Informing climate adaptation strategies using ecological simulation models and spatial decision support tools

Introduction: Forest landscapes offer resources and ecosystem services that are vital to the social, economic, and cultural well-being of human communities, but managing for these provisions can require socially and ecologically relevant trade-offs. We designed a spatial decision support model to re...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Frontiers in Forests and Global Change Jg. 6; S. 1269081
Hauptverfasser: Furniss, Tucker J., Povak, Nicholas A., Hessburg, Paul F., Salter, R. Brion, Duan, Zhuoran, Wigmosta, Mark
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Lausanne Frontiers Media SA 23.11.2023
Frontiers Media S.A
Schlagworte:
ISSN:2624-893X, 2624-893X
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract Introduction: Forest landscapes offer resources and ecosystem services that are vital to the social, economic, and cultural well-being of human communities, but managing for these provisions can require socially and ecologically relevant trade-offs. We designed a spatial decision support model to reveal trade-offs and synergies between ecosystem services in a large eastern Cascade Mountain landscape in Washington State, USA.Methods: We used process-based forest landscape (LANDIS-II) and hydrology (DHSVM) models to compare outcomes associated with 100 years of simulated forest and wildfire dynamics for two management scenarios, Wildfire only and Wildfire + Treatments. We then examined the strength and spatial distribution of potential treatment effects and trends in a set of resources and ecosystem services over the simulation period.Results: We found that wildfire area burned increased over time, but some impacts could be mitigated by adaptation treatments. Treatment benefits were not limited to treated areas. Interestingly, we observed neighborhood benefits where fire spread and severity were reduced not only in treated patches but in adjacent patches and landscapes as well, creating potential synergies among some resource benefits and services. Ordinations provided further evidence for two main kinds of outcomes. Positive ecological effects of treatments were greatest in upper elevation moist and cold forests, while positive benefits to human communities were aligned with drier, low- and mid-elevation forests closer to the wildland urban interface.Discussion: Our results contribute to improved understanding of synergies and tradeoffs linked to adaptation and restoration efforts in fire-prone forests and can be used to inform management aimed at rebuilding resilient, climate-adapted landscapes.
AbstractList Introduction: Forest landscapes offer resources and ecosystem services that are vital to the social, economic, and cultural well-being of human communities, but managing for these provisions can require socially and ecologically relevant trade-offs. We designed a spatial decision support model to reveal trade-offs and synergies between ecosystem services in a large eastern Cascade Mountain landscape in Washington State, USA. Methods: We used process-based forest landscape (LANDIS-II) and hydrology (DHSVM) models to compare outcomes associated with 100 years of simulated forest and wildfire dynamics for two management scenarios, Wildfire only and Wildfire + Treatments. We then examined the strength and spatial distribution of potential treatment effects and trends in a set of resources and ecosystem services over the simulation period. Results: We found that wildfire area burned increased over time, but some impacts could be mitigated by adaptation treatments. Treatment benefits were not limited to treated areas. Interestingly, we observed neighborhood benefits where fire spread and severity were reduced not only in treated patches but in adjacent patches and landscapes as well, creating potential synergies among some resource benefits and services. Ordinations provided further evidence for two main kinds of outcomes. Positive ecological effects of treatments were greatest in upper elevation moist and cold forests, while positive benefits to human communities were aligned with drier, low- and mid-elevation forests closer to the wildland urban interface. Discussion: Our results contribute to improved understanding of synergies and tradeoffs linked to adaptation and restoration efforts in fire-prone forests and can be used to inform management aimed at rebuilding resilient, climate-adapted landscapes.
IntroductionForest landscapes offer resources and ecosystem services that are vital to the social, economic, and cultural well-being of human communities, but managing for these provisions can require socially and ecologically relevant trade-offs. We designed a spatial decision support model to reveal trade-offs and synergies between ecosystem services in a large eastern Cascade Mountain landscape in Washington State, USA.MethodsWe used process-based forest landscape (LANDIS-II) and hydrology (DHSVM) models to compare outcomes associated with 100 years of simulated forest and wildfire dynamics for two management scenarios, Wildfire only and Wildfire + Treatments. We then examined the strength and spatial distribution of potential treatment effects and trends in a set of resources and ecosystem services over the simulation period.ResultsWe found that wildfire area burned increased over time, but some impacts could be mitigated by adaptation treatments. Treatment benefits were not limited to treated areas. Interestingly, we observed neighborhood benefits where fire spread and severity were reduced not only in treated patches but in adjacent patches and landscapes as well, creating potential synergies among some resource benefits and services. Ordinations provided further evidence for two main kinds of outcomes. Positive ecological effects of treatments were greatest in upper elevation moist and cold forests, while positive benefits to human communities were aligned with drier, low- and mid-elevation forests closer to the wildland urban interface.DiscussionOur results contribute to improved understanding of synergies and tradeoffs linked to adaptation and restoration efforts in fire-prone forests and can be used to inform management aimed at rebuilding resilient, climate-adapted landscapes.
Author Hessburg, Paul F.
Salter, R. Brion
Wigmosta, Mark
Furniss, Tucker J.
Povak, Nicholas A.
Duan, Zhuoran
Author_xml – sequence: 1
  givenname: Tucker J.
  surname: Furniss
  fullname: Furniss, Tucker J.
– sequence: 2
  givenname: Nicholas A.
  surname: Povak
  fullname: Povak, Nicholas A.
– sequence: 3
  givenname: Paul F.
  surname: Hessburg
  fullname: Hessburg, Paul F.
– sequence: 4
  givenname: R. Brion
  surname: Salter
  fullname: Salter, R. Brion
– sequence: 5
  givenname: Zhuoran
  surname: Duan
  fullname: Duan, Zhuoran
– sequence: 6
  givenname: Mark
  surname: Wigmosta
  fullname: Wigmosta, Mark
BackLink https://www.osti.gov/servlets/purl/2340830$$D View this record in Osti.gov
BookMark eNp1kUtr3DAUhUVJIGmSH5Cdadcz1cu2vCyhj4FANy10J671cDXIkivJi_77yuMUSqEriXO_e-Dc8xpdhRgMQo8EHxkTwztrJ3WkmLIjod2ABXmFbmlH-UEM7PvVX_8b9JDzGWNMe1FFfIvmU7AxzS5MjfJuhmIa0LAUKC6GJpdUlcmZ3Kx5Y4yKPk5OgW-ym1e_Y3PUxucGgm7yUqU61Ua5fLFYlyWm0pQYfb5H1xZ8Ng8v7x369vHD16fPh-cvn05P758PiuOhHAwXA21bzS3uCe-14AqPWNu-A6ItJgZ62imqBAMymHHkneIaC8o5xtBay-7QaffVEc5ySTVY-iUjOHkRYpokpOKUN1LpkfUD0dAawpkGoIQLGPq2NZyPbVe93uxeMRcns3LFqB8qhmBUkZRxLBiu0NsdWlL8uZpc5DmuKdSMktGu5Z0YyEb1O6VSzDkZK6vb5YT1zs5LguXWp9z6lFuf8qXPukn-2fwT6v87vwGtHqcW
CitedBy_id crossref_primary_10_1002_ecs2_70360
crossref_primary_10_1186_s42408_024_00339_y
crossref_primary_10_1186_s13021_024_00290_0
crossref_primary_10_1029_2024WR039227
crossref_primary_10_3389_ffgc_2023_1286980
Cites_doi 10.1016/j.foreco.2021.119533
10.3389/ffgc.2022.805179
10.1002/eap.2433
10.1139/x99-188
10.5751/ES-13278-270215
10.1038/s41586-019-1474-y
10.3389/ffgc.2024.1286937
10.1071/WF06063
10.1093/biosci/biab067
10.1002/eap.2431
10.1016/j.foreco.2005.02.016
10.1111/1365-2664.12511
10.3389/fevo.2019.00239
10.1007/s10980-007-9098-2
10.1890/120312
10.1186/s42408-023-00197-0
10.1016/j.jenvman.2016.01.033
10.1641/0006-3568(2001)051[0723:CCAFD]2.0.CO;2
10.1016/j.ecolmodel.2019.03.022
10.1002/ecs2.4507
10.1002/fee.2408
10.2307/1478995
10.1002/wrcr.20504
10.1007/s00267-010-9556-5
10.1002/ecs2.1445
10.1038/s41467-022-34966-3
10.1890/07-1328.1
10.1016/j.foreco.2013.04.014
10.1038/s41612-018-0012-1
10.1111/gcb.13913
10.1093/jof/103.4.179
10.1007/s10980-015-0218-0
10.18637/jss.v067.i01
10.1016/j.scitotenv.2020.137782
10.1016/j.ecolmodel.2022.110099
10.1111/j.1461-0248.2009.01387.x
10.5751/ES-07581-200237
10.1016/S0378-1127(03)00052-5
10.1038/nature05847
10.1088/1748-9326/acbce8
10.5849/jof.10-006
10.1029/94WR00436
10.1016/j.foreco.2022.120620
10.1016/j.ecolmodel.2010.09.009
10.3390/f6124375
10.1002/joc.2312
10.1890/ES15-00234.1
10.1038/s41561-023-01166-7
10.1073/pnas.2007117117
10.2737/RMRS-GTR-425
10.1890/06-1715.1
10.1038/sdata.2015.42
10.1016/S0378-1127(03)00063-X
10.1126/science.aab2356
10.1038/s41597-020-00782-x
10.1002/eap.2507
10.1038/nature11018
10.1111/rec.13766
10.1071/WF08088
10.1016/j.ecolmodel.2006.10.009
10.1186/s40663-015-0033-8
10.1111/gcb.15943
10.1093/biosci/biaa061
10.1029/2020WR027926
ContentType Journal Article
Copyright 2023. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: 2023. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
CorporateAuthor Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
CorporateAuthor_xml – name: Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
DBID AAYXX
CITATION
3V.
7X2
8FE
8FH
8FK
ABUWG
AEUYN
AFKRA
ATCPS
AZQEC
BENPR
BHPHI
CCPQU
DWQXO
GNUQQ
HCIFZ
M0K
PATMY
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
PYCSY
OIOZB
OTOTI
DOA
DOI 10.3389/ffgc.2023.1269081
DatabaseName CrossRef
ProQuest Central (Corporate)
Agricultural Science Collection
ProQuest SciTech Collection
ProQuest Natural Science Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central
ProQuest One Sustainability
ProQuest Central UK/Ireland
Agricultural & Environmental Science Collection
ProQuest Central Essentials
ProQuest Central
Natural Science Collection
ProQuest One
ProQuest Central Korea
ProQuest Central Student
SciTech Premium Collection (via ProQuest)
Agricultural Science Database
Environmental Science Database
ProQuest Central Premium
ProQuest One Academic
ProQuest Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
Environmental Science Collection
OSTI.GOV - Hybrid
OSTI.GOV
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Agricultural Science Database
Publicly Available Content Database
ProQuest Central Student
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Natural Science Collection
ProQuest Central China
ProQuest Central
ProQuest One Sustainability
Natural Science Collection
ProQuest Central Korea
Agricultural & Environmental Science Collection
ProQuest Central (New)
ProQuest One Academic Eastern Edition
Agricultural Science Collection
ProQuest SciTech Collection
Environmental Science Collection
ProQuest One Academic UKI Edition
Environmental Science Database
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
DatabaseTitleList

Agricultural Science Database
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: PIMPY
  name: ProQuest Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Environmental Sciences
EISSN 2624-893X
ExternalDocumentID oai_doaj_org_article_cdb3791da5e143daa2148a9755e44b56
2340830
10_3389_ffgc_2023_1269081
GroupedDBID 9T4
AAFWJ
AAYXX
ADBBV
AFPKN
ALMA_UNASSIGNED_HOLDINGS
BCNDV
CITATION
GROUPED_DOAJ
M~E
OK1
3V.
7X2
8FE
8FH
8FK
ABUWG
AEUYN
AFKRA
ATCPS
AZQEC
BENPR
BHPHI
CCPQU
DWQXO
GNUQQ
HCIFZ
M0K
PATMY
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
PYCSY
ACXDI
OIOZB
OTOTI
ID FETCH-LOGICAL-c409t-e489255d4f07147d84c0b0df76a1df01ea726c2c83a19ebb46c4d0824400a5ff3
IEDL.DBID DOA
ISICitedReferencesCount 6
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001116159600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 2624-893X
IngestDate Fri Oct 03 12:51:47 EDT 2025
Mon May 06 02:44:16 EDT 2024
Mon Oct 27 18:44:20 EDT 2025
Tue Nov 18 22:27:37 EST 2025
Sat Nov 29 02:11:19 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c409t-e489255d4f07147d84c0b0df76a1df01ea726c2c83a19ebb46c4d0824400a5ff3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
AC05-76RL01830; SC0017519
PNNL-SA-189192
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Office of Sustainable Transportation. Bioenergy Technologies Office (BETO)
OpenAccessLink https://doaj.org/article/cdb3791da5e143daa2148a9755e44b56
PQID 3265468910
PQPubID 7426800
ParticipantIDs doaj_primary_oai_doaj_org_article_cdb3791da5e143daa2148a9755e44b56
osti_scitechconnect_2340830
proquest_journals_3265468910
crossref_citationtrail_10_3389_ffgc_2023_1269081
crossref_primary_10_3389_ffgc_2023_1269081
PublicationCentury 2000
PublicationDate 2023-11-23
PublicationDateYYYYMMDD 2023-11-23
PublicationDate_xml – month: 11
  year: 2023
  text: 2023-11-23
  day: 23
PublicationDecade 2020
PublicationPlace Lausanne
PublicationPlace_xml – name: Lausanne
– name: United States
PublicationTitle Frontiers in Forests and Global Change
PublicationYear 2023
Publisher Frontiers Media SA
Frontiers Media S.A
Publisher_xml – name: Frontiers Media SA
– name: Frontiers Media S.A
References Povak (ref46) 2022; 5
Dahl (ref15) 2023; 18
Staudinger (ref61) 2012
Furniss (ref24) 2024
Underwood (ref64) 2010; 46
Povak (ref47) 2023; 19
Dickerson-Lange (ref18) 2021; 57
Abelson (ref2) 2021; 497
Eriksson (ref19) 2022; 31
Mote (ref42) 2018; 1
Hagmann (ref26) 2021; 31
Stevens (ref62) 2016; 7
Coop (ref13) 2020; 70
Magnani (ref38) 2007; 447
Lundquist (ref37) 2013; 49
Clarke (ref12) 2022; 13
Hessburg (ref28) 2005; 211
(ref50) 2020
Calkin (ref10) 2005; 103
(ref65) 2022
Schuurman (ref57) 2022; 72
Bennett (ref8) 2009; 12
Loehman (ref36) 2014; 317
Prichard (ref49) 2021; 31
Furniss (ref22); 32
Nelson (ref43) 2013; 11
Finney (ref20) 2007; 16
Krofcheck (ref34) 2018; 24
Ager (ref3) 2021
Walker (ref67) 2019; 572
Schwalm (ref58) 2020; 117
Hessburg (ref32) 2007; 22
Livneh (ref35) 2015; 2
Davies (ref17) 2015; 20
Gustafson (ref25) 2000; 30
Hessburg (ref33) 2000; 3
Tempel (ref63) 2015; 6
Cova (ref14) 2023; 528
Vogler (ref66) 2015; 6
Hessburg (ref29) 2021; 20
Reynolds (ref51) 2023; 14
Seaber (ref59) 1987
Povak (ref48) 2024
Barnosky (ref6) 2012; 486
Rollins (ref53) 2009; 18
Riley (ref52) 2021; 8
Furniss (ref23); 473
Bisson (ref9) 2003; 178
Seidl (ref60) 2016; 53
Maron (ref39) 2008; 18
North (ref44) 2015; 349
Badgley (ref5) 2022; 28
Hessburg (ref31) 2019; 7
Millar (ref41) 2007; 17
Wu (ref70) 2023; 16
Ager (ref4) 2016; 176
Calkin (ref11) 2015; 2
Hessburg (ref30) 2015; 30
Dale (ref16) 2001; 51
Maxwell (ref40) 2022; 34
Scheller (ref55) 2011; 222
Scheller (ref56) 2019; 401
Wigmosta (ref69) 1994; 30
Abatzoglou (ref1) 2012; 32
Franklin (ref21) 2012; 110
Hessburg (ref27) 2003; 178
Oksanen (ref45) 2022
Scheller (ref54) 2007; 201
Bates (ref7) 2015; 67
Weiskopf (ref68) 2020; 733
References_xml – volume: 497
  start-page: 119533
  year: 2021
  ident: ref2
  article-title: Strategic decision support for long-term conservation management planning
  publication-title: For. Ecol. Manag.
  doi: 10.1016/j.foreco.2021.119533
– volume: 5
  start-page: 805179
  year: 2022
  ident: ref46
  article-title: Evaluating basin-scale forest adaptation scenarios: wildfire, streamflow, biomass, and economic recovery synergies and trade-offs
  publication-title: Front. For. Glob. Change
  doi: 10.3389/ffgc.2022.805179
– volume: 31
  start-page: e02433
  year: 2021
  ident: ref49
  article-title: Adapting western North American forests to climate change and wildfires: 10 common questions
  publication-title: Ecol. Appl.
  doi: 10.1002/eap.2433
– volume: 30
  start-page: 32
  year: 2000
  ident: ref25
  article-title: Spatial simulation of forest succession and timber harvesting using LANDIS
  publication-title: Can. J. For. Res.
  doi: 10.1139/x99-188
– volume: 34
  year: 2022
  ident: ref40
  article-title: Forest management under uncertainty: the influence of management versus climate change and wildfire in the Lake Tahoe Basin, USA
  publication-title: Ecol. Soc.
  doi: 10.5751/ES-13278-270215
– volume: 572
  start-page: 520
  year: 2019
  ident: ref67
  article-title: Increasing wildfires threaten historic carbon sink of boreal forest soils
  publication-title: Nature
  doi: 10.1038/s41586-019-1474-y
– year: 2024
  ident: ref48
  article-title: Integrating climate adaptation strategies in spatial decision support systems
  publication-title: Front. For. Glob. Climate Change
  doi: 10.3389/ffgc.2024.1286937
– volume: 16
  start-page: 702
  year: 2007
  ident: ref20
  article-title: A computational method for optimising fuel treatment locations
  publication-title: Int. J. Wildland Fire
  doi: 10.1071/WF06063
– volume: 72
  start-page: 16
  year: 2022
  ident: ref57
  article-title: Navigating ecological transformation: resist–accept–direct as a path to a new resource management paradigm
  publication-title: Bioscience
  doi: 10.1093/biosci/biab067
– volume: 31
  start-page: e02431
  year: 2021
  ident: ref26
  article-title: Evidence for widespread changes in the structure, composition, and fire regimes of western North American forests
  publication-title: Ecol. Appl.
  doi: 10.1002/eap.2431
– volume: 211
  start-page: 117
  year: 2005
  ident: ref28
  article-title: Dry forests and wildland fires of the inland Northwest USA: contrasting the landscape ecology of the pre-settlement and modern eras
  publication-title: For. Ecol. Manag.
  doi: 10.1016/j.foreco.2005.02.016
– volume: 53
  start-page: 120
  year: 2016
  ident: ref60
  article-title: Searching for resilience: addressing the impacts of changing disturbance regimes on forest ecosystem services
  publication-title: J. Appl. Ecol.
  doi: 10.1111/1365-2664.12511
– volume: 7
  start-page: 239
  year: 2019
  ident: ref31
  article-title: Climate, environment, and disturbance history govern resilience of western North American forests
  publication-title: Front. Ecol. Evol.
  doi: 10.3389/fevo.2019.00239
– volume: 22
  start-page: 5
  year: 2007
  ident: ref32
  article-title: Re-examining fire severity relations in pre-management era mixed conifer forests: inferences from landscape patterns of forest structure
  publication-title: Landsc. Ecol.
  doi: 10.1007/s10980-007-9098-2
– volume: 11
  start-page: 483
  year: 2013
  ident: ref43
  article-title: Climate change’s impact on key ecosystem services and the human well-being they support in the US
  publication-title: Front. Ecol. Environ.
  doi: 10.1890/120312
– volume-title: vegan: Community Ecology Package
  year: 2022
  ident: ref45
  article-title: et al
– volume: 19
  year: 2023
  ident: ref47
  article-title: System-level feedbacks of active fire regimes in large landscapes
  publication-title: Fire Ecol.
  doi: 10.1186/s42408-023-00197-0
– volume: 176
  start-page: 157
  year: 2016
  ident: ref4
  article-title: Production possibility frontiers and socioecological tradeoffs for restoration of fire adapted forests
  publication-title: J. Environ. Manag.
  doi: 10.1016/j.jenvman.2016.01.033
– volume: 51
  start-page: 723
  year: 2001
  ident: ref16
  article-title: Climate change and Forest disturbances
  publication-title: Bioscience
  doi: 10.1641/0006-3568(2001)051[0723:CCAFD]2.0.CO;2
– volume: 401
  start-page: 85
  year: 2019
  ident: ref56
  article-title: A landscape model of variable social-ecological fire regimes
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2019.03.022
– volume: 14
  start-page: e4507
  year: 2023
  ident: ref51
  article-title: Assessing impacts of sulfur deposition on aquatic ecosystems: a decision support system for the southern Appalachians
  publication-title: Ecosphere
  doi: 10.1002/ecs2.4507
– volume: 20
  start-page: 40
  year: 2021
  ident: ref29
  article-title: Climate and wildfire adaptation of inland northwest US forests
  publication-title: Front. Ecol. Environ.
  doi: 10.1002/fee.2408
– volume-title: R: A language and environment for statistical computing
  year: 2020
  ident: ref50
– volume: 3
  start-page: 163
  year: 2000
  ident: ref33
  article-title: Ecological subregions of the interior Columbia Basin, USA
  publication-title: Appl. Veg. Sci.
  doi: 10.2307/1478995
– volume: 49
  start-page: 6356
  year: 2013
  ident: ref37
  article-title: Lower forest density enhances snow retention in regions with warmer winters: a global framework developed from plot-scale observations and modeling
  publication-title: Water Resour. Res.
  doi: 10.1002/wrcr.20504
– volume: 46
  start-page: 809
  year: 2010
  ident: ref64
  article-title: Using topography to meet wildlife and fuels treatment objectives in fire-suppressed landscapes
  publication-title: Environ. Manag.
  doi: 10.1007/s00267-010-9556-5
– volume: 7
  start-page: e01445
  year: 2016
  ident: ref62
  article-title: Evaluating potential trade-offs among fuel treatment strategies in mixed-conifer forests of the Sierra Nevada
  publication-title: Ecosphere
  doi: 10.1002/ecs2.1445
– volume: 13
  start-page: 7161
  year: 2022
  ident: ref12
  article-title: Forest fire threatens global carbon sinks and population centres under rising atmospheric water demand
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-34966-3
– volume: 18
  start-page: 2041
  year: 2008
  ident: ref39
  article-title: Managing trade-offs in landscape restoration and revegetation projects
  publication-title: Ecol. Appl.
  doi: 10.1890/07-1328.1
– volume: 317
  start-page: 9
  year: 2014
  ident: ref36
  article-title: Wildland fire emissions, carbon, and climate: seeing the forest and the trees – a cross-scale assessment of wildfire and carbon dynamics in fire-prone, forested ecosystems
  publication-title: For. Ecol. Manag.
  doi: 10.1016/j.foreco.2013.04.014
– volume: 1
  start-page: 2
  year: 2018
  ident: ref42
  article-title: Dramatic declines in snowpack in the western US
  publication-title: NPJ Climate Atmos. Sci.
  doi: 10.1038/s41612-018-0012-1
– volume: 24
  start-page: 729
  year: 2018
  ident: ref34
  article-title: Prioritizing forest fuels treatments based on the probability of high-severity fire restores adaptive capacity in Sierran forests
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/gcb.13913
– volume: 103
  start-page: 179
  year: 2005
  ident: ref10
  article-title: Forest service large fire area burned and suppression expenditure trends, 1970–2002
  publication-title: J. For.
  doi: 10.1093/jof/103.4.179
– start-page: 25
  volume-title: Confronting the wildfire crisis: a strategy for protecting communities and improving resilience in America’s forests
  year: 2022
  ident: ref65
– volume: 30
  start-page: 1805
  year: 2015
  ident: ref30
  article-title: Restoring fire-prone inland Pacific landscapes: seven core principles
  publication-title: Landsc. Ecol.
  doi: 10.1007/s10980-015-0218-0
– year: 2024
  ident: ref24
  article-title: Simulated wildland fire use builds resilient landscapes
  publication-title: Front. For. Glob. Climate Change
– volume: 67
  year: 2015
  ident: ref7
  article-title: Fiting linear mixed-effects models using lme4
  publication-title: J. Stat. Softw.
  doi: 10.18637/jss.v067.i01
– volume: 733
  start-page: 137782
  year: 2020
  ident: ref68
  article-title: Climate change effects on biodiversity, ecosystems, ecosystem services, and natural resource management in the United States
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2020.137782
– volume: 473
  start-page: 110099
  ident: ref23
  article-title: Predicting future patterns, processes, and their interactions: benchmark calibration and validation procedures for forest landscape models
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2022.110099
– volume: 12
  start-page: 1394
  year: 2009
  ident: ref8
  article-title: Understanding relationships among multiple ecosystem services: relationships among multiple ecosystem services
  publication-title: Ecol. Lett.
  doi: 10.1111/j.1461-0248.2009.01387.x
– volume: 20
  year: 2015
  ident: ref17
  article-title: Improving ecosystem service frameworks to address wicked problems
  publication-title: Ecol. Soc.
  doi: 10.5751/ES-07581-200237
– volume: 178
  start-page: 23
  year: 2003
  ident: ref27
  article-title: An environmental narrative of inland Northwest United States forests, 1800–2000
  publication-title: For. Ecol. Manag.
  doi: 10.1016/S0378-1127(03)00052-5
– volume: 447
  start-page: 849
  year: 2007
  ident: ref38
  article-title: The human footprint in the carbon cycle of temperate and boreal forests
  publication-title: Nature
  doi: 10.1038/nature05847
– start-page: 139
  volume-title: Impacts of climate change on biodiversity, ecosystems, and ecosystem services
  year: 2012
  ident: ref61
– volume: 18
  start-page: 064011
  year: 2023
  ident: ref15
  article-title: Quantifying the contribution of major carbon producers to increases in vapor pressure deficit and burned area in western US and southwestern Canadian forests
  publication-title: Environ. Res. Lett.
  doi: 10.1088/1748-9326/acbce8
– volume: 110
  start-page: 429
  year: 2012
  ident: ref21
  article-title: A restoration framework for federal forests in the Pacific northwest
  publication-title: J. For.
  doi: 10.5849/jof.10-006
– volume: 30
  start-page: 1665
  year: 1994
  ident: ref69
  article-title: A distributed hydrology-vegetation model for complex terrain
  publication-title: Water Resour. Res.
  doi: 10.1029/94WR00436
– volume-title: Hydrologic unit maps
  year: 1987
  ident: ref59
– volume: 528
  start-page: 120620
  year: 2023
  ident: ref14
  article-title: The outsized role of California’s largest wildfires in changing forest burn patterns and coarsening ecosystem scale
  publication-title: For. Ecol. Manag.
  doi: 10.1016/j.foreco.2022.120620
– volume: 222
  start-page: 144
  year: 2011
  ident: ref55
  article-title: The effects of forest harvest intensity in combination with wind disturbance on carbon dynamics in Lake states Mesic forests
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2010.09.009
– volume: 6
  start-page: 4403
  year: 2015
  ident: ref66
  article-title: Prioritization of forest restoration projects: tradeoffs between wildfire protection, ecological restoration and economic objectives
  publication-title: Forests
  doi: 10.3390/f6124375
– volume: 32
  start-page: 772
  year: 2012
  ident: ref1
  article-title: A comparison of statistical downscaling methods suited for wildfire applications
  publication-title: Int. J. Climatol.
  doi: 10.1002/joc.2312
– volume: 6
  start-page: 1
  year: 2015
  ident: ref63
  article-title: Evaluating short-and long-term impacts of fuels treatments and simulated wildfire on an old-forest species
  publication-title: Ecosphere
  doi: 10.1890/ES15-00234.1
– volume: 16
  start-page: 422
  year: 2023
  ident: ref70
  article-title: Uncertainty in US forest carbon storage potential due to climate risks
  publication-title: Nat. Geosci.
  doi: 10.1038/s41561-023-01166-7
– volume: 117
  start-page: 19656
  year: 2020
  ident: ref58
  article-title: RCP8. 5 tracks cumulative CO2 emissions
  publication-title: Proc. Natl. Acad. Sci.
  doi: 10.1073/pnas.2007117117
– volume-title: Development and application of the fireshed registry
  year: 2021
  ident: ref3
  doi: 10.2737/RMRS-GTR-425
– volume: 17
  start-page: 2145
  year: 2007
  ident: ref41
  article-title: Climate change and forests of the future: managing in the face of uncertainty
  publication-title: Ecol. Appl.
  doi: 10.1890/06-1715.1
– volume: 2
  start-page: 1
  year: 2015
  ident: ref35
  article-title: A spatially comprehensive, hydrometeorological data set for Mexico, the US, and southern Canada 1950–2013
  publication-title: Scientific data
  doi: 10.1038/sdata.2015.42
– volume: 178
  start-page: 213
  year: 2003
  ident: ref9
  article-title: Fire and aquatic ecosystems of the western USA: current knowledge and key questions
  publication-title: For. Ecol. Manag.
  doi: 10.1016/S0378-1127(03)00063-X
– volume: 349
  start-page: 1280
  year: 2015
  ident: ref44
  article-title: Reform forest fire management
  publication-title: Science
  doi: 10.1126/science.aab2356
– volume: 8
  start-page: 11
  year: 2021
  ident: ref52
  article-title: TreeMap, a tree-level model of conterminous US forests circa 2014 produced by imputation of FIA plot data
  publication-title: Sci. Data
  doi: 10.1038/s41597-020-00782-x
– volume: 32
  start-page: e2507
  ident: ref22
  article-title: Crowding, climate, and the case for social distancing among trees
  publication-title: Ecol. Appl.
  doi: 10.1002/eap.2507
– volume: 486
  start-page: 52
  year: 2012
  ident: ref6
  article-title: Approaching a state shift in Earth’s biosphere
  publication-title: Nature
  doi: 10.1038/nature11018
– volume: 31
  start-page: e13766
  year: 2022
  ident: ref19
  article-title: Using stakeholder-based fuzzy cognitive mapping to assess benefits of restoration in wildfire-vulnerable forests
  publication-title: Restorat. Ecol.
  doi: 10.1111/rec.13766
– volume: 18
  start-page: 235
  year: 2009
  ident: ref53
  article-title: LANDFIRE: a nationally consistent vegetation, wildland fire, and fuel assessment
  publication-title: Int. J. Wildland Fire
  doi: 10.1071/WF08088
– volume: 201
  start-page: 409
  year: 2007
  ident: ref54
  article-title: Design, development, and application of LANDIS-II, a spatial landscape simulation model with flexible temporal and spatial resolution
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2006.10.009
– volume: 2
  start-page: 9
  year: 2015
  ident: ref11
  article-title: Negative consequences of positive feedbacks in US wildfire management
  publication-title: Forest Ecosyst.
  doi: 10.1186/s40663-015-0033-8
– volume: 28
  start-page: 1433
  year: 2022
  ident: ref5
  article-title: Systematic over-crediting in California’s forest carbon offsets program
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/gcb.15943
– volume: 70
  start-page: 659
  year: 2020
  ident: ref13
  article-title: Wildfire-driven forest conversion in Western North American landscapes
  publication-title: Bioscience
  doi: 10.1093/biosci/biaa061
– volume: 57
  year: 2021
  ident: ref18
  article-title: Ranking forest effects on snow storage: a decision tool for forest management
  publication-title: Water Resour. Res.
  doi: 10.1029/2020WR027926
SSID ssj0002782620
Score 2.2793856
Snippet Introduction: Forest landscapes offer resources and ecosystem services that are vital to the social, economic, and cultural well-being of human communities,...
IntroductionForest landscapes offer resources and ecosystem services that are vital to the social, economic, and cultural well-being of human communities, but...
SourceID doaj
osti
proquest
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Enrichment Source
Index Database
StartPage 1269081
SubjectTerms Adaptation
carbon
Carbon sequestration
Climate adaptation
Climate change
Decision support systems
Ecological effects
ecological modeling
Ecosystem services
Ecosystems
ENVIRONMENTAL SCIENCES
forest landscape models
Forests
Hydrology
LANDIS-II
Landscape
landscape ecology
Neighborhoods
Planning
Precipitation
Simulation models
Spatial distribution
Strategic management
Stream flow
temperate forests
Tradeoffs
Wildfires
Wildland-urban interface
SummonAdditionalLinks – databaseName: ProQuest Central
  dbid: BENPR
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Nb9QwELWg5cClBQFiaYt84IQUmvgjcU4VrVpxWlUIpN4sx2OvVtpulnXK72cm6yxClXrhFCl2lCgznnnjj_cY-wRdq02sqyL4EgqlW1V0UplCg5RghPdgulFsopnPzd1de5sn3FLeVjnFxDFQQ-9pjvwcYYZWtcHsdrH5VZBqFK2uZgmN5-yQmMrQzw8vr-e33_ezLAITYC3yciZWY-15jAtiLhTySyWwMjTVPwlp5O3HS4_j61F0HlPOzfH_fuwrdpTBJv-6847X7FlYv2H3uxNImLK4Xy0RsAbuwG12S_I8DRN3BKct8Qse_BQeeVreZ7EvPgroJO7WwBPtycZWyGo9PD1sCNTzoe9X6S37eXP94-pbkUUXCo-l3lAEZVosM0BFOtrUgFG-7EqITe0qiGUVXCNqL7yRrmpD16naK0AcoTAYOB2jfMcO1v06vGfcG1EBGqCJtVCxiwiNQmNIkhNfFaKesXL689ZnRnISxlhZrEzIWJaMZclYNhtrxj7vH9ns6Die6nxJ5tx3JCbt8Ua_Xdg8MK2HTjZtBU4HhI7gnMAC0bWN1kGpTtczdkLOYBGQEKuup-1HfrBCKgSv5YydTg5g8-BP9q_1PzzdfMJe0vfS0UYhT9nBsH0IZ-yF_z0s0_Zj9uU_9DX_ew
  priority: 102
  providerName: ProQuest
Title Informing climate adaptation strategies using ecological simulation models and spatial decision support tools
URI https://www.proquest.com/docview/3265468910
https://www.osti.gov/servlets/purl/2340830
https://doaj.org/article/cdb3791da5e143daa2148a9755e44b56
Volume 6
WOSCitedRecordID wos001116159600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 2624-893X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002782620
  issn: 2624-893X
  databaseCode: DOA
  dateStart: 20180101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 2624-893X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002782620
  issn: 2624-893X
  databaseCode: M~E
  dateStart: 20180101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: Agricultural Science Database
  customDbUrl:
  eissn: 2624-893X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002782620
  issn: 2624-893X
  databaseCode: M0K
  dateStart: 20180701
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/agriculturejournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Environmental Science Database
  customDbUrl:
  eissn: 2624-893X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002782620
  issn: 2624-893X
  databaseCode: PATMY
  dateStart: 20180701
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/environmentalscience
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 2624-893X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002782620
  issn: 2624-893X
  databaseCode: BENPR
  dateStart: 20180701
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Publicly Available Content Database
  customDbUrl:
  eissn: 2624-893X
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0002782620
  issn: 2624-893X
  databaseCode: PIMPY
  dateStart: 20180701
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3Pi9QwFA6yevAiiorjrksOnoS6bX40ydGVWRTZYRCF9RSSvGQZmZ0Ztl2P_u2-13aWFUEvXlpoUpq-_HjfIy_fx9hriE7b0jZVTjVUSjtVRalspUFKsCIlsHEQmzCLhb24cMs7Ul-UEzbSA4-GO0kQpXENBJ3RtUMIAgF8cEbrrFTUA9l2bdydYOr7uJ1GTOvjNiZGYe6klEtiLBTybSMwIrTNb45o4OvH2xbn1R-r8uBqzh6zRxNG5O_Gtj1h9_LmKbsaDw6hp-FpvUKcmXmAsBt30nnX7ykfOGWyX_Kc9qsa71ZXk0YXH3RvOh42wDtKpcZSmER2eHezIyzO--123T1jX8_mX95_qCathCphhNZXWVmH0QGoQieSDFiV6lhDMW1ooNRNDka0SSQrQ-NyjKpNCtD9K5zDQZcin7ODzXaTXzCerGgA7WdKK1SJBRFNNpaUNPFTuegZq_eG82kiEic9i7XHgIJs7cnWnmztJ1vP2JvbV3Yji8bfKp9Sb9xWJALs4QEOCz8NC_-vYTFjh9SXHnEEkeEmyhpKvRdSIeasZ-xo38V-mrOdRyCrVWsRP738Hy04ZA_pr-jcopBH7KC_vsmv2IP0o19118fs_ul8sfx8PAxbvJ7Xn-j6c44ly4_ny2-_AM5b9Yw
linkProvider Directory of Open Access Journals
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwEB6VLRJceAgQSwv4ABek0MSxE-eAEK-qq7arPRSpnIzjx2ql7WbZpCD-FL-RmTwWIaTeeuAUKXae_jwPe2Y-gBeuLKQKWRJ5G7tIyEJEZSpUJF2aOsWtdapsySby6VSdnxezHfg15MJQWOUgE1tB7SpLa-QHaGZIkSnUbm_X3yJijaLd1YFCo4PFsf_5A122-s3kI47vS84PP519OIp6VoHIoi_TRF6oAu1oJwLl7uROCRuXsQt5ZhIX4sSbnGeWW5WapPBlKTIrHCpKgWg3MoQU73sDdgWBfQS7s8np7Mt2VYejws14v32K3l9xEMKcKiXy9HXC0RNVyV8KsOUJwEOF8_kfbdCquMO7_9vPuQd3emOavevQfx92_OoBXHQZVqiSmV0u0CD3zDiz7kIOWN0MtTEYhfzPmbeD-Gf14qInM2MtQVDNzMqxmmLOsdX1bESsvlyT08KaqlrWD-HztXzhIxitqpV_DMwqnjgc8DxkXIQyoOnnc0WUo_goH-QY4mGkte0rrhPxx1Kj50Xg0AQOTeDQPTjG8Gp7yborN3JV5_cEn21HqhTenqg2c90LHm1dmeZF4oz0aBo7Yzg6wKbIpfRClDIbwx6BT6PBRVWDLYVX2UbzVKBxHo9hfwCc7oVbrf-g7cnVzc_h1tHZ6Yk-mUyP9-A2vTulcfJ0H0bN5tI_hZv2e7OoN8_6ecTg63Wj8zewflws
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=Informing+climate+adaptation+strategies+using+ecological+simulation+models+and+spatial+decision+support+tools&rft.jtitle=Frontiers+in+Forests+and+Global+Change&rft.au=Furniss%2C+Tucker+J.&rft.au=Povak%2C+Nicholas+A.&rft.au=Hessburg%2C+Paul+F.&rft.au=Salter%2C+R.+Brion&rft.date=2023-11-23&rft.pub=Frontiers+Media+S.A&rft.issn=2624-893X&rft.eissn=2624-893X&rft.volume=6&rft_id=info:doi/10.3389%2Fffgc.2023.1269081&rft.externalDocID=2340830
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2624-893X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2624-893X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2624-893X&client=summon