{"id":"https://openalex.org/W3190534011","doi":"https://doi.org/10.3390/rs13152970","title":"Non-Destructive Biomass Estimation in Mediterranean Alpha Steppes: Improving Traditional Methods for Measuring Dry and Green Fractions by Combining Proximal Remote Sensing Tools","display_name":"Non-Destructive Biomass Estimation in Mediterranean Alpha Steppes: Improving Traditional Methods for Measuring Dry and Green Fractions by Combining Proximal Remote Sensing Tools","publication_year":2021,"publication_date":"2021-07-28","ids":{"openalex":"https://openalex.org/W3190534011","doi":"https://doi.org/10.3390/rs13152970","mag":"3190534011"},"language":"en","primary_location":{"id":"doi:10.3390/rs13152970","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13152970","pdf_url":"https://www.mdpi.com/2072-4292/13/15/2970/pdf?version=1627467355","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/13/15/2970/pdf?version=1627467355","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005392379","display_name":"Borja Rodr\u00edguez\u2010Lozano","orcid":null},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Borja Rodr\u00edguez-Lozano","raw_affiliation_strings":["Agronomy Department, University of Almer\u00eda, 04120 Almer\u00eda, Spain","Centro de Investigaci\u00f3n de Colecciones Cient\u00edficas de la Universidad de Almer\u00eda (CECOUAL), 04120 Almer\u00eda, Spain"],"affiliations":[{"raw_affiliation_string":"Agronomy Department, University of Almer\u00eda, 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]},{"raw_affiliation_string":"Centro de Investigaci\u00f3n de Colecciones Cient\u00edficas de la Universidad de Almer\u00eda (CECOUAL), 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081883788","display_name":"Emilio Rodr\u00edguez\u2010Caballero","orcid":"https://orcid.org/0000-0002-5934-3214"},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Emilio Rodr\u00edguez-Caballero","raw_affiliation_strings":["Agronomy Department, University of Almer\u00eda, 04120 Almer\u00eda, Spain","Centro de Investigaci\u00f3n de Colecciones Cient\u00edficas de la Universidad de Almer\u00eda (CECOUAL), 04120 Almer\u00eda, Spain"],"affiliations":[{"raw_affiliation_string":"Agronomy Department, University of Almer\u00eda, 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]},{"raw_affiliation_string":"Centro de Investigaci\u00f3n de Colecciones Cient\u00edficas de la Universidad de Almer\u00eda (CECOUAL), 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051397738","display_name":"Lisa Maggioli","orcid":"https://orcid.org/0000-0001-6788-3205"},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Lisa Maggioli","raw_affiliation_strings":["Agronomy Department, University of Almer\u00eda, 04120 Almer\u00eda, Spain","Centro de Investigaci\u00f3n de Colecciones Cient\u00edficas de la Universidad de Almer\u00eda (CECOUAL), 04120 Almer\u00eda, Spain"],"affiliations":[{"raw_affiliation_string":"Agronomy Department, University of Almer\u00eda, 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]},{"raw_affiliation_string":"Centro de Investigaci\u00f3n de Colecciones Cient\u00edficas de la Universidad de Almer\u00eda (CECOUAL), 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013081203","display_name":"Yolanda Cant\u00f3n","orcid":"https://orcid.org/0000-0002-6848-019X"},"institutions":[{"id":"https://openalex.org/I52354020","display_name":"University of Almer\u00eda","ror":"https://ror.org/003d3xx08","country_code":"ES","type":"education","lineage":["https://openalex.org/I52354020"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Yolanda Cant\u00f3n","raw_affiliation_strings":["Agronomy Department, University of Almer\u00eda, 04120 Almer\u00eda, Spain","Centro de Investigaci\u00f3n de Colecciones Cient\u00edficas de la Universidad de Almer\u00eda (CECOUAL), 04120 Almer\u00eda, Spain"],"affiliations":[{"raw_affiliation_string":"Agronomy Department, University of Almer\u00eda, 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]},{"raw_affiliation_string":"Centro de Investigaci\u00f3n de Colecciones Cient\u00edficas de la Universidad de Almer\u00eda (CECOUAL), 04120 Almer\u00eda, Spain","institution_ids":["https://openalex.org/I52354020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5005392379"],"corresponding_institution_ids":["https://openalex.org/I52354020"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.6384,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.64420881,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"13","issue":"15","first_page":"2970","last_page":"2970"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9998000264167786,"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":0.996399998664856,"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/environmental-science","display_name":"Environmental science","score":0.6303372383117676},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.532698392868042},{"id":"https://openalex.org/keywords/biomass","display_name":"Biomass (ecology)","score":0.502255916595459},{"id":"https://openalex.org/keywords/point-cloud","display_name":"Point cloud","score":0.45031312108039856},{"id":"https://openalex.org/keywords/convex-hull","display_name":"Convex hull","score":0.4428856670856476},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.33711040019989014},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2326464056968689},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.16941094398498535},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.12406638264656067},{"id":"https://openalex.org/keywords/regular-polygon","display_name":"Regular polygon","score":0.09945449233055115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.09331893920898438},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08480566740036011}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6303372383117676},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.532698392868042},{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.502255916595459},{"id":"https://openalex.org/C131979681","wikidata":"https://www.wikidata.org/wiki/Q1899648","display_name":"Point cloud","level":2,"score":0.45031312108039856},{"id":"https://openalex.org/C206194317","wikidata":"https://www.wikidata.org/wiki/Q1138624","display_name":"Convex hull","level":3,"score":0.4428856670856476},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33711040019989014},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2326464056968689},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.16941094398498535},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.12406638264656067},{"id":"https://openalex.org/C112680207","wikidata":"https://www.wikidata.org/wiki/Q714886","display_name":"Regular polygon","level":2,"score":0.09945449233055115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.09331893920898438},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08480566740036011},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs13152970","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13152970","pdf_url":"https://www.mdpi.com/2072-4292/13/15/2970/pdf?version=1627467355","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:76ba4a6624074fdc8821ca53ef4c8277","is_oa":true,"landing_page_url":"https://doaj.org/article/76ba4a6624074fdc8821ca53ef4c8277","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 15, p 2970 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/15/2970/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13152970","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 13; Issue 15; Pages: 2970","raw_type":"Text"},{"id":"pmh:oai:repositorio.ual.es:10835/12083","is_oa":true,"landing_page_url":"http://hdl.handle.net/10835/12083","pdf_url":null,"source":{"id":"https://openalex.org/S4306400756","display_name":"Repositorio de Patentes de la Universidad de Almer\u00eda (Universidad de Almer\u00eda)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/rs13152970","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13152970","pdf_url":"https://www.mdpi.com/2072-4292/13/15/2970/pdf?version=1627467355","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3190534011.pdf","grobid_xml":"https://content.openalex.org/works/W3190534011.grobid-xml"},"referenced_works_count":118,"referenced_works":["https://openalex.org/W48148589","https://openalex.org/W119626103","https://openalex.org/W170623115","https://openalex.org/W265778936","https://openalex.org/W800775703","https://openalex.org/W1000803688","https://openalex.org/W1434564024","https://openalex.org/W1475007057","https://openalex.org/W1751770737","https://openalex.org/W1766158865","https://openalex.org/W1901734216","https://openalex.org/W1973409098","https://openalex.org/W1973471274","https://openalex.org/W1980375943","https://openalex.org/W1985045038","https://openalex.org/W1985787779","https://openalex.org/W1998438756","https://openalex.org/W2000613913","https://openalex.org/W2002730835","https://openalex.org/W2005156666","https://openalex.org/W2006955178","https://openalex.org/W2015853693","https://openalex.org/W2016923854","https://openalex.org/W2023081345","https://openalex.org/W2032321106","https://openalex.org/W2032986314","https://openalex.org/W2036277442","https://openalex.org/W2063435280","https://openalex.org/W2063623478","https://openalex.org/W2065634033","https://openalex.org/W2067165518","https://openalex.org/W2072093516","https://openalex.org/W2076708840","https://openalex.org/W2077133388","https://openalex.org/W2081719320","https://openalex.org/W2082263501","https://openalex.org/W2084229106","https://openalex.org/W2086372322","https://openalex.org/W2102371801","https://openalex.org/W2104146598","https://openalex.org/W2105701225","https://openalex.org/W2106376825","https://openalex.org/W2107413171","https://openalex.org/W2109606373","https://openalex.org/W2116952004","https://openalex.org/W2118921056","https://openalex.org/W2121025745","https://openalex.org/W2121942758","https://openalex.org/W2134870022","https://openalex.org/W2135880151","https://openalex.org/W2136696590","https://openalex.org/W2142312119","https://openalex.org/W2154209249","https://openalex.org/W2160451083","https://openalex.org/W2162149257","https://openalex.org/W2166321939","https://openalex.org/W2167324796","https://openalex.org/W2168273417","https://openalex.org/W2169402217","https://openalex.org/W2170049772","https://openalex.org/W2207216579","https://openalex.org/W2255632431","https://openalex.org/W2295598076","https://openalex.org/W2320903961","https://openalex.org/W2330428476","https://openalex.org/W2337619010","https://openalex.org/W2338434179","https://openalex.org/W2413910992","https://openalex.org/W2493106325","https://openalex.org/W2527752000","https://openalex.org/W2561797962","https://openalex.org/W2564060852","https://openalex.org/W2588862428","https://openalex.org/W2596389487","https://openalex.org/W2601707210","https://openalex.org/W2617056706","https://openalex.org/W2617295820","https://openalex.org/W2640752880","https://openalex.org/W2737783156","https://openalex.org/W2744949162","https://openalex.org/W2752994141","https://openalex.org/W2771668052","https://openalex.org/W2803123220","https://openalex.org/W2805920676","https://openalex.org/W2808834178","https://openalex.org/W2890591505","https://openalex.org/W2891287701","https://openalex.org/W2893418654","https://openalex.org/W2896093363","https://openalex.org/W2897319235","https://openalex.org/W2901388714","https://openalex.org/W2912371500","https://openalex.org/W2944308359","https://openalex.org/W2949321026","https://openalex.org/W2951986078","https://openalex.org/W2959583933","https://openalex.org/W2965071975","https://openalex.org/W2971872054","https://openalex.org/W2980990633","https://openalex.org/W2988601457","https://openalex.org/W2997047947","https://openalex.org/W3000170764","https://openalex.org/W3008705442","https://openalex.org/W3028855635","https://openalex.org/W3035803741","https://openalex.org/W3096102184","https://openalex.org/W3123326116","https://openalex.org/W3132640023","https://openalex.org/W3144125218","https://openalex.org/W3150615185","https://openalex.org/W3162117813","https://openalex.org/W4390934563","https://openalex.org/W6602417957","https://openalex.org/W6639745655","https://openalex.org/W6652279545","https://openalex.org/W6727577451","https://openalex.org/W6731250744","https://openalex.org/W6755258632"],"related_works":["https://openalex.org/W3016928466","https://openalex.org/W4389574804","https://openalex.org/W2936725271","https://openalex.org/W3150655618","https://openalex.org/W2295788148","https://openalex.org/W1578717197","https://openalex.org/W3108295644","https://openalex.org/W2626737336","https://openalex.org/W2005998065","https://openalex.org/W2562256921"],"abstract_inverted_index":{"The":[0],"Mediterranean":[1,279],"region":[2],"is":[3,37,275],"experiencing":[4],"a":[5,15,38,42,104,308],"stronger":[6],"warming":[7],"effect":[8],"than":[9],"other":[10],"regions,":[11],"which":[12,274,282],"has":[13,67],"generated":[14],"cascade":[16],"of":[17,25,44,52,113,119,208,300,315],"negative":[18],"impacts":[19],"on":[20],"productivity,":[21],"biodiversity,":[22],"and":[23,32,48,50,86,89,115,136,159,174,184,188,222,242,253,261,265,305,313],"stability":[24],"the":[26,53,110,143,150,164,200,202,212,218,298],"ecosystem.":[27],"To":[28],"monitor":[29],"ecosystem":[30,46,327],"status":[31],"dynamics,":[33,306],"aboveground":[34],"biomass":[35,81,117,244,304],"(AGB)":[36],"good":[39],"indicator,":[40],"being":[41,95],"surrogate":[43],"many":[45],"functions":[47],"services":[49],"one":[51],"main":[54],"terrestrial":[55,130],"carbon":[56],"pools.":[57],"Thus,":[58,291],"accurate":[59],"methodologies":[60,322],"for":[61,97,108,179,193,297,311,323],"AGB":[62,114,180,194,236,283,324],"estimation":[63,325],"are":[64,83],"needed.":[65],"This":[66],"been":[68],"traditionally":[69],"done":[70],"by":[71,124,167,233],"performing":[72],"direct":[73],"field":[74],"measurements.":[75,170],"However,":[76],"field-based":[77,169],"methods,":[78],"such":[79],"as":[80],"harvesting,":[82],"destructive,":[84],"expensive,":[85],"time":[87],"consuming":[88],"only":[90],"provide":[91],"punctual":[92],"information,":[93,240],"not":[94],"appropriate":[96],"large":[98],"scale":[99],"applications.":[100],"Here,":[101],"we":[102],"propose":[103],"new":[105,321],"non-destructive":[106],"methodology":[107],"monitoring":[109],"spatiotemporal":[111],"dynamics":[112],"green":[116,241],"(GB)":[118],"M.":[120,301],"tenacissima":[121,302],"L.":[122,303],"plants":[123],"combining":[125,234],"structural":[126],"information":[127],"obtained":[128,166],"from":[129,149],"laser":[131],"scanner":[132],"(TLS)":[133],"point":[134,152],"clouds":[135,153],"spectral":[137,239],"information.":[138],"Our":[139],"results":[140,165,293],"demonstrate":[141],"that":[142,232],"three":[144],"volume":[145],"measurement":[146,299],"methods":[147],"derived":[148],"TLS":[151,235],"tested":[154],"(3D":[155],"convex":[156,220],"hull,":[157],"voxel,":[158],"raster":[160,223],"surface":[161],"models)":[162],"improved":[163],"traditional":[168],"(Adjust-R2":[171,250],"=":[172,176,186,190,251,255,263,267],"0.86\u20130.84":[173],"RMSE":[175,189,254,266],"927.3\u2013960.2":[177],"g":[178,192,257,269],"in":[181,195,258,270,277,281,286],"OLS":[182,259],"regressions":[183,260],"Adjust-R2":[185,262],"0.93":[187],"376.6\u2013385.1":[191],"gradient":[196,271],"boosting":[197,272],"regression).":[198],"Among":[199],"approaches,":[201],"voxel":[203],"model":[204],"at":[205,319,326],"5":[206],"cm":[207],"spatial":[209],"resolution":[210],"provided":[211],"best":[213],"results;":[214],"however,":[215],"differences":[216],"with":[217,238],"3D":[219],"hull":[221],"surface-based":[224],"models":[225],"were":[226],"very":[227],"small.":[228],"We":[229],"also":[230],"found":[231],"estimations":[237],"dry":[243],"fraction":[245],"can":[246],"be":[247],"accurately":[248],"measured":[249],"0.65\u20130.56":[252],"149.96\u2013166.87":[256],"0.96\u20130.97":[264],"46.1\u201349.8":[268],"regression),":[273],"critical":[276],"heterogeneous":[278],"ecosystems":[280],"largely":[284],"varies":[285],"response":[287],"to":[288],"climatic":[289],"fluctuations.":[290],"our":[292],"represent":[294],"important":[295],"progress":[296],"providing":[307],"promising":[309],"tool":[310],"calibration":[312],"validation":[314],"further":[316],"studies":[317],"aimed":[318],"developing":[320],"regional":[328],"scales.":[329]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2021-08-16T00:00:00"}