) 2023; 154
Jiang (10.1016/j.ecolind.2023.111524_b0195) 2023; 865
Chisholm (10.1016/j.ecolind.2023.111524_b0050) 2010; 69
Hu (10.1016/j.ecolind.2023.111524_b0170) 2023; 427
Wang (10.1016/j.ecolind.2023.111524_b0385) 2022; 79
Dou (10.1016/j.ecolind.2023.111524_b0090) 2020; 256
Balvanera (10.1016/j.ecolind.2023.111524_b0005) 2006; 9
10.1016/j.ecolind.2023.111524_b0145
10.1016/j.ecolind.2023.111524_b0225
Hughes (10.1016/j.ecolind.2023.111524_b0180) 2003; 301
Jianying (10.1016/j.ecolind.2023.111524_b0205) 2020; 276
Dallimer (10.1016/j.ecolind.2023.111524_b0075) 2012; 62
Shen (10.1016/j.ecolind.2023.111524_b0345) 2021; 290
Gao (10.1016/j.ecolind.2023.111524_b0125) 2021; 31
Lin (10.1016/j.ecolind.2023.111524_b0265) 2021; 781
MA (10.1016/j.ecolind.2023.111524_b0295) 2005
Daily (10.1016/j.ecolind.2023.111524_b0070) 1997
Feng (10.1016/j.ecolind.2023.111524_b0110) 2014; 39
Li (10.1016/j.ecolind.2023.111524_b0255) 2022; 807
Zhao (10.1016/j.ecolind.2023.111524_b0460) 2022; 144
Hu (10.1016/j.ecolind.2023.111524_b0165) 2020; 301
Yang (10.1016/j.ecolind.2023.111524_b0430) 2022; 851
Zhang (10.1016/j.ecolind.2023.111524_b0450) 2018; 61
Mach (10.1016/j.ecolind.2023.111524_b0300) 2015; 16
Myers (10.1016/j.ecolind.2023.111524_b0310) 2004; 12
Liu (10.1016/j.ecolind.2023.111524_b0275) 2023; 154
Logan (10.1016/j.ecolind.2023.111524_b0285) 2020; 247
Wang (10.1016/j.ecolind.2023.111524_b0370) 2021; 2
Howe (10.1016/j.ecolind.2023.111524_b0155) 2014; 28
Li (10.1016/j.ecolind.2023.111524_b0245) 2022; 370
Primmer (10.1016/j.ecolind.2023.111524_b0320) 2015; 16
Xu (10.1016/j.ecolind.2023.111524_b0415) 2020; 96
Zhang (10.1016/j.ecolind.2023.111524_b0440) 2021; 766
Haines-Young (10.1016/j.ecolind.2023.111524_b0135) 2012; 33
Lin (10.1016/j.ecolind.2023.111524_b0270) 2018; 84
Logsdon (10.1016/j.ecolind.2023.111524_b0290) 2013; 257
Huang (10.1016/j.ecolind.2023.111524_b0175) 2023; 384
Obermeier (10.1016/j.ecolind.2023.111524_b0315) 2019; 232
Liang (10.1016/j.ecolind.2023.111524_b0260) 2015; 48
Chen (10.1016/j.ecolind.2023.111524_b0040) 2020; 711
Wang (10.1016/j.ecolind.2023.111524_b0400) 2022; 144
Wang (10.1016/j.ecolind.2023.111524_b0390) 2016; 36
Li (10.1016/j.ecolind.2023.111524_b0230) 2022; 321
Dittrich (10.1016/j.ecolind.2023.111524_b0085) 2017; 28
Zhao (10.1016/j.ecolind.2023.111524_b0455) 2023; 861
Cord (10.1016/j.ecolind.2023.111524_b0055) 2017; 28
He (10.1016/j.ecolind.2023.111524_b0150) 2018; 71
Kohonen (10.1016/j.ecolind.2023.111524_b0215) 1982; 43
Costanza (10.1016/j.ecolind.2023.111524_b0065) 2017; 28
Tian (10.1016/j.ecolind.2023.111524_b0365) 2016; 566
Costanza (10.1016/j.ecolind.2023.111524_b0060) 1997; 387
Emerson (10.1016/j.ecolind.2023.111524_b0100) 2013; 22
Jiang (10.1016/j.ecolind.2023.111524_b0200) 2014; 132
Breiman (10.1016/j.ecolind.2023.111524_b0025) 2001; 45
Jun (10.1016/j.ecolind.2023.111524_b0210) 2014; 514
Maes (10.1016/j.ecolind.2023.111524_b0305) 2012; 155
Song (10.1016/j.ecolind.2023.111524_b0355) 2017; 576
Baró (10.1016/j.ecolind.2023.111524_b0010) 2017; 24
Li (10.1016/j.ecolind.2023.111524_b0240) 2021; 169
Zhou (10.1016/j.ecolind.2023.111524_b0465) 2018; 645
Wang (10.1016/j.ecolind.2023.111524_b0375) 2015; 35
Byron (10.1016/j.ecolind.2023.111524_b0030) 2015; 447
Farley (10.1016/j.ecolind.2023.111524_b0105) 2005; 11
Li (10.1016/j.ecolind.2023.111524_b0250) 2023; 347
Du (10.1016/j.ecolind.2023.111524_b0095) 2023; 331
Lamarque (10.1016/j.ecolind.2023.111524_b0220) 2014; 111
Bonnesoeur (10.1016/j.ecolind.2023.111524_b0020) 2019; 433
Zhang (10.1016/j.ecolind.2023.111524_b0445) 2020; 40
Hamann (10.1016/j.ecolind.2023.111524_b0140) 2015; 34
Zhang (10.1016/j.ecolind.2023.111524_b0435) 2007; 245
Bennett (10.1016/j.ecolind.2023.111524_b0015) 2009; 12
Chen (10.1016/j.ecolind.2023.111524_b0045) 2021; 28
10.1016/j.ecolind.2023.111524_b0360
Raudsepp-Hearne (10.1016/j.ecolind.2023.111524_b0325) 2010; 107
Deng (10.1016/j.ecolind.2023.111524_b0080) 2014; 20
Shen (10.1016/j.ecolind.2023.111524_b0350) 2023; 406
Feng (10.1016/j.ecolind.2023.111524_b0115) 2017; 607
Wang (10.1016/j.ecolind.2023.111524_b0380) 2022; 303
Xu (10.1016/j.ecolind.2023.111524_b0420) 2021; 294
References_xml – volume: 294
  year: 2021
  ident: b0420
  article-title: Mapping the spatiotemporal heterogeneity of ecosystem service relationships and bundles in Ningxia, China
  publication-title: J. Clean. Prod.
– volume: 102
  year: 2021
  ident: b0280
  article-title: Territory spatial planning and national governance system in China
  publication-title: Land Use Policy
– volume: 154
  year: 2023
  ident: b0275
  article-title: Spatiotemporal differentiation and mechanism of anthropogenic factors affecting ecosystem service value in the Urban Agglomeration around Poyang Lake, China
  publication-title: Ecol. Indicat.
– volume: 384
  year: 2023
  ident: b0175
  article-title: Exploring the complex trade-offs and synergies among ecosystem services in the Tibet autonomous region
  publication-title: J. Clean. Prod.
– volume: 12
  start-page: 1394
  year: 2009
  end-page: 1404
  ident: b0015
  article-title: Understanding relationships among multiple ecosystem services
  publication-title: Ecol. Lett.
– volume: 447
  start-page: 15
  year: 2015
  end-page: 22
  ident: b0030
  article-title: An integrated ecological–economic modeling framework for the sustainable management of oyster farming
  publication-title: Aquaculture
– volume: 247
  year: 2020
  ident: b0285
  article-title: Night and day: The influence and relative importance of urban characteristics on remotely sensed land surface temperature
  publication-title: Remote Sens. Environ.
– year: 2005
  ident: b0295
  article-title: Ecosystems and human well-being: Current State and Trends
– volume: 189
  year: 2023
  ident: b0410
  article-title: Spatial-temporal heterogeneity of ecosystem service interactions and their social-ecological drivers: implications for spatial planning and management
  publication-title: Resour. Conserv. Recycl.
– volume: 766
  year: 2021
  ident: b0440
  article-title: Spatial relationships between ecosystem services and socioecological drivers across a large-scale region: A case study in the Yellow River Basin
  publication-title: Sci. Total Environ.
– volume: 9
  start-page: 271
  year: 2021
  end-page: 278
  ident: b0160
  article-title: Carbon sequestration benefits of the grain for Green Program in the hilly red soil region of southern China
  publication-title: Int. Soil Water Conserv. Res.
– volume: 43
  start-page: 59
  year: 1982
  end-page: 69
  ident: b0215
  article-title: Self-organized formation of topologically correct feature maps
  publication-title: Biol. Cybernet.
– volume: 576
  start-page: 705
  year: 2017
  end-page: 719
  ident: b0355
  article-title: Land-use/land-cover change and ecosystem service provision in China
  publication-title: Sci. Total Environ.
– volume: 290
  year: 2021
  ident: b0345
  article-title: Uncovering the relationships between ecosystem services and social-ecological drivers at different spatial scales in the Beijing-Tianjin-Hebei region
  publication-title: J. Clean. Prod.
– volume: 245
  start-page: 64
  year: 2007
  end-page: 75
  ident: b0435
  article-title: Carbon storage by ecological service forests in Zhejiang Province, subtropical China
  publication-title: For. Ecol. Manage.
– volume: 28
  start-page: 264
  year: 2017
  end-page: 272
  ident: b0055
  article-title: Towards systematic analyses of ecosystem service trade-offs and synergies: Main concepts, methods and the road ahead
  publication-title: Ecosyst. Serv.
– volume: 865
  year: 2023
  ident: b0195
  article-title: Refined revealing the chain path of multiple ecosystem services under diverse environmental factor gradients
  publication-title: Sci. Total Environ.
– volume: 861
  year: 2023
  ident: b0455
  article-title: Can human activities enhance the trade-off intensity of ecosystem services in arid inland river basins? Taking the Taolai River asin as an example
  publication-title: Sci. Total Environ.
– volume: 33
  start-page: 107
  year: 2012
  ident: b0135
  article-title: Common international classification of ecosystem services (CICES, Version 4.1)
  publication-title: Eur. Environ. Agency
– volume: 40
  start-page: 5490
  year: 2020
  end-page: 5501
  ident: b0445
  article-title: Natural regionalization of rocky desertification control in karst peak-cluster-depression area
  publication-title: Acta Ecol. Sin.
– volume: 142
  year: 2022
  ident: b0130
  article-title: Assessing the impacts of human disturbance on ecosystem services under multiple scenarios in karst areas of China: Insight from ecological conservation red lines effectiveness
  publication-title: Ecol. Ind.
– volume: 154
  year: 2023
  ident: b0235
  article-title: A comparative analysis of ecosystem service valuation methods: taking Beijing, China as a Case
  publication-title: Ecol. Indicat.
– volume: 433
  start-page: 569
  year: 2019
  end-page: 584
  ident: b0020
  article-title: Impacts of forests and forestation on hydrological services in the Andes: A systematic review
  publication-title: For. Ecol. Manage.
– volume: 96
  year: 2020
  ident: b0415
  article-title: Strengthening the effectiveness of nature reserves in representing ecosystem services: The Yangtze River Economic Belt in China
  publication-title: Land Use Policy
– volume: 607
  start-page: 1250
  year: 2017
  end-page: 1263
  ident: b0115
  article-title: Ecosystem service trade-offs and their influencing factors: A case study in the Loess Plateau of China
  publication-title: Sci. Total Environ.
– volume: 301
  year: 2020
  ident: b0165
  article-title: Changes in ecosystem service values in karst areas of China
  publication-title: Agric. Ecosyst. Environ.
– volume: 155
  start-page: 1
  year: 2012
  end-page: 12
  ident: b0305
  article-title: Synergies and trade-offs between ecosystem service supply, biodiversity, and habitat conservation status in Europe
  publication-title: Biol. Conserv.
– volume: 370
  year: 2022
  ident: b0245
  article-title: Impacts of natural and human factors on water-related ecosystem services in the Dongting Lake Basin
  publication-title: J. Clean. Prod.
– volume: 232
  year: 2019
  ident: b0315
  article-title: Grassland ecosystem services in a changing environment: The potential of hyperspectral monitoring
  publication-title: Remote Sens. Environ.
– volume: 16
  start-page: 158
  year: 2015
  end-page: 166
  ident: b0320
  article-title: Governance of ecosystem services: a framework for empirical analysis
  publication-title: Ecosyst. Serv.
– volume: 807
  year: 2022
  ident: b0255
  article-title: Identifying ecosystem service bundles and the spatiotemporal characteristics of trade-offs and synergies in coal mining areas with a high groundwater table
  publication-title: Sci. Total Environ.
– volume: 256
  year: 2020
  ident: b0090
  article-title: Mapping ecosystem services bundles for analyzing spatial trade-offs in inner Mongolia, China
  publication-title: J. Clean. Prod.
– volume: 132
  start-page: 1
  year: 2014
  end-page: 12
  ident: b0200
  article-title: Rocky desertification in Southwest China: Impacts, causes, and restoration
  publication-title: Earth Sci. Rev.
– volume: 303
  year: 2022
  ident: b0380
  article-title: Determining critical thresholds of ecological restoration based on ecosystem service index: a case study in the Pingjiang catchment in southern China
  publication-title: J. Environ. Manage.
– volume: 387
  start-page: 253
  year: 1997
  end-page: 260
  ident: b0060
  article-title: The value of the world's ecosystem services and natural capital
  publication-title: Nature
– volume: 301
  start-page: 929
  year: 2003
  end-page: 933
  ident: b0180
  article-title: Climate change, human impacts, and the resilience of coral reefs
  publication-title: Science
– volume: 61
  start-page: 613
  year: 2018
  end-page: 621
  ident: b0450
  article-title: Root microbiota shift in rice correlates with resident time in the field and developmental stage
  publication-title: Sci. China Life Sci.
– volume: 79
  year: 2022
  ident: b0385
  article-title: The dominant factors and influence of urban characteristics on land surface temperature using random forest algorithm
  publication-title: Sustain. Cities Soc.
– volume: 34
  start-page: 2743
  year: 2019
  end-page: 2763
  ident: b0395
  article-title: Karst landscapes of China: patterns, ecosystem processes and services
  publication-title: Landsc. Ecol.
– volume: 28
  start-page: 273
  year: 2017
  end-page: 282
  ident: b0085
  article-title: Integrating ecosystem service bundles and socio-environmental conditions–A national scale analysis from Germany
  publication-title: Ecosyst. Serv.
– volume: 35
  start-page: 1127
  year: 2015
  end-page: 1138
  ident: b0375
  article-title: Factors controlling regional grain yield in China over the last 20 years
  publication-title: Agron. Sustain. Dev.
– volume: 36
  start-page: 7098
  year: 2016
  end-page: 7102
  ident: b0390
  article-title: Study on the treatment of rocky desertification and enhancement of ecosystem services in karst peak-cluster-depression area
  publication-title: Acta Ecol. Sin.
– volume: 711
  year: 2020
  ident: b0040
  article-title: Identification of ecosystem service bundles and driving factors in Beijing and its surrounding areas
  publication-title: Sci. Total Environ.
– volume: 69
  start-page: 1973
  year: 2010
  end-page: 1987
  ident: b0050
  article-title: Trade-offs between ecosystem services: water and carbon in a biodiversity hotspot
  publication-title: Ecol. Econ.
– year: 1997
  ident: b0070
  article-title: Nature's Services: Societal Dependence on Natural Ecosystems
– volume: 637
  year: 2020
  ident: b0405
  article-title: Photometric redshift calibration with self-organising maps
  publication-title: Astron. Astrophys.
– volume: 257
  start-page: 57
  year: 2013
  end-page: 65
  ident: b0290
  article-title: A quantitative approach to evaluating ecosystem services
  publication-title: Ecol. Model.
– volume: 12
  year: 2004
  ident: b0310
  article-title: Spearman correlation coefficients, differences between
  publication-title: Encycl. Stat. Sci.
– volume: 20
  start-page: 3544
  year: 2014
  end-page: 3556
  ident: b0080
  article-title: Land-use conversion and changing soil carbon stocks in China's ‘Grain-for-Green’ Program: a synthesis
  publication-title: Global Change Biol.
– volume: 514
  year: 2014
  ident: b0210
  article-title: Open access to Earth land-cover map
  publication-title: Nature
– volume: 9
  start-page: 1146
  year: 2006
  end-page: 1156
  ident: b0005
  article-title: Quantifying the evidence for biodiversity effects on ecosystem functioning and services
  publication-title: Ecol. Lett.
– volume: 28
  start-page: 263
  year: 2014
  end-page: 275
  ident: b0155
  article-title: Creating win-wins from trade-offs? Ecosystem services for human well-being: a meta-analysis of ecosystem service trade-offs and synergies in the real world
  publication-title: Glob. Environ. Chang.
– volume: 71
  start-page: 245
  year: 2018
  end-page: 248
  ident: b0150
  article-title: China integrating conservation areas into red lines for stricter and unified management
  publication-title: Land Use Policy
– volume: 851
  year: 2022
  ident: b0430
  article-title: Remote sensing hydrological indication: Responses of hydrological processes to vegetation cover change in mid-latitude mountainous regions
  publication-title: Sci. Total Environ.
– volume: 144
  year: 2022
  ident: b0460
  article-title: Exploring coordinated development between urbanization and ecosystem services value of sustainable demonstration area in China-take Guizhou Province as an example
  publication-title: Ecol. Ind.
– volume: 11
  start-page: 1565
  year: 2005
  end-page: 1576
  ident: b0105
  article-title: Effects of afforestation on water yield: a global synthesis with implications for policy
  publication-title: Glob. Chang. Biol.
– volume: 111
  start-page: 13751
  year: 2014
  end-page: 13756
  ident: b0220
  article-title: Plant trait-based models identify direct and indirect effects of climate change on bundles of grassland ecosystem services
  publication-title: Proc. Natl. Acad. Sci.
– volume: 347
  year: 2023
  ident: b0250
  article-title: The impact of urbanization on ecosystem services: Both time and space are important to identify driving forces
  publication-title: J. Environ. Manage.
– volume: 84
  start-page: 371
  year: 2018
  end-page: 381
  ident: b0270
  article-title: Spatial trade-offs and synergies among ecosystem services within a global biodiversity hotspot
  publication-title: Ecol. Ind.
– volume: 2
  start-page: 183
  year: 2021
  end-page: 191
  ident: b0370
  article-title: Urbanization can benefit agricultural production with large-scale farming in China
  publication-title: Nature Food
– volume: 28
  start-page: 45724
  year: 2021
  end-page: 45738
  ident: b0045
  article-title: Spatial and temporal changes in ecosystem service values in karst areas in southwestern China based on land use changes
  publication-title: Environ. Sci. Pollut. Res.
– volume: 28
  start-page: 1
  year: 2017
  end-page: 16
  ident: b0065
  article-title: Twenty years of ecosystem services: how far have we come and how far do we still need to go?
  publication-title: Ecosyst. Serv.
– volume: 93
  start-page: 116
  year: 2013
  end-page: 127
  ident: b0185
  article-title: Economic/ecological tradeoffs among ecosystem services and biodiversity conservation
  publication-title: Ecol. Econ.
– volume: 331
  year: 2023
  ident: b0095
  article-title: Ecological compensation in the Beijing-Tianjin-Hebei region based on ecosystem services flow
  publication-title: J. Environ. Manage.
– volume: 11
  year: 2006
  ident: b0335
  article-title: Trade-offs across space, time, and ecosystem services
  publication-title: Ecol. Soc.
– volume: 45
  start-page: 5
  year: 2001
  end-page: 32
  ident: b0025
  article-title: Random forests
  publication-title: Mach. Learn.
– volume: 406
  year: 2023
  ident: b0350
  article-title: Understanding the spatial relationships and drivers of ecosystem service supply-demand mismatches towards spatially-targeted management of social-ecological system
  publication-title: J. Clean. Prod.
– volume: 321
  year: 2022
  ident: b0230
  article-title: Non-linear effects of natural and anthropogenic drivers on ecosystem services: Integrating thresholds into conservation planning
  publication-title: J. Environ. Manage.
– volume: 62
  start-page: 47
  year: 2012
  end-page: 55
  ident: b0075
  article-title: Biodiversity and the feel-good factor: understanding associations between self-reported human well-being and species richness
  publication-title: Bioscience
– volume: 427
  year: 2023
  ident: b0170
  article-title: Spatio-temporal evolution of cropland ecosystem services value and its spatially varying dominate over the past two decades: A case study in Jiangxi Province in southern China
  publication-title: J. Clean. Prod.
– volume: 139
  year: 2022
  ident: b0120
  article-title: Construction of ecological security pattern in national land space from the perspective of the community of life in mountain, water, forest, field, lake and grass: A case study in Guangxi Hechi, China
  publication-title: Ecol. Indicat.
– volume: 31
  start-page: 111
  year: 2021
  end-page: 129
  ident: b0125
  article-title: Revealing ecosystem services relationships and their driving factors for five basins of Beijing
  publication-title: J. Geog. Sci.
– volume: 144
  year: 2022
  ident: b0400
  article-title: Spatiotemporal change in ecosystem service value in response to land use change in Guizhou Province, southwest China
  publication-title: Ecol. Ind.
– volume: 107
  start-page: 5242
  year: 2010
  end-page: 5247
  ident: b0325
  article-title: Ecosystem service bundles for analyzing tradeoffs in diverse landscapes
  publication-title: Proc. Natl. Acad. Sci.
– volume: 24
  start-page: 147
  year: 2017
  end-page: 159
  ident: b0010
  article-title: Ecosystem service bundles along the urban-rural gradient: Insights for landscape planning and management
  publication-title: Ecosyst. Serv.
– volume: 276
  year: 2020
  ident: b0205
  article-title: Partitioned responses of ecosystem services and their tradeoffs to human activities in the Belt and Road region
  publication-title: J. Clean. Prod.
– volume: 34
  start-page: 218
  year: 2015
  end-page: 226
  ident: b0140
  article-title: Mapping social–ecological systems: Identifying ‘green-loop’and ‘red-loop’dynamics based on characteristic bundles of ecosystem service use
  publication-title: Glob. Environ. Chang.
– volume: 16
  start-page: 112
  year: 2015
  end-page: 120
  ident: b0300
  article-title: Human impacts and ecosystem services: Insufficient research for trade-off evaluation
  publication-title: Ecosyst. Serv.
– volume: 43
  year: 2020
  ident: b0340
  article-title: Exploring the heterogeneity and nonlinearity of trade-offs and synergies among ecosystem services bundles in the Beijing-Tianjin-Hebei urban agglomeration
  publication-title: Ecosyst. Serv.
– volume: 39
  start-page: 2121
  year: 2014
  end-page: 2130
  ident: b0110
  article-title: Modeling soil erosion using a spatially distributed model in a karst catchment of northwest Guangxi, China
  publication-title: Earth Surf. Process. Landforms
– volume: 48
  start-page: 552
  year: 2015
  end-page: 566
  ident: b0260
  article-title: Farmland protection policies and rapid urbanization in China: A case study for Changzhou City
  publication-title: Land Use Policy
– volume: 566
  start-page: 1297
  year: 2016
  end-page: 1308
  ident: b0365
  article-title: Trade-offs among ecosystem services in a typical Karst watershed, SW China
  publication-title: Sci. Total Environ.
– volume: 875
  year: 2023
  ident: b0035
  article-title: Evaluating gross primary productivity over 9 ChinaFlux sites based on random forest regression models, remote sensing, and eddy covariance data
  publication-title: Sci. Total Environ.
– reference: Team, R.C., 2016. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. http://www. R-project. org/.
– reference: Lee, M., Diop, S., 2009. Millennium ecosystem assessment. An Assessment of Assessments: Findings of the Group of Experts Pursuant to UNGA Resolution 60/30 1, 361.
– volume: 136
  start-page: 110
  year: 2015
  end-page: 121
  ident: b0425
  article-title: Using ecosystem service bundles to detect trade-offs and synergies across urban–rural complexes
  publication-title: Landsc. Urban Plan.
– volume: 645
  start-page: 460
  year: 2018
  end-page: 470
  ident: b0465
  article-title: Response of vegetation to water balance conditions at different time scales across the karst area of southwestern China—A remote sensing approach
  publication-title: Sci. Total Environ.
– volume: 22
  start-page: 79
  year: 2013
  end-page: 91
  ident: b0100
  article-title: The generalized pairs plot
  publication-title: J. Comput. Graph. Stat.
– reference: Harrell Jr, F.E., Harrell Jr, M.F.E., 2019. Package ‘hmisc’. CRAN2018 2019, 235-236.
– volume: 781
  year: 2021
  ident: b0265
  article-title: Fine-scale mapping of urban ecosystem service demand in a metropolitan context: A population-income-environmental perspective
  publication-title: Sci. Total Environ.
– volume: 169
  year: 2021
  ident: b0240
  article-title: Multilevel modelling of impacts of human and natural factors on ecosystem services change in an oasis, Northwest China
  publication-title: Resour., Conserv. Recycl.
– volume: 607
  start-page: 1250
  year: 2017
  ident: 10.1016/j.ecolind.2023.111524_b0115
  article-title: Ecosystem service trade-offs and their influencing factors: A case study in the Loess Plateau of China
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2017.07.079
– volume: 875
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0035
  article-title: Evaluating gross primary productivity over 9 ChinaFlux sites based on random forest regression models, remote sensing, and eddy covariance data
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2023.162601
– volume: 2
  start-page: 183
  issue: 3
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0370
  article-title: Urbanization can benefit agricultural production with large-scale farming in China
  publication-title: Nature Food
  doi: 10.1038/s43016-021-00228-6
– volume: 28
  start-page: 273
  year: 2017
  ident: 10.1016/j.ecolind.2023.111524_b0085
  article-title: Integrating ecosystem service bundles and socio-environmental conditions–A national scale analysis from Germany
  publication-title: Ecosyst. Serv.
  doi: 10.1016/j.ecoser.2017.08.007
– volume: 43
  year: 2020
  ident: 10.1016/j.ecolind.2023.111524_b0340
  article-title: Exploring the heterogeneity and nonlinearity of trade-offs and synergies among ecosystem services bundles in the Beijing-Tianjin-Hebei urban agglomeration
  publication-title: Ecosyst. Serv.
  doi: 10.1016/j.ecoser.2020.101103
– volume: 276
  year: 2020
  ident: 10.1016/j.ecolind.2023.111524_b0205
  article-title: Partitioned responses of ecosystem services and their tradeoffs to human activities in the Belt and Road region
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2020.123205
– volume: 16
  start-page: 158
  year: 2015
  ident: 10.1016/j.ecolind.2023.111524_b0320
  article-title: Governance of ecosystem services: a framework for empirical analysis
  publication-title: Ecosyst. Serv.
  doi: 10.1016/j.ecoser.2015.05.002
– volume: 28
  start-page: 45724
  issue: 33
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0045
  article-title: Spatial and temporal changes in ecosystem service values in karst areas in southwestern China based on land use changes
  publication-title: Environ. Sci. Pollut. Res.
  doi: 10.1007/s11356-021-13915-5
– volume: 301
  start-page: 929
  issue: 5635
  year: 2003
  ident: 10.1016/j.ecolind.2023.111524_b0180
  article-title: Climate change, human impacts, and the resilience of coral reefs
  publication-title: Science
  doi: 10.1126/science.1085046
– volume: 387
  start-page: 253
  issue: 6630
  year: 1997
  ident: 10.1016/j.ecolind.2023.111524_b0060
  article-title: The value of the world's ecosystem services and natural capital
  publication-title: Nature
  doi: 10.1038/387253a0
– volume: 39
  start-page: 2121
  issue: 15
  year: 2014
  ident: 10.1016/j.ecolind.2023.111524_b0110
  article-title: Modeling soil erosion using a spatially distributed model in a karst catchment of northwest Guangxi, China
  publication-title: Earth Surf. Process. Landforms
  doi: 10.1002/esp.3625
– volume: 347
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0250
  article-title: The impact of urbanization on ecosystem services: Both time and space are important to identify driving forces
  publication-title: J. Environ. Manage.
  doi: 10.1016/j.jenvman.2023.119161
– volume: 711
  year: 2020
  ident: 10.1016/j.ecolind.2023.111524_b0040
  article-title: Identification of ecosystem service bundles and driving factors in Beijing and its surrounding areas
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2019.134687
– volume: 84
  start-page: 371
  year: 2018
  ident: 10.1016/j.ecolind.2023.111524_b0270
  article-title: Spatial trade-offs and synergies among ecosystem services within a global biodiversity hotspot
  publication-title: Ecol. Ind.
  doi: 10.1016/j.ecolind.2017.09.007
– volume: 9
  start-page: 1146
  issue: 10
  year: 2006
  ident: 10.1016/j.ecolind.2023.111524_b0005
  article-title: Quantifying the evidence for biodiversity effects on ecosystem functioning and services
  publication-title: Ecol. Lett.
  doi: 10.1111/j.1461-0248.2006.00963.x
– volume: 111
  start-page: 13751
  issue: 38
  year: 2014
  ident: 10.1016/j.ecolind.2023.111524_b0220
  article-title: Plant trait-based models identify direct and indirect effects of climate change on bundles of grassland ecosystem services
  publication-title: Proc. Natl. Acad. Sci.
  doi: 10.1073/pnas.1216051111
– volume: 107
  start-page: 5242
  issue: 11
  year: 2010
  ident: 10.1016/j.ecolind.2023.111524_b0325
  article-title: Ecosystem service bundles for analyzing tradeoffs in diverse landscapes
  publication-title: Proc. Natl. Acad. Sci.
  doi: 10.1073/pnas.0907284107
– volume: 294
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0420
  article-title: Mapping the spatiotemporal heterogeneity of ecosystem service relationships and bundles in Ningxia, China
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2021.126216
– volume: 71
  start-page: 245
  year: 2018
  ident: 10.1016/j.ecolind.2023.111524_b0150
  article-title: China integrating conservation areas into red lines for stricter and unified management
  publication-title: Land Use Policy
  doi: 10.1016/j.landusepol.2017.11.057
– volume: 406
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0350
  article-title: Understanding the spatial relationships and drivers of ecosystem service supply-demand mismatches towards spatially-targeted management of social-ecological system
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2023.136882
– volume: 28
  start-page: 263
  year: 2014
  ident: 10.1016/j.ecolind.2023.111524_b0155
  article-title: Creating win-wins from trade-offs? Ecosystem services for human well-being: a meta-analysis of ecosystem service trade-offs and synergies in the real world
  publication-title: Glob. Environ. Chang.
  doi: 10.1016/j.gloenvcha.2014.07.005
– volume: 865
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0195
  article-title: Refined revealing the chain path of multiple ecosystem services under diverse environmental factor gradients
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2022.161187
– volume: 645
  start-page: 460
  year: 2018
  ident: 10.1016/j.ecolind.2023.111524_b0465
  article-title: Response of vegetation to water balance conditions at different time scales across the karst area of southwestern China—A remote sensing approach
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2018.07.148
– volume: 34
  start-page: 2743
  year: 2019
  ident: 10.1016/j.ecolind.2023.111524_b0395
  article-title: Karst landscapes of China: patterns, ecosystem processes and services
  publication-title: Landsc. Ecol.
  doi: 10.1007/s10980-019-00912-w
– volume: 12
  start-page: 1394
  issue: 12
  year: 2009
  ident: 10.1016/j.ecolind.2023.111524_b0015
  article-title: Understanding relationships among multiple ecosystem services
  publication-title: Ecol. Lett.
  doi: 10.1111/j.1461-0248.2009.01387.x
– volume: 257
  start-page: 57
  year: 2013
  ident: 10.1016/j.ecolind.2023.111524_b0290
  article-title: A quantitative approach to evaluating ecosystem services
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2013.02.009
– volume: 247
  year: 2020
  ident: 10.1016/j.ecolind.2023.111524_b0285
  article-title: Night and day: The influence and relative importance of urban characteristics on remotely sensed land surface temperature
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2020.111861
– volume: 433
  start-page: 569
  year: 2019
  ident: 10.1016/j.ecolind.2023.111524_b0020
  article-title: Impacts of forests and forestation on hydrological services in the Andes: A systematic review
  publication-title: For. Ecol. Manage.
  doi: 10.1016/j.foreco.2018.11.033
– volume: 132
  start-page: 1
  year: 2014
  ident: 10.1016/j.ecolind.2023.111524_b0200
  article-title: Rocky desertification in Southwest China: Impacts, causes, and restoration
  publication-title: Earth Sci. Rev.
  doi: 10.1016/j.earscirev.2014.01.005
– volume: 139
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0120
  article-title: Construction of ecological security pattern in national land space from the perspective of the community of life in mountain, water, forest, field, lake and grass: A case study in Guangxi Hechi, China
  publication-title: Ecol. Indicat.
  doi: 10.1016/j.ecolind.2022.108867
– volume: 11
  start-page: 1565
  issue: 10
  year: 2005
  ident: 10.1016/j.ecolind.2023.111524_b0105
  article-title: Effects of afforestation on water yield: a global synthesis with implications for policy
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/j.1365-2486.2005.01011.x
– volume: 514
  issue: 7523
  year: 2014
  ident: 10.1016/j.ecolind.2023.111524_b0210
  article-title: Open access to Earth land-cover map
  publication-title: Nature
  doi: 10.1038/514434c
– volume: 36
  start-page: 7098
  issue: 22
  year: 2016
  ident: 10.1016/j.ecolind.2023.111524_b0390
  article-title: Study on the treatment of rocky desertification and enhancement of ecosystem services in karst peak-cluster-depression area
  publication-title: Acta Ecol. Sin.
– volume: 93
  start-page: 116
  year: 2013
  ident: 10.1016/j.ecolind.2023.111524_b0185
  article-title: Economic/ecological tradeoffs among ecosystem services and biodiversity conservation
  publication-title: Ecol. Econ.
  doi: 10.1016/j.ecolecon.2013.04.013
– volume: 155
  start-page: 1
  year: 2012
  ident: 10.1016/j.ecolind.2023.111524_b0305
  article-title: Synergies and trade-offs between ecosystem service supply, biodiversity, and habitat conservation status in Europe
  publication-title: Biol. Conserv.
  doi: 10.1016/j.biocon.2012.06.016
– volume: 781
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0265
  article-title: Fine-scale mapping of urban ecosystem service demand in a metropolitan context: A population-income-environmental perspective
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2021.146784
– volume: 303
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0380
  article-title: Determining critical thresholds of ecological restoration based on ecosystem service index: a case study in the Pingjiang catchment in southern China
  publication-title: J. Environ. Manage.
  doi: 10.1016/j.jenvman.2021.114220
– volume: 28
  start-page: 1
  year: 2017
  ident: 10.1016/j.ecolind.2023.111524_b0065
  article-title: Twenty years of ecosystem services: how far have we come and how far do we still need to go?
  publication-title: Ecosyst. Serv.
  doi: 10.1016/j.ecoser.2017.09.008
– ident: 10.1016/j.ecolind.2023.111524_b0145
– volume: 370
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0245
  article-title: Impacts of natural and human factors on water-related ecosystem services in the Dongting Lake Basin
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2022.133400
– volume: 136
  start-page: 110
  year: 2015
  ident: 10.1016/j.ecolind.2023.111524_b0425
  article-title: Using ecosystem service bundles to detect trade-offs and synergies across urban–rural complexes
  publication-title: Landsc. Urban Plan.
  doi: 10.1016/j.landurbplan.2014.12.006
– year: 1997
  ident: 10.1016/j.ecolind.2023.111524_b0070
– year: 2005
  ident: 10.1016/j.ecolind.2023.111524_b0295
– volume: 22
  start-page: 79
  issue: 1
  year: 2013
  ident: 10.1016/j.ecolind.2023.111524_b0100
  article-title: The generalized pairs plot
  publication-title: J. Comput. Graph. Stat.
  doi: 10.1080/10618600.2012.694762
– volume: 79
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0385
  article-title: The dominant factors and influence of urban characteristics on land surface temperature using random forest algorithm
  publication-title: Sustain. Cities Soc.
  doi: 10.1016/j.scs.2022.103722
– volume: 766
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0440
  article-title: Spatial relationships between ecosystem services and socioecological drivers across a large-scale region: A case study in the Yellow River Basin
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2020.142480
– volume: 16
  start-page: 112
  year: 2015
  ident: 10.1016/j.ecolind.2023.111524_b0300
  article-title: Human impacts and ecosystem services: Insufficient research for trade-off evaluation
  publication-title: Ecosyst. Serv.
  doi: 10.1016/j.ecoser.2015.10.018
– volume: 384
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0175
  article-title: Exploring the complex trade-offs and synergies among ecosystem services in the Tibet autonomous region
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2022.135483
– volume: 48
  start-page: 552
  year: 2015
  ident: 10.1016/j.ecolind.2023.111524_b0260
  article-title: Farmland protection policies and rapid urbanization in China: A case study for Changzhou City
  publication-title: Land Use Policy
  doi: 10.1016/j.landusepol.2015.06.014
– volume: 154
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0235
  article-title: A comparative analysis of ecosystem service valuation methods: taking Beijing, China as a Case
  publication-title: Ecol. Indicat.
  doi: 10.1016/j.ecolind.2023.110872
– volume: 35
  start-page: 1127
  year: 2015
  ident: 10.1016/j.ecolind.2023.111524_b0375
  article-title: Factors controlling regional grain yield in China over the last 20 years
  publication-title: Agron. Sustain. Dev.
  doi: 10.1007/s13593-015-0288-z
– ident: 10.1016/j.ecolind.2023.111524_b0360
– volume: 40
  start-page: 5490
  issue: 16
  year: 2020
  ident: 10.1016/j.ecolind.2023.111524_b0445
  article-title: Natural regionalization of rocky desertification control in karst peak-cluster-depression area
  publication-title: Acta Ecol. Sin.
– volume: 256
  year: 2020
  ident: 10.1016/j.ecolind.2023.111524_b0090
  article-title: Mapping ecosystem services bundles for analyzing spatial trade-offs in inner Mongolia, China
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2020.120444
– volume: 447
  start-page: 15
  year: 2015
  ident: 10.1016/j.ecolind.2023.111524_b0030
  article-title: An integrated ecological–economic modeling framework for the sustainable management of oyster farming
  publication-title: Aquaculture
  doi: 10.1016/j.aquaculture.2014.08.030
– volume: 20
  start-page: 3544
  issue: 11
  year: 2014
  ident: 10.1016/j.ecolind.2023.111524_b0080
  article-title: Land-use conversion and changing soil carbon stocks in China's ‘Grain-for-Green’ Program: a synthesis
  publication-title: Global Change Biol.
  doi: 10.1111/gcb.12508
– volume: 28
  start-page: 264
  year: 2017
  ident: 10.1016/j.ecolind.2023.111524_b0055
  article-title: Towards systematic analyses of ecosystem service trade-offs and synergies: Main concepts, methods and the road ahead
  publication-title: Ecosyst. Serv.
  doi: 10.1016/j.ecoser.2017.07.012
– volume: 9
  start-page: 271
  issue: 2
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0160
  article-title: Carbon sequestration benefits of the grain for Green Program in the hilly red soil region of southern China
  publication-title: Int. Soil Water Conserv. Res.
  doi: 10.1016/j.iswcr.2020.11.005
– volume: 102
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0280
  article-title: Territory spatial planning and national governance system in China
  publication-title: Land Use Policy
  doi: 10.1016/j.landusepol.2021.105288
– volume: 61
  start-page: 613
  year: 2018
  ident: 10.1016/j.ecolind.2023.111524_b0450
  article-title: Root microbiota shift in rice correlates with resident time in the field and developmental stage
  publication-title: Sci. China Life Sci.
  doi: 10.1007/s11427-018-9284-4
– volume: 31
  start-page: 111
  issue: 1
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0125
  article-title: Revealing ecosystem services relationships and their driving factors for five basins of Beijing
  publication-title: J. Geog. Sci.
  doi: 10.1007/s11442-021-1835-y
– volume: 427
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0170
  article-title: Spatio-temporal evolution of cropland ecosystem services value and its spatially varying dominate over the past two decades: A case study in Jiangxi Province in southern China
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2023.139228
– volume: 96
  year: 2020
  ident: 10.1016/j.ecolind.2023.111524_b0415
  article-title: Strengthening the effectiveness of nature reserves in representing ecosystem services: The Yangtze River Economic Belt in China
  publication-title: Land Use Policy
  doi: 10.1016/j.landusepol.2020.104717
– volume: 62
  start-page: 47
  issue: 1
  year: 2012
  ident: 10.1016/j.ecolind.2023.111524_b0075
  article-title: Biodiversity and the feel-good factor: understanding associations between self-reported human well-being and species richness
  publication-title: Bioscience
  doi: 10.1525/bio.2012.62.1.9
– volume: 637
  year: 2020
  ident: 10.1016/j.ecolind.2023.111524_b0405
  article-title: Photometric redshift calibration with self-organising maps
  publication-title: Astron. Astrophys.
  doi: 10.1051/0004-6361/201936782
– volume: 189
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0410
  article-title: Spatial-temporal heterogeneity of ecosystem service interactions and their social-ecological drivers: implications for spatial planning and management
  publication-title: Resour. Conserv. Recycl.
  doi: 10.1016/j.resconrec.2022.106767
– volume: 321
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0230
  article-title: Non-linear effects of natural and anthropogenic drivers on ecosystem services: Integrating thresholds into conservation planning
  publication-title: J. Environ. Manage.
  doi: 10.1016/j.jenvman.2022.116047
– volume: 34
  start-page: 218
  year: 2015
  ident: 10.1016/j.ecolind.2023.111524_b0140
  article-title: Mapping social–ecological systems: Identifying ‘green-loop’and ‘red-loop’dynamics based on characteristic bundles of ecosystem service use
  publication-title: Glob. Environ. Chang.
  doi: 10.1016/j.gloenvcha.2015.07.008
– volume: 33
  start-page: 107
  year: 2012
  ident: 10.1016/j.ecolind.2023.111524_b0135
  article-title: Common international classification of ecosystem services (CICES, Version 4.1)
  publication-title: Eur. Environ. Agency
– volume: 43
  start-page: 59
  issue: 1
  year: 1982
  ident: 10.1016/j.ecolind.2023.111524_b0215
  article-title: Self-organized formation of topologically correct feature maps
  publication-title: Biol. Cybernet.
  doi: 10.1007/BF00337288
– volume: 169
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0240
  article-title: Multilevel modelling of impacts of human and natural factors on ecosystem services change in an oasis, Northwest China
  publication-title: Resour., Conserv. Recycl.
  doi: 10.1016/j.resconrec.2021.105474
– volume: 144
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0460
  article-title: Exploring coordinated development between urbanization and ecosystem services value of sustainable demonstration area in China-take Guizhou Province as an example
  publication-title: Ecol. Ind.
  doi: 10.1016/j.ecolind.2022.109444
– ident: 10.1016/j.ecolind.2023.111524_b0225
– volume: 807
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0255
  article-title: Identifying ecosystem service bundles and the spatiotemporal characteristics of trade-offs and synergies in coal mining areas with a high groundwater table
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2021.151036
– volume: 232
  year: 2019
  ident: 10.1016/j.ecolind.2023.111524_b0315
  article-title: Grassland ecosystem services in a changing environment: The potential of hyperspectral monitoring
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2019.111273
– volume: 301
  year: 2020
  ident: 10.1016/j.ecolind.2023.111524_b0165
  article-title: Changes in ecosystem service values in karst areas of China
  publication-title: Agric. Ecosyst. Environ.
  doi: 10.1016/j.agee.2020.107026
– volume: 566
  start-page: 1297
  year: 2016
  ident: 10.1016/j.ecolind.2023.111524_b0365
  article-title: Trade-offs among ecosystem services in a typical Karst watershed, SW China
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2016.05.190
– volume: 69
  start-page: 1973
  issue: 10
  year: 2010
  ident: 10.1016/j.ecolind.2023.111524_b0050
  article-title: Trade-offs between ecosystem services: water and carbon in a biodiversity hotspot
  publication-title: Ecol. Econ.
  doi: 10.1016/j.ecolecon.2010.05.013
– volume: 144
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0400
  article-title: Spatiotemporal change in ecosystem service value in response to land use change in Guizhou Province, southwest China
  publication-title: Ecol. Ind.
  doi: 10.1016/j.ecolind.2022.109514
– volume: 142
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0130
  article-title: Assessing the impacts of human disturbance on ecosystem services under multiple scenarios in karst areas of China: Insight from ecological conservation red lines effectiveness
  publication-title: Ecol. Ind.
  doi: 10.1016/j.ecolind.2022.109202
– volume: 12
  year: 2004
  ident: 10.1016/j.ecolind.2023.111524_b0310
  article-title: Spearman correlation coefficients, differences between
  publication-title: Encycl. Stat. Sci.
– volume: 331
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0095
  article-title: Ecological compensation in the Beijing-Tianjin-Hebei region based on ecosystem services flow
  publication-title: J. Environ. Manage.
  doi: 10.1016/j.jenvman.2023.117230
– volume: 11
  issue: 1
  year: 2006
  ident: 10.1016/j.ecolind.2023.111524_b0335
  article-title: Trade-offs across space, time, and ecosystem services
  publication-title: Ecol. Soc.
  doi: 10.5751/ES-01667-110128
– volume: 851
  year: 2022
  ident: 10.1016/j.ecolind.2023.111524_b0430
  article-title: Remote sensing hydrological indication: Responses of hydrological processes to vegetation cover change in mid-latitude mountainous regions
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2022.158170
– volume: 45
  start-page: 5
  year: 2001
  ident: 10.1016/j.ecolind.2023.111524_b0025
  article-title: Random forests
  publication-title: Mach. Learn.
  doi: 10.1023/A:1010933404324
– volume: 154
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0275
  article-title: Spatiotemporal differentiation and mechanism of anthropogenic factors affecting ecosystem service value in the Urban Agglomeration around Poyang Lake, China
  publication-title: Ecol. Indicat.
  doi: 10.1016/j.ecolind.2023.110733
– volume: 245
  start-page: 64
  issue: 1–3
  year: 2007
  ident: 10.1016/j.ecolind.2023.111524_b0435
  article-title: Carbon storage by ecological service forests in Zhejiang Province, subtropical China
  publication-title: For. Ecol. Manage.
  doi: 10.1016/j.foreco.2007.03.042
– volume: 861
  year: 2023
  ident: 10.1016/j.ecolind.2023.111524_b0455
  article-title: Can human activities enhance the trade-off intensity of ecosystem services in arid inland river basins? Taking the Taolai River asin as an example
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2022.160662
– volume: 24
  start-page: 147
  year: 2017
  ident: 10.1016/j.ecolind.2023.111524_b0010
  article-title: Ecosystem service bundles along the urban-rural gradient: Insights for landscape planning and management
  publication-title: Ecosyst. Serv.
  doi: 10.1016/j.ecoser.2017.02.021
– volume: 290
  year: 2021
  ident: 10.1016/j.ecolind.2023.111524_b0345
  article-title: Uncovering the relationships between ecosystem services and social-ecological drivers at different spatial scales in the Beijing-Tianjin-Hebei region
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2020.125193
– volume: 576
  start-page: 705
  year: 2017
  ident: 10.1016/j.ecolind.2023.111524_b0355
  article-title: Land-use/land-cover change and ecosystem service provision in China
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2016.07.078
SSID ssj0016996
Score 2.4486291
Snippet •Trade-offs and synergies between ecosystem services were evaluated.•Self-organizing map was used to identify ecosystem services bundles.•Ecosystem service...
Understanding the intricate interrelationships among ecosystem services (ESs) and exploring their driving mechanisms are prerequisites for their efficient...
SourceID doaj
proquest
crossref
elsevier
SourceType Open Website
Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 111524
SubjectTerms algorithms
autocorrelation
China
climate
Ecosystem service bundles
Ecosystem service management
ecosystem services
ecosystems
food production
humans
karsts
Random Forest model
topography
Trade-offs and synergies
SummonAdditionalLinks – databaseName: ScienceDirect Freedom Collection 2013
  dbid: .~1
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1La9wwEBYhp15KX6HbNkWFXrUPWS8f05AQCumlDexNjGUpOA_vst49FfrbO2PLG7aXQMEXy5IsPKPRN9bMJ8a-VsYB-g1RlGEhhTKuEJCCFHUZIkj0fFKiROHrH-bqRn1f6uUROx9zYSisMtv-wab31jqXzPLXnK2bZvZzoSzRoy0RRNPeF2WUK2VJy6d_9mEeC1OWQ4aRnQuq_ZTFM7ubooeHYI4IQ2VBxkNLdbA-9TT-B8vUPwa7X4UuX7GXGT7ys2GEr9lRbN-wk4unbDV8mKdr95b9vgaiX7jlOIKBspl3g23g4WFHFAkdh7bmcQzE4_2-Aa83Df1n4I-R8oKb7rHjTcvv0Qfe8nWEe5Fb830cbcvphAfUYKrYn8n9jt1cXvw6vxL5tAURlNZbgUChklCUtVKVSSk5vLSLOL8DBKcrWS6iTkalssZixF1gnClri7jX1UVhixN23K7a-J5xpwLMCwmVDlgfoAwaUSloCygoC_MJU-M39iFTkdOJGA9-jDm781k0nkTjB9FM2HTfbD1wcTzX4BsJcF-ZqLT7gtXm1mdd8g4SdiCDAVkpa8GhTxy0MlK5KuFoJ8yN4vcHmoldNc-9_8uoLh5nLW3FQBtXu84XuNAgtkTd_PD_3X9kL_BODT-EPrHj7WYXTxEibavP_Rz4C79DEfk
  priority: 102
  providerName: Elsevier
Title Mapping ecosystem service clusters and exploring their driving mechanisms in karst peak-cluster depression regions in China
URI https://dx.doi.org/10.1016/j.ecolind.2023.111524
https://www.proquest.com/docview/3153612996
https://doaj.org/article/8af0162c6a2b477a8721c546248bf67a
Volume 158
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Nb9wgEEVpcumlappG3TZdUalXNmsMGI5JlWjbKjkl0t7QGEO1-XCiePdUKb89g8GbpJe9VPIJg42YgXkDzBtCvtdKA_oNnhlXcCaULhkEx1ljnAeOnk8IMVD47FzNLsWvuZy_SPUV74QleuA0cIcaAqIS7hTwWlQVaHRZnBSKC10HVfXQCG3e4Ezl8wNlTIorqqasUNP5c-zO4dUE_TqEcJEmlJdxyZBcvLJKPXn_K-P0zzLd257T9-RdBo30KHV2l2z59gPZP3mOUcOXeZJ2e-TvGUTShT8Ue5CImmmXVgTqblaRGKGj0DbUD9fvaH9aQJuHRdxdoLc-RgMvutuOLlp6jZ7vkt57uGa5NV3fnm1pzOuAehsr9pm4P5LL05OLHzOWcywwJ6RcMoQHNYfSNELUKoSg8ZHa46x24LSsuSm8DEoE02Axoi1QWpmmQrSrm7Ksyn2y3d61_hOhWjiYlhxq6bA-gHESsSjICgqFgpqOiBjG2LpMQB7zYNzY4abZlc2isVE0NolmRCbrZveJgWNTg-MowHXlSKDdF6Ba2axWdpNajYgexG8zFkkYAz-12PT_b4O6WJyr8QAGWn-36myJ5gURJerm5__Rxy_kLf5WpA2hA7K9fFj5rwiRlvWYvJk8FmOyc_Tz9-x83M-NJwVoElU
linkProvider Directory of Open Access Journals
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV07b9swECZSZ2iXoq-gTl8s0FWxQ5EUNaZBAqeJvTQBvBEnigyUh2xY9tQ_3zuJcuAuAQpo4ksE73j8juR9ZOxHoQ2g3-CT3B2LRGqTJhCcSMrceRDo-YRAgcLTmZ7cyF9zNd9jp30sDF2rjLa_s-mttY4poziao2VVjX4fy4zo0eYIounsK3vB9omdSg3Y_snF5WS2PUzQed4FGWXjhCo8BfKM7o7QyUM8R5yhIiX7oYTcWaJaJv-dleofm90uROdv2OuIIPlJ18m3bM_X79jB2VPAGmbGGdu8Z3-mQAwMtxx70LE286YzD9w9bIgloeFQl9z3d_F4e3TAy1VFWw380VNocNU8Nryq-T26wWu-9HCfxNp8e5W25vTIAyoxFWyf5f7Abs7Prk8nSXxwIXFSqXWCWKEQkOallIUOIRj8lPE4xR04owqRH3sVtAx5ickIvUAbnZcZQl9TpmmWHrBBvaj9R8aNdDBOBRTKYXmA3CkEpqAyQFllMB4y2Y-xdZGNnB7FeLD9tbM7G0VjSTS2E82QHW2rLTs6jucq_CQBbgsTm3absFjd2qhO1kDABoTTIAqZZWDQLXZKaiFNEbC3Q2Z68dsd5cSmquf-_71XF4sTl05joPaLTWNTXGsQXqJuHv5_89_Yy8n19MpeXcwuP7FXmCO7_aHPbLBebfwXREzr4mucEX8BsZMWOA
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=Mapping+ecosystem+service+clusters+and+exploring+their+driving+mechanisms+in+karst+peak-cluster+depression+regions+in+China&rft.jtitle=Ecological+indicators&rft.au=Xuemao+Zhang&rft.au=Binggeng+Xie&rft.au=Kaichun+Zhou&rft.au=Junhan+Li&rft.date=2024-01-01&rft.pub=Elsevier&rft.issn=1470-160X&rft.volume=158&rft.spage=111524&rft_id=info:doi/10.1016%2Fj.ecolind.2023.111524&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_8af0162c6a2b477a8721c546248bf67a
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1470-160X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1470-160X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1470-160X&client=summon