{"id":"https://openalex.org/W7131240186","doi":"https://doi.org/10.1016/j.ecoinf.2026.103665","title":"Suitability networks for restoration: Hydrobiogeochemical flows imprinting habitat-forming species","display_name":"Suitability networks for restoration: Hydrobiogeochemical flows imprinting habitat-forming species","publication_year":2026,"publication_date":"2026-02-24","ids":{"openalex":"https://openalex.org/W7131240186","doi":"https://doi.org/10.1016/j.ecoinf.2026.103665"},"language":"en","primary_location":{"id":"doi:10.1016/j.ecoinf.2026.103665","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2026.103665","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.ecoinf.2026.103665","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5126693149","display_name":"Yuhan Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuhan Wu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5001815501","display_name":"Matteo Convertino","orcid":"https://orcid.org/0000-0001-7003-7587"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Matteo Convertino","raw_affiliation_strings":["Shenzhen Key Laboratory of Ecological Remediation and Carbon Sequestration, Tsinghua SIGS, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-7003-7587","affiliations":[{"raw_affiliation_string":"Shenzhen Key Laboratory of Ecological Remediation and Carbon Sequestration, Tsinghua SIGS, Shenzhen, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5001815501"],"corresponding_institution_ids":[],"apc_list":{"value":2510,"currency":"USD","value_usd":2510},"apc_paid":{"value":2510,"currency":"USD","value_usd":2510},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35500631,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"94","issue":null,"first_page":"103665","last_page":"103665"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10341","display_name":"Coral and Marine Ecosystems Studies","score":0.19709999859333038,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10341","display_name":"Coral and Marine Ecosystems Studies","score":0.19709999859333038,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11088","display_name":"Marine Bivalve and Aquaculture Studies","score":0.07029999792575836,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10032","display_name":"Marine and coastal ecosystems","score":0.0674000009894371,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/oyster","display_name":"Oyster","score":0.6589000225067139},{"id":"https://openalex.org/keywords/reef","display_name":"Reef","score":0.5620999932289124},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.5544999837875366},{"id":"https://openalex.org/keywords/ecosystem-engineer","display_name":"Ecosystem engineer","score":0.512499988079071},{"id":"https://openalex.org/keywords/habitat","display_name":"Habitat","score":0.4903999865055084},{"id":"https://openalex.org/keywords/ecotone","display_name":"Ecotone","score":0.4659000039100647},{"id":"https://openalex.org/keywords/coral-reef","display_name":"Coral reef","score":0.44830000400543213},{"id":"https://openalex.org/keywords/ecological-network","display_name":"Ecological network","score":0.3693999946117401},{"id":"https://openalex.org/keywords/spatial-ecology","display_name":"Spatial ecology","score":0.3668000102043152}],"concepts":[{"id":"https://openalex.org/C2776364969","wikidata":"https://www.wikidata.org/wiki/Q107411","display_name":"Oyster","level":2,"score":0.6589000225067139},{"id":"https://openalex.org/C77044568","wikidata":"https://www.wikidata.org/wiki/Q184358","display_name":"Reef","level":2,"score":0.5620999932289124},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.5544999837875366},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.53329998254776},{"id":"https://openalex.org/C32120771","wikidata":"https://www.wikidata.org/wiki/Q962054","display_name":"Ecosystem engineer","level":3,"score":0.512499988079071},{"id":"https://openalex.org/C185933670","wikidata":"https://www.wikidata.org/wiki/Q52105","display_name":"Habitat","level":2,"score":0.4903999865055084},{"id":"https://openalex.org/C199877563","wikidata":"https://www.wikidata.org/wiki/Q55613","display_name":"Ecotone","level":3,"score":0.4659000039100647},{"id":"https://openalex.org/C79367842","wikidata":"https://www.wikidata.org/wiki/Q11292","display_name":"Coral reef","level":2,"score":0.44830000400543213},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4293000102043152},{"id":"https://openalex.org/C36811481","wikidata":"https://www.wikidata.org/wiki/Q5333246","display_name":"Ecological network","level":3,"score":0.3693999946117401},{"id":"https://openalex.org/C158709400","wikidata":"https://www.wikidata.org/wiki/Q3578586","display_name":"Spatial ecology","level":2,"score":0.3668000102043152},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3628999888896942},{"id":"https://openalex.org/C88160329","wikidata":"https://www.wikidata.org/wiki/Q47053","display_name":"Estuary","level":2,"score":0.35670000314712524},{"id":"https://openalex.org/C5072461","wikidata":"https://www.wikidata.org/wiki/Q49506","display_name":"Delta","level":2,"score":0.349700003862381},{"id":"https://openalex.org/C151152651","wikidata":"https://www.wikidata.org/wiki/Q3304561","display_name":"Marine ecosystem","level":3,"score":0.3303999900817871},{"id":"https://openalex.org/C173656711","wikidata":"https://www.wikidata.org/wiki/Q19067","display_name":"Apex predator","level":3,"score":0.33000001311302185},{"id":"https://openalex.org/C2778068638","wikidata":"https://www.wikidata.org/wiki/Q6485081","display_name":"Landscape connectivity","level":4,"score":0.32249999046325684},{"id":"https://openalex.org/C115880899","wikidata":"https://www.wikidata.org/wiki/Q1124247","display_name":"Bay","level":2,"score":0.31380000710487366},{"id":"https://openalex.org/C130217890","wikidata":"https://www.wikidata.org/wiki/Q47041","display_name":"Biodiversity","level":2,"score":0.3100999891757965},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3057999908924103},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.2994000017642975},{"id":"https://openalex.org/C135114317","wikidata":"https://www.wikidata.org/wiki/Q43197","display_name":"River delta","level":3,"score":0.2939000129699707},{"id":"https://openalex.org/C130309983","wikidata":"https://www.wikidata.org/wiki/Q864379","display_name":"Biogeochemistry","level":2,"score":0.27900001406669617},{"id":"https://openalex.org/C58941895","wikidata":"https://www.wikidata.org/wiki/Q295865","display_name":"Ecosystem services","level":3,"score":0.27810001373291016},{"id":"https://openalex.org/C180478619","wikidata":"https://www.wikidata.org/wiki/Q7574066","display_name":"Spatial heterogeneity","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C64107356","wikidata":"https://www.wikidata.org/wiki/Q295046","display_name":"Ecosystem model","level":3,"score":0.2572000026702881}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.ecoinf.2026.103665","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2026.103665","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:86120b32c06a4ca298c9dc95f81712bd","is_oa":true,"landing_page_url":"https://doaj.org/article/86120b32c06a4ca298c9dc95f81712bd","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ecological Informatics, Vol 94, Iss , Pp 103665- (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.ecoinf.2026.103665","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2026.103665","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life below water","id":"https://metadata.un.org/sdg/14","score":0.7021287083625793}],"awards":[{"id":"https://openalex.org/G4217173602","display_name":null,"funder_award_id":"JC2024011","funder_id":"https://openalex.org/F4320337986","funder_display_name":"Tsinghua Shenzhen International Graduate School"},{"id":"https://openalex.org/G4537867020","display_name":null,"funder_award_id":"ZDSYS20220606100806014","funder_id":"https://openalex.org/F4320336569","funder_display_name":"Shenzhen Science and Technology Innovation Program"}],"funders":[{"id":"https://openalex.org/F4320336569","display_name":"Shenzhen Science and Technology Innovation Program","ror":null},{"id":"https://openalex.org/F4320337986","display_name":"Tsinghua Shenzhen International Graduate School","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":90,"referenced_works":["https://openalex.org/W1830245","https://openalex.org/W1851742796","https://openalex.org/W1943699613","https://openalex.org/W2004128153","https://openalex.org/W2012390063","https://openalex.org/W2018952005","https://openalex.org/W2042263899","https://openalex.org/W2055961607","https://openalex.org/W2056120470","https://openalex.org/W2090034662","https://openalex.org/W2094910819","https://openalex.org/W2099210305","https://openalex.org/W2099297540","https://openalex.org/W2108797298","https://openalex.org/W2111694336","https://openalex.org/W2139416101","https://openalex.org/W2140952675","https://openalex.org/W2149337724","https://openalex.org/W2170830164","https://openalex.org/W2414474100","https://openalex.org/W2464474380","https://openalex.org/W2564795157","https://openalex.org/W2613638762","https://openalex.org/W2762841489","https://openalex.org/W2802088601","https://openalex.org/W2846482357","https://openalex.org/W2903141654","https://openalex.org/W2903334596","https://openalex.org/W2911964244","https://openalex.org/W2919496064","https://openalex.org/W2949656492","https://openalex.org/W2967479283","https://openalex.org/W3004576847","https://openalex.org/W3015504919","https://openalex.org/W3022345885","https://openalex.org/W3027219467","https://openalex.org/W3042232397","https://openalex.org/W3044602515","https://openalex.org/W3044660387","https://openalex.org/W3113948480","https://openalex.org/W3116326183","https://openalex.org/W3138975339","https://openalex.org/W3146633080","https://openalex.org/W3154800237","https://openalex.org/W3178168147","https://openalex.org/W3209387226","https://openalex.org/W4212851514","https://openalex.org/W4214706769","https://openalex.org/W4214825434","https://openalex.org/W4293235610","https://openalex.org/W4295329032","https://openalex.org/W4317938488","https://openalex.org/W4319999642","https://openalex.org/W4323074857","https://openalex.org/W4323666650","https://openalex.org/W4365454150","https://openalex.org/W4366997508","https://openalex.org/W4386024742","https://openalex.org/W4387701920","https://openalex.org/W4389726802","https://openalex.org/W4391242920","https://openalex.org/W4391822968","https://openalex.org/W4392351543","https://openalex.org/W4392656660","https://openalex.org/W4394734061","https://openalex.org/W4394869892","https://openalex.org/W4399566326","https://openalex.org/W4400438926","https://openalex.org/W4400872321","https://openalex.org/W4400904806","https://openalex.org/W4402217020","https://openalex.org/W4402282852","https://openalex.org/W4402313888","https://openalex.org/W4402713079","https://openalex.org/W4404927040","https://openalex.org/W4405004866","https://openalex.org/W4405030869","https://openalex.org/W4406911602","https://openalex.org/W4407270089","https://openalex.org/W4408752948","https://openalex.org/W4409210802","https://openalex.org/W4409964286","https://openalex.org/W4410600908","https://openalex.org/W4412449252","https://openalex.org/W4412494316","https://openalex.org/W4412525738","https://openalex.org/W4412546221","https://openalex.org/W4414562631","https://openalex.org/W4415312156","https://openalex.org/W4416573954"],"related_works":[],"abstract_inverted_index":{"Coastal":[0],"habitats,":[1,173,265],"such":[2,133],"as":[3,134,154,161,226,228,231,280,321,378],"oyster":[4,21,135,357,412],"reefs,":[5],"are":[6,324,362,384],"critical":[7],"land\u2013sea":[8],"ecotones":[9],"that":[10,62,118],"support":[11,119],"biodiversity,":[12],"ecosystem":[13,16,123,274],"services,":[14],"and":[15,26,46,66,79,91,101,108,157,171,180,199,218,223,239,261,272,277,301,323,329,354,402],"resilience.":[17],"However,":[18],"restoration":[19,305,414],"of":[20,35,39,126,196,254,356,397],"reefs":[22,136],"in":[23,137,257,292],"river":[24],"deltas":[25],"other":[27,289,327],"coastal":[28,328,417],"ecosystems":[29],"remains":[30],"challenged":[31],"by":[32,307,391],"the":[33,96,127,138,211,232,244,252,297,351],"lack":[34],"scalable":[36,411],"tools":[37],"capable":[38],"quantifying":[40],"how":[41],"environmental":[42,290,366],"heterogeneity":[43],"shapes":[44],"connectivity":[45,155,319,353,379,388,398],"reef":[47,178,264,268,413],"structure":[48],"across":[49,122,415],"fragmented":[50],"ecotones.":[51],"Here,":[52],"we":[53,94],"introduce":[54],"a":[55],"generalizable":[56],"Topologic":[57],"Systemic":[58,346],"Ecograph":[59,347],"(TIE)":[60,348],"model":[61,300,349],"integrates":[63],"three-dimensional":[64],"hydrodynamic":[65,192],"biogeochemical":[67],"fields":[68],"with":[69,149,190,288],"habitat":[70,84,315],"occurrence":[71],"data":[72],"to":[73,130,317,326,338],"infer":[74,350],"ecological":[75,113,184,270,294,318,340],"flows,":[76,352],"flow-defined":[77],"connectivity,":[78],"basins":[80,152,159,355,376,383],"derived":[81,313],"from":[82,314,364],"predicted":[83],"suitability.":[85],"By":[86],"adapting":[87],"hydro-inspired":[88],"flow-routing":[89],"algorithms":[90],"network-theoretic":[92],"analysis,":[93],"construct":[95],"Oyster":[97,103],"Flow":[98,360],"Graph":[99],"(OFG)":[100],"delineate":[102],"Connectivity":[104],"Basins":[105],"(OCBs)\u2014":[106],"ecograph":[107],"ecosheds":[109],"\u2014providing":[110],"spatially":[111],"explicit":[112],"patterns,":[114],"including":[115],"eco-environmental":[116,311,333],"feedbacks":[117],"biogenic":[120,131],"structures":[121,132],"scales.":[124],"Application":[125],"TIE":[128,299,408],"framework":[129,302],"Pearl":[139],"River":[140,373],"Delta,":[141],"Greater":[142],"Bay":[143],"Area,":[144],"reveals":[145],"pronounced":[146],"regional":[147,191],"differentiation,":[148],"central":[150],"delta":[151,212],"functioning":[153],"hubs":[156,380],"peripheral":[158],"acting":[160],"flow":[162,185,197,249,405],"bottlenecks.":[163],"Stable,":[164],"high-suitability":[165],"zones":[166],"emerge":[167,230,279],"along":[168],"sheltered":[169],"deltaic":[170,255],"estuarine":[172],"indicating":[174],"conditions":[175],"favorable":[176],"for":[177,194],"establishment":[179],"persistence.":[181],"The":[182],"inferred":[183,310],"topology":[186],"is":[187,389],"physically":[188],"consistent":[189],"patterns":[193],"66.34%":[195],"directions,":[198],"Random":[200],"Forest":[201],"modeling":[202],"highlights":[203],"key":[204],"hydro-biogeochemical":[205],"drivers":[206,396],"shaping":[207],"network":[208],"connectivity.":[209],"At":[210],"scale,":[213],"nitrate":[214,400],"concentration,":[215],"latitudinal":[216],"(North\u2013South)":[217],"vertical":[219,238],"velocities":[220,242],"at":[221],"intermediate":[222],"deep":[224],"depths,":[225],"well":[227],"chlorophyll-a,":[229],"predominant":[233],"factors.":[234],"Under":[235],"high-flow":[236],"conditions,":[237],"longitudinal/cross-delta":[240],"(East\u2013West)":[241],"become":[243],"most":[245],"important":[246],"features.":[247],"These":[248],"interactions":[250,287],"reflect":[251],"predominance":[253],"hydrology":[256],"governing":[258],"nutrient":[259],"transport":[260],"residence":[262],"within":[263],"thereby":[266],"influencing":[267],"morphology,":[269],"fitness,":[271],"cascading":[273],"services.":[275],"Temperature":[276],"salinity":[278],"second-order":[281],"factors,":[282],"given":[283],"their":[284],"relatively":[285],"weak":[286],"variables":[291],"defining":[293],"flows.":[295,393],"Overall,":[296],"proposed":[298],"advance":[303],"precision":[304],"design":[306],"explicitly":[308],"linking":[309],"flows":[312],"suitability":[316],"expressed":[320],"topology,":[322],"transferable":[325],"marine":[330],"habitats":[331],"where":[332,387],"pressures":[334],"can":[335],"be":[336],"structured":[337],"trigger":[339],"self-emergence.":[341],"\u2022":[342,359,371,394,407],"A":[343],"novel":[344],"Topological":[345],"reefs.":[358],"corridors":[361],"extracted":[363],"3D":[365],"gradients":[367],"using":[368],"network-based":[369],"models.":[370],"In":[372],"Deltas,":[374],"Central":[375],"serve":[377],"while":[381],"cross-delta":[382],"dispersal":[385],"bottlenecks,":[386],"shaped":[390],"hydrologic":[392],"Key":[395],"include":[399],"levels":[401],"mid-layer":[403],"horizontal":[404],"velocity.":[406],"enables":[409],"targeted,":[410],"dynamical":[416],"ecosystems.":[418]},"counts_by_year":[],"updated_date":"2026-03-01T06:05:34.837733","created_date":"2026-02-25T00:00:00"}
