{"id":"https://openalex.org/W4402261570","doi":"https://doi.org/10.1109/igarss53475.2024.10641914","title":"Spaceborne Lidar and Stereogrammetry Data Fusion to Predict Aboveground Biomass in Tropical Forests","display_name":"Spaceborne Lidar and Stereogrammetry Data Fusion to Predict Aboveground Biomass in Tropical Forests","publication_year":2024,"publication_date":"2024-07-07","ids":{"openalex":"https://openalex.org/W4402261570","doi":"https://doi.org/10.1109/igarss53475.2024.10641914"},"language":"en","primary_location":{"id":"doi:10.1109/igarss53475.2024.10641914","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss53475.2024.10641914","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-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/A5008475563","display_name":"Rodrigo Vieira Leite","orcid":"https://orcid.org/0000-0002-7840-3905"},"institutions":[{"id":"https://openalex.org/I1306266525","display_name":"Goddard Space Flight Center","ror":"https://ror.org/0171mag52","country_code":"US","type":"facility","lineage":["https://openalex.org/I1306266525","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rodrigo V. Leite","raw_affiliation_strings":["NASA Postdoctoral Program Fellow,Goddard Space Flight Center,Greenbelt,MD,20771"],"affiliations":[{"raw_affiliation_string":"NASA Postdoctoral Program Fellow,Goddard Space Flight Center,Greenbelt,MD,20771","institution_ids":["https://openalex.org/I1306266525"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112555666","display_name":"William Wagner","orcid":null},"institutions":[{"id":"https://openalex.org/I1306266525","display_name":"Goddard Space Flight Center","ror":"https://ror.org/0171mag52","country_code":"US","type":"facility","lineage":["https://openalex.org/I1306266525","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William Wagner","raw_affiliation_strings":["NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771"],"affiliations":[{"raw_affiliation_string":"NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771","institution_ids":["https://openalex.org/I1306266525"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083098196","display_name":"Margaret Wooten","orcid":"https://orcid.org/0000-0002-5259-757X"},"institutions":[{"id":"https://openalex.org/I1306266525","display_name":"Goddard Space Flight Center","ror":"https://ror.org/0171mag52","country_code":"US","type":"facility","lineage":["https://openalex.org/I1306266525","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Margaret Wooten","raw_affiliation_strings":["NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771"],"affiliations":[{"raw_affiliation_string":"NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771","institution_ids":["https://openalex.org/I1306266525"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049430706","display_name":"Monique Bohora Schlickmann","orcid":"https://orcid.org/0000-0001-6912-4771"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Monique B. Schlickmann","raw_affiliation_strings":["University of Florida,Forest Biometrics, Artificial Intelligence and Remote Sensing Laboratory (Silva lab), School of Forest, Fisheries, and Geomatics Sciences,Gainesville,FL,USA,32611"],"affiliations":[{"raw_affiliation_string":"University of Florida,Forest Biometrics, Artificial Intelligence and Remote Sensing Laboratory (Silva lab), School of Forest, Fisheries, and Geomatics Sciences,Gainesville,FL,USA,32611","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100666771","display_name":"Carlos Alberto Silva","orcid":"https://orcid.org/0000-0002-7844-3560"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carlos A. Silva","raw_affiliation_strings":["University of Florida,Forest Biometrics, Artificial Intelligence and Remote Sensing Laboratory (Silva lab), School of Forest, Fisheries, and Geomatics Sciences,Gainesville,FL,USA,32611"],"affiliations":[{"raw_affiliation_string":"University of Florida,Forest Biometrics, Artificial Intelligence and Remote Sensing Laboratory (Silva lab), School of Forest, Fisheries, and Geomatics Sciences,Gainesville,FL,USA,32611","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045065046","display_name":"Cibele Hummel do Amaral","orcid":"https://orcid.org/0000-0001-7597-2427"},"institutions":[{"id":"https://openalex.org/I188538660","display_name":"University of Colorado Boulder","ror":"https://ror.org/02ttsq026","country_code":"US","type":"education","lineage":["https://openalex.org/I188538660"]},{"id":"https://openalex.org/I161675122","display_name":"Cooperative Institute for Research in Environmental Sciences","ror":"https://ror.org/00bdqav06","country_code":"US","type":"facility","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I161675122","https://openalex.org/I188538660","https://openalex.org/I2802992173"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cibele H. Do Amaral","raw_affiliation_strings":["University of Colorado Boulder,Earth Lab, Cooperative Institute for Research in Environmental Sciences,Boulder,CO,USA,80303"],"affiliations":[{"raw_affiliation_string":"University of Colorado Boulder,Earth Lab, Cooperative Institute for Research in Environmental Sciences,Boulder,CO,USA,80303","institution_ids":["https://openalex.org/I161675122","https://openalex.org/I188538660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051415885","display_name":"Diogo Nepomuceno Cosenza","orcid":"https://orcid.org/0000-0001-8495-8002"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Diogo N. Cosenza","raw_affiliation_strings":["Federal University of Vi&#x00E7;osa,Department of Forest Engineering,Vi&#x00E7;osa,MG,Brazil,365709000"],"affiliations":[{"raw_affiliation_string":"Federal University of Vi&#x00E7;osa,Department of Forest Engineering,Vi&#x00E7;osa,MG,Brazil,365709000","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109776765","display_name":"Carlos Torres","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carlos M.M.E. Torres","raw_affiliation_strings":["Federal University of Vi&#x00E7;osa,Department of Forest Engineering,Vi&#x00E7;osa,MG,Brazil,365709000"],"affiliations":[{"raw_affiliation_string":"Federal University of Vi&#x00E7;osa,Department of Forest Engineering,Vi&#x00E7;osa,MG,Brazil,365709000","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005555695","display_name":"Ameni Mkaouar","orcid":"https://orcid.org/0000-0002-0391-1024"},"institutions":[{"id":"https://openalex.org/I1306266525","display_name":"Goddard Space Flight Center","ror":"https://ror.org/0171mag52","country_code":"US","type":"facility","lineage":["https://openalex.org/I1306266525","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ameni Mkaouar","raw_affiliation_strings":["NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771"],"affiliations":[{"raw_affiliation_string":"NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771","institution_ids":["https://openalex.org/I1306266525"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020102191","display_name":"Shashank Bhushan","orcid":"https://orcid.org/0000-0003-3712-996X"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shashank Bhushan","raw_affiliation_strings":["University of Washington,Department of Civil and Environmental Engineering,Seattle,WA,USA"],"affiliations":[{"raw_affiliation_string":"University of Washington,Department of Civil and Environmental Engineering,Seattle,WA,USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080247212","display_name":"David Shean","orcid":"https://orcid.org/0000-0003-3840-3860"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Shean","raw_affiliation_strings":["University of Washington,Department of Civil and Environmental Engineering,Seattle,WA,USA"],"affiliations":[{"raw_affiliation_string":"University of Washington,Department of Civil and Environmental Engineering,Seattle,WA,USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003573167","display_name":"Paul Montesano","orcid":"https://orcid.org/0000-0003-1695-2439"},"institutions":[{"id":"https://openalex.org/I1306266525","display_name":"Goddard Space Flight Center","ror":"https://ror.org/0171mag52","country_code":"US","type":"facility","lineage":["https://openalex.org/I1306266525","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Montesano","raw_affiliation_strings":["NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771"],"affiliations":[{"raw_affiliation_string":"NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771","institution_ids":["https://openalex.org/I1306266525"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031267447","display_name":"Douglas C. Morton","orcid":"https://orcid.org/0000-0003-2226-1124"},"institutions":[{"id":"https://openalex.org/I1306266525","display_name":"Goddard Space Flight Center","ror":"https://ror.org/0171mag52","country_code":"US","type":"facility","lineage":["https://openalex.org/I1306266525","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Douglas C. Morton","raw_affiliation_strings":["NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771"],"affiliations":[{"raw_affiliation_string":"NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771","institution_ids":["https://openalex.org/I1306266525"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000454558","display_name":"C. S. R. Neigh","orcid":"https://orcid.org/0000-0002-5322-6340"},"institutions":[{"id":"https://openalex.org/I1306266525","display_name":"Goddard Space Flight Center","ror":"https://ror.org/0171mag52","country_code":"US","type":"facility","lineage":["https://openalex.org/I1306266525","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher S.R. Neigh","raw_affiliation_strings":["NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771"],"affiliations":[{"raw_affiliation_string":"NASA Goddard Space Flight Center,Biospheric Sciences Laboratory, Code 618,Greenbelt,MD,USA,20771","institution_ids":["https://openalex.org/I1306266525"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":14,"corresponding_author_ids":["https://openalex.org/A5008475563"],"corresponding_institution_ids":["https://openalex.org/I1306266525"],"apc_list":null,"apc_paid":null,"fwci":0.2173,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.49422756,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"3592","last_page":"3595"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9995999932289124,"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/T11880","display_name":"Forest ecology and management","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/lidar","display_name":"Lidar","score":0.7634878754615784},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6630920171737671},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5910346508026123},{"id":"https://openalex.org/keywords/biomass","display_name":"Biomass (ecology)","score":0.5712418556213379},{"id":"https://openalex.org/keywords/tropical-forest","display_name":"Tropical forest","score":0.5559179186820984},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4902046322822571},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.4796062707901001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.24024102091789246},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2179100513458252},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.14719495177268982},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.10239550471305847},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.09656968712806702},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.0582118034362793}],"concepts":[{"id":"https://openalex.org/C51399673","wikidata":"https://www.wikidata.org/wiki/Q504027","display_name":"Lidar","level":2,"score":0.7634878754615784},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6630920171737671},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5910346508026123},{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.5712418556213379},{"id":"https://openalex.org/C2776285232","wikidata":"https://www.wikidata.org/wiki/Q1048194","display_name":"Tropical forest","level":2,"score":0.5559179186820984},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4902046322822571},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.4796062707901001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.24024102091789246},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2179100513458252},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.14719495177268982},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.10239550471305847},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.09656968712806702},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0582118034362793},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/igarss53475.2024.10641914","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss53475.2024.10641914","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","score":0.5,"id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1831050183","https://openalex.org/W1964217023","https://openalex.org/W1964409545","https://openalex.org/W1978617972","https://openalex.org/W1987997875","https://openalex.org/W1998997260","https://openalex.org/W2063623478","https://openalex.org/W2224070395","https://openalex.org/W2308516304","https://openalex.org/W2789513459","https://openalex.org/W2888945633","https://openalex.org/W2922384210","https://openalex.org/W2983286147","https://openalex.org/W3003509779","https://openalex.org/W3043537418","https://openalex.org/W3094643344","https://openalex.org/W3111227849","https://openalex.org/W3163231391","https://openalex.org/W3177033561","https://openalex.org/W4205698403","https://openalex.org/W4289687884","https://openalex.org/W4322755917","https://openalex.org/W4387071022","https://openalex.org/W4388627415"],"related_works":["https://openalex.org/W4319317934","https://openalex.org/W2901265155","https://openalex.org/W2956374172","https://openalex.org/W4319837668","https://openalex.org/W4308071650","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W3214791684","https://openalex.org/W2353265673","https://openalex.org/W2152662039"],"abstract_inverted_index":{"Quantifying":[0],"aboveground":[1],"biomass":[2],"(AGB)":[3],"in":[4,69,131,154,258,289],"tropical":[5,71,290],"forests":[6],"is":[7,226,248],"a":[8,70,97,168,188,256],"challenging":[9],"but":[10],"necessary":[11,250],"task":[12],"to":[13,16,36,54,66,126,134,149,161,192,222,237,240,244,251,269,286],"support":[14,270],"actions":[15],"preserve":[17],"and":[18,78,146,157,177,182,206,262,280],"restore":[19],"these":[20,58,230,253],"ecosystems.":[21],"Recent":[22],"methods":[23],"have":[24],"leveraged":[25],"the":[26,41,117,124,132,143,155,162,214,219,223,273],"integration":[27,274],"of":[28,43,62,91,198,275],"NASA\u2019s":[29],"spaceborne":[30,50,98,278],"lidar":[31,279],"GEDI":[32,79],"with":[33,282],"imaging":[34],"sensors":[35,51],"improve":[37],"AGB":[38,68,185,194],"predictions.":[39],"However,":[40],"use":[42],"high-resolution":[44,92],"(<1":[45],"m)":[46],"stereo":[47,76,93],"images":[48,77,148,281],"from":[49,96,116,123,142,213],"still":[52,249],"needs":[53],"be":[55,127],"explored":[56],"within":[57],"frameworks.":[59],"The":[60,190,211,265],"objective":[61],"this":[63],"study":[64],"was":[65,86,105],"predict":[67,135,193,245],"forest":[72],"patch":[73],"by":[74,88,108],"combining":[75],"data.":[80],"A":[81,100],"digital":[82,113],"surface":[83],"model":[84,103,115,133,156,171,191],"(Stereo-DSM)":[85],"generated":[87],"stereophotogrammetric":[89],"processing":[90],"pairs":[94],"collected":[95],"sensor.":[99],"canopy":[101,238,259],"height":[102],"(Stereo-CHM)":[104],"then":[106],"derived":[107],"subtracting":[109],"an":[110,227],"airborne":[111],"lidar-derived":[112],"terrain":[114],"Stereo-DSM.":[118],"Descriptive":[119],"statistics":[120],"were":[121,216],"calculated":[122,139],"Stereo-CHM":[125,163,215],"used":[128],"as":[129,180,187,218],"predictors":[130],"AGB.":[136,246],"We":[137],"also":[138],"vegetation":[140,288],"indices":[141],"Harmonized":[144],"Landsat-Sentinel":[145],"Sentinel-1":[147],"compare":[150],"their":[151,159],"relative":[152],"importance":[153],"assess":[158],"relationship":[160],"metrics.":[164],"Finally,":[165],"we":[166],"trained":[167],"Random":[169],"Forest":[170],"using":[172],"stereogrammetry":[173],"-":[174],"derived,":[175],"multispectral":[176],"SAR":[178],"metrics":[179,197,212,231],"features":[181],"GEDI\u2019s":[183],"footprint-level":[184],"product":[186],"reference.":[189],"yielded":[195],"performance":[196],"r":[199],"=":[200,203,208],"0.63,":[201],"RMSE":[202],"25.38":[204],"Mg/ha,":[205],"MD":[207],"2.1":[209],"Mg/ha.":[210],"ranked":[217],"most":[220],"important":[221,234,268],"model.":[224],"This":[225],"indication":[228],"that":[229],"can":[232],"add":[233],"information":[235],"related":[236],"structure":[239],"inform":[241],"GEDI-based":[242],"models":[243],"It":[247],"evaluate":[252],"results":[254],"considering":[255],"variation":[257],"cover,":[260],"topography,":[261],"understory":[263],"vegetation.":[264],"findings":[266],"are":[267],"advances":[271],"on":[272],"large":[276],"footprint":[277],"sub-meter":[283],"spatial":[284],"resolution":[285],"characterize":[287],"forests.":[291]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}