{"id":"https://openalex.org/W4405219732","doi":"https://doi.org/10.1109/tgrs.2024.3513641","title":"Exploring Forest Vertical Structure With TomoSense: GEDI and SAR Tomography Insights","display_name":"Exploring Forest Vertical Structure With TomoSense: GEDI and SAR Tomography Insights","publication_year":2024,"publication_date":"2024-12-11","ids":{"openalex":"https://openalex.org/W4405219732","doi":"https://doi.org/10.1109/tgrs.2024.3513641"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3513641","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3513641","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056866320","display_name":"Yen-Nhi Ngo","orcid":"https://orcid.org/0000-0002-3873-0637"},"institutions":[{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I4210088668","display_name":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","ror":"https://ror.org/003vg9w96","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210088668"]},{"id":"https://openalex.org/I4387153996","display_name":"Territoires, Environnement, T\u00e9l\u00e9d\u00e9tection et Information Spatiale","ror":"https://ror.org/0458hw939","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I131077856","https://openalex.org/I22248866","https://openalex.org/I277688954","https://openalex.org/I4210088668","https://openalex.org/I4387153996"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yen-Nhi Ngo","raw_affiliation_strings":["UMR TETIS, INRAE, University of Montpellier, Montpellier, France"],"raw_orcid":"https://orcid.org/0000-0002-3873-0637","affiliations":[{"raw_affiliation_string":"UMR TETIS, INRAE, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I4210088668","https://openalex.org/I4387153996"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076394373","display_name":"Dinh Ho Tong Minh","orcid":"https://orcid.org/0000-0003-0116-1642"},"institutions":[{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I4210088668","display_name":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","ror":"https://ror.org/003vg9w96","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210088668"]},{"id":"https://openalex.org/I4387153996","display_name":"Territoires, Environnement, T\u00e9l\u00e9d\u00e9tection et Information Spatiale","ror":"https://ror.org/0458hw939","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I131077856","https://openalex.org/I22248866","https://openalex.org/I277688954","https://openalex.org/I4210088668","https://openalex.org/I4387153996"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Dinh Ho Tong Minh","raw_affiliation_strings":["UMR TETIS, INRAE, University of Montpellier, Montpellier, France"],"raw_orcid":"https://orcid.org/0000-0003-0116-1642","affiliations":[{"raw_affiliation_string":"UMR TETIS, INRAE, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I4210088668","https://openalex.org/I4387153996"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005595654","display_name":"Nicolas Baghdadi","orcid":"https://orcid.org/0000-0002-9461-4120"},"institutions":[{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I4210088668","display_name":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","ror":"https://ror.org/003vg9w96","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210088668"]},{"id":"https://openalex.org/I4387153996","display_name":"Territoires, Environnement, T\u00e9l\u00e9d\u00e9tection et Information Spatiale","ror":"https://ror.org/0458hw939","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I131077856","https://openalex.org/I22248866","https://openalex.org/I277688954","https://openalex.org/I4210088668","https://openalex.org/I4387153996"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas N. Baghdadi","raw_affiliation_strings":["UMR TETIS, INRAE, University of Montpellier, Montpellier, France"],"raw_orcid":"https://orcid.org/0000-0002-9461-4120","affiliations":[{"raw_affiliation_string":"UMR TETIS, INRAE, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I4210088668","https://openalex.org/I4387153996"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082938344","display_name":"Laurent Ferro-Famil","orcid":null},"institutions":[{"id":"https://openalex.org/I17866349","display_name":"Universit\u00e9 F\u00e9d\u00e9rale de Toulouse Midi-Pyr\u00e9n\u00e9es","ror":"https://ror.org/004raaa70","country_code":"FR","type":"education","lineage":["https://openalex.org/I17866349"]},{"id":"https://openalex.org/I193033237","display_name":"Institut Sup\u00e9rieur de l'A\u00e9ronautique et de l'Espace (ISAE-SUPAERO)","ror":"https://ror.org/04gyj6s21","country_code":"FR","type":"education","lineage":["https://openalex.org/I193033237"]},{"id":"https://openalex.org/I4210100083","display_name":"Centre d'\u00c9tudes Spatiales de la Biosph\u00e8re","ror":"https://ror.org/01225hq90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1327553481","https://openalex.org/I154202486","https://openalex.org/I2799535048","https://openalex.org/I2799535048","https://openalex.org/I2802818602","https://openalex.org/I4210088668","https://openalex.org/I4210088668","https://openalex.org/I4210090127","https://openalex.org/I4210100083","https://openalex.org/I4210113730","https://openalex.org/I4210131494","https://openalex.org/I4210148025","https://openalex.org/I4210166444","https://openalex.org/I4405257220","https://openalex.org/I4405258862"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Laurent Ferro-Famil","raw_affiliation_strings":["ISAE-SUPAERO, CESBIO, University of Toulouse, Toulouse, France"],"raw_orcid":"https://orcid.org/0000-0002-2036-6232","affiliations":[{"raw_affiliation_string":"ISAE-SUPAERO, CESBIO, University of Toulouse, Toulouse, France","institution_ids":["https://openalex.org/I17866349","https://openalex.org/I193033237","https://openalex.org/I4210100083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029630298","display_name":"Yu\u00e9 Huang","orcid":"https://orcid.org/0000-0003-2833-4662"},"institutions":[{"id":"https://openalex.org/I4210113730","display_name":"M\u00e9t\u00e9o-France","ror":"https://ror.org/0233st365","country_code":"FR","type":"other","lineage":["https://openalex.org/I4210113730"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yue Huang","raw_affiliation_strings":["Meteo-France, Toulouse, France"],"raw_orcid":"https://orcid.org/0000-0003-2833-4662","affiliations":[{"raw_affiliation_string":"Meteo-France, Toulouse, France","institution_ids":["https://openalex.org/I4210113730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031451234","display_name":"Stefano Tebaldini","orcid":"https://orcid.org/0000-0002-1229-3811"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stefano Tebaldini","raw_affiliation_strings":["DEIB, Politecnico di Milano, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1229-3811","affiliations":[{"raw_affiliation_string":"DEIB, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034274706","display_name":"Ibrahim Fayad","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ibrahim Fayad","raw_affiliation_strings":["LSCE, Saint-Aubin, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LSCE, Saint-Aubin, France","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1136,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.91349072,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10801","display_name":"Synthetic Aperture Radar (SAR) Applications and Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10801","display_name":"Synthetic Aperture Radar (SAR) Applications and Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T10644","display_name":"Cryospheric studies and observations","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"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/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.6487204432487488},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6273911595344543},{"id":"https://openalex.org/keywords/tomography","display_name":"Tomography","score":0.6268360614776611},{"id":"https://openalex.org/keywords/radar-imaging","display_name":"Radar imaging","score":0.46173298358917236},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.43766599893569946},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.418795108795166},{"id":"https://openalex.org/keywords/forest-structure","display_name":"Forest structure","score":0.41248324513435364},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.2471919059753418},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.1413935422897339},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.12883830070495605}],"concepts":[{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.6487204432487488},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6273911595344543},{"id":"https://openalex.org/C163716698","wikidata":"https://www.wikidata.org/wiki/Q841267","display_name":"Tomography","level":2,"score":0.6268360614776611},{"id":"https://openalex.org/C10929652","wikidata":"https://www.wikidata.org/wiki/Q7279985","display_name":"Radar imaging","level":3,"score":0.46173298358917236},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.43766599893569946},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.418795108795166},{"id":"https://openalex.org/C2983469836","wikidata":"https://www.wikidata.org/wiki/Q4421","display_name":"Forest structure","level":3,"score":0.41248324513435364},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.2471919059753418},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.1413935422897339},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12883830070495605},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C101000010","wikidata":"https://www.wikidata.org/wiki/Q5033434","display_name":"Canopy","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tgrs.2024.3513641","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3513641","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-04862666v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04862666","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing, 2025, 63, pp.1-12. &#x27E8;10.1109/TGRS.2024.3513641&#x27E9;","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:re.public.polimi.it:11311/1287297","is_oa":false,"landing_page_url":"https://hdl.handle.net/11311/1287297","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.4699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W210359992","https://openalex.org/W782617273","https://openalex.org/W1978984033","https://openalex.org/W2008542193","https://openalex.org/W2009707410","https://openalex.org/W2012952416","https://openalex.org/W2038496512","https://openalex.org/W2044987471","https://openalex.org/W2046788667","https://openalex.org/W2048289234","https://openalex.org/W2082306459","https://openalex.org/W2111449514","https://openalex.org/W2125596771","https://openalex.org/W2139597788","https://openalex.org/W2144797736","https://openalex.org/W2148610126","https://openalex.org/W2167811736","https://openalex.org/W2233187166","https://openalex.org/W2331623219","https://openalex.org/W2756906114","https://openalex.org/W2891313231","https://openalex.org/W2936032092","https://openalex.org/W2941296322","https://openalex.org/W2946697985","https://openalex.org/W2957398534","https://openalex.org/W2960037843","https://openalex.org/W2969494821","https://openalex.org/W2977537634","https://openalex.org/W2998858673","https://openalex.org/W3003509779","https://openalex.org/W3126598122","https://openalex.org/W3130706690","https://openalex.org/W3181390195","https://openalex.org/W4205698403","https://openalex.org/W4250174006","https://openalex.org/W4283274656","https://openalex.org/W4283812806","https://openalex.org/W4289687884","https://openalex.org/W4296914890","https://openalex.org/W4319966578","https://openalex.org/W4323843823","https://openalex.org/W4353031191","https://openalex.org/W4362715753","https://openalex.org/W4385194937","https://openalex.org/W4385267384","https://openalex.org/W4387141420","https://openalex.org/W4390956179","https://openalex.org/W4402260744","https://openalex.org/W6772871070","https://openalex.org/W6857249190"],"related_works":["https://openalex.org/W4252699458","https://openalex.org/W2545123933","https://openalex.org/W2585813813","https://openalex.org/W2041414401","https://openalex.org/W2042726296","https://openalex.org/W2096748030","https://openalex.org/W3016428515","https://openalex.org/W2160730947","https://openalex.org/W2747205507","https://openalex.org/W2917196883"],"abstract_inverted_index":{"Exploring":[0],"vertical":[1,121,208],"forest":[2,266],"structures":[3],"worldwide":[4],"via":[5],"remote":[6],"sensing":[7],"faces":[8],"challenges.":[9],"Recent":[10],"technologies":[11],"like":[12],"waveform":[13],"light":[14],"detection":[15],"and":[16,26,48,69,88,98,109,114,117,120,159,171,194,202,226,260],"ranging":[17],"(LiDAR)":[18],"from":[19,30,52],"NASA\u2019s":[20],"global":[21],"ecosystem":[22],"dynamics":[23],"investigation":[24],"(GEDI)":[25],"SAR":[27],"tomography":[28],"(TomoSAR)":[29],"future":[31],"European":[32],"Space":[33],"Agency":[34],"(ESA)":[35],"BIOMASS":[36,66,274],"offer":[37,112],"promising":[38],"solutions.":[39],"This":[40],"article":[41],"assesses":[42],"the":[43,59,84,144,154,207,220,230,255,270,273],"performance":[44],"of":[45,62,86,156,210,258,272],"spaceborne":[46],"GEDI":[47,63,87,108,125,162,201,212,246,261],"TomoSAR":[49,90,111,203,233,259],"airborne":[50],"data":[51],"an":[53],"ESA\u2019s":[54],"TomoSense":[55],"campaign":[56],"to":[57,245],"highlight":[58],"important":[60],"role":[61],"measurements":[64,177],"in":[65,77,91,219,262],"algorithm":[67],"training":[68],"establishing":[70],"precise":[71,115],"site-specific":[72],"processing":[73],"parameters.":[74],"Our":[75],"study":[76],"Germany\u2019s":[78],"Eifel":[79],"National":[80],"Park":[81],"delves":[82],"into":[83],"precision":[85],"P-band":[89,110],"measuring":[92],"surface":[93,116],"[digital":[94],"terrain":[95],"model":[96,102],"(DTM)]":[97],"vegetation":[99,118],"[canopy":[100],"height":[101,127,183],"(CHM)]":[103],"heights.":[104],"Results":[105],"demonstrate":[106],"that":[107],"high-resolution":[113],"heights":[119],"profile":[122],"measurements.":[123,204],"While":[124],"relative":[126],"(RH)":[128],"at":[129],"98%":[130],"(RH98)":[131],"was":[132],"previously":[133],"recommended":[134],"for":[135,141,147,185,200],"tropical":[136],"forests,":[137,187],"our":[138,252],"findings":[139],"advocate":[140],"RH85":[142],"as":[143],"optimal":[145],"metric":[146],"temperate":[148,186],"forests.":[149],"The":[150],"research":[151,253],"supports":[152],"improving":[153],"accuracy":[155],"both":[157],"DTM":[158,189],"CHM":[160,195],"utilizing":[161],"beams":[163],"with":[164,168,188],"full-power":[165],"lasers":[166],"coupled":[167],"high":[169],"sensitivity":[170],"signal-to-noise":[172],"ratio":[173],"(SNR).":[174],"Ground":[175],"elevation":[176],"are":[178],"more":[179],"accurate":[180],"than":[181],"canopy":[182],"estimates":[184],"RMSE":[190,196],"about":[191,197,241],"2":[192,242],"m":[193,199,243],"3":[198],"By":[205],"analyzing":[206],"structure":[209],"monthly":[211],"data,":[213],"we":[214],"note":[215],"a":[216,236],"1-m":[217],"shift":[218],"volume":[221,238],"peak":[222,239],"between":[223],"GEDI\u2019s":[224],"leaf-on":[225,248],"leaf-off":[227],"periods.":[228],"At":[229],"same":[231],"time,":[232],"consistently":[234],"exhibits":[235],"lower":[237],"by":[240],"compared":[244],"during":[247],"seasons.":[249],"In":[250],"conclusion,":[251],"underscores":[254],"complementary":[256],"roles":[257],"accurately":[263],"mapping":[264],"diverse":[265],"types,":[267],"thereby":[268],"bolstering":[269],"effectiveness":[271],"mission.":[275]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2024-12-11T00:00:00"}
