{"id":"https://openalex.org/W2085718984","doi":"https://doi.org/10.3390/s140815348","title":"Intra-and-Inter Species Biomass Prediction in a Plantation Forest: Testing the Utility of High Spatial Resolution Spaceborne Multispectral RapidEye Sensor and Advanced Machine Learning Algorithms","display_name":"Intra-and-Inter Species Biomass Prediction in a Plantation Forest: Testing the Utility of High Spatial Resolution Spaceborne Multispectral RapidEye Sensor and Advanced Machine Learning Algorithms","publication_year":2014,"publication_date":"2014-08-20","ids":{"openalex":"https://openalex.org/W2085718984","doi":"https://doi.org/10.3390/s140815348","mag":"2085718984","pmid":"https://pubmed.ncbi.nlm.nih.gov/25140631"},"language":"en","primary_location":{"id":"doi:10.3390/s140815348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s140815348","pdf_url":"https://www.mdpi.com/1424-8220/14/8/15348/pdf?version=1408946046","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/14/8/15348/pdf?version=1408946046","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085346745","display_name":"Timothy Dube","orcid":"https://orcid.org/0000-0003-3456-8991"},"institutions":[{"id":"https://openalex.org/I95023434","display_name":"University of KwaZulu-Natal","ror":"https://ror.org/04qzfn040","country_code":"ZA","type":"education","lineage":["https://openalex.org/I95023434"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Timothy Dube","raw_affiliation_strings":["Discipline of Geography, School of Agricultural, Earth and Environmental Sciences,  University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","Discipline of Geography, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa"],"affiliations":[{"raw_affiliation_string":"Discipline of Geography, School of Agricultural, Earth and Environmental Sciences,  University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","institution_ids":["https://openalex.org/I95023434"]},{"raw_affiliation_string":"Discipline of Geography, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","institution_ids":["https://openalex.org/I95023434"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052316745","display_name":"Onisimo Mutanga","orcid":"https://orcid.org/0000-0002-7358-8111"},"institutions":[{"id":"https://openalex.org/I95023434","display_name":"University of KwaZulu-Natal","ror":"https://ror.org/04qzfn040","country_code":"ZA","type":"education","lineage":["https://openalex.org/I95023434"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Onisimo Mutanga","raw_affiliation_strings":["Discipline of Geography, School of Agricultural, Earth and Environmental Sciences,  University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","Discipline of Geography, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa"],"affiliations":[{"raw_affiliation_string":"Discipline of Geography, School of Agricultural, Earth and Environmental Sciences,  University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","institution_ids":["https://openalex.org/I95023434"]},{"raw_affiliation_string":"Discipline of Geography, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","institution_ids":["https://openalex.org/I95023434"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072945920","display_name":"Elhadi Adam","orcid":"https://orcid.org/0000-0003-3626-5839"},"institutions":[{"id":"https://openalex.org/I192619145","display_name":"University of the Witwatersrand","ror":"https://ror.org/03rp50x72","country_code":"ZA","type":"education","lineage":["https://openalex.org/I192619145"]},{"id":"https://openalex.org/I4210109302","display_name":"Rice Institute","ror":"https://ror.org/01ydxj048","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210109302"]},{"id":"https://openalex.org/I95023434","display_name":"University of KwaZulu-Natal","ror":"https://ror.org/04qzfn040","country_code":"ZA","type":"education","lineage":["https://openalex.org/I95023434"]}],"countries":["US","ZA"],"is_corresponding":false,"raw_author_name":"Adam Elhadi","raw_affiliation_strings":["Discipline of Geography, School of Agricultural, Earth and Environmental Sciences,  University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","University of Witwatersrand, Geography and Environmental Studies Division School of Geography, Archaeology and Environmental Studies, Room 102-Bernard Price Building,  East Campus, Braamfontein Johannesburg 2050, South Africa","Discipline of Geography, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","University of Witwatersrand, Geography and Environmental Studies Division School of Geography, Archaeology and Environmental Studies, Room 102-Bernard Price Building, East Campus, Braamfontein Johannesburg 2050, South Africa"],"affiliations":[{"raw_affiliation_string":"Discipline of Geography, School of Agricultural, Earth and Environmental Sciences,  University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","institution_ids":["https://openalex.org/I95023434"]},{"raw_affiliation_string":"University of Witwatersrand, Geography and Environmental Studies Division School of Geography, Archaeology and Environmental Studies, Room 102-Bernard Price Building,  East Campus, Braamfontein Johannesburg 2050, South Africa","institution_ids":["https://openalex.org/I192619145","https://openalex.org/I4210109302"]},{"raw_affiliation_string":"Discipline of Geography, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","institution_ids":["https://openalex.org/I95023434"]},{"raw_affiliation_string":"University of Witwatersrand, Geography and Environmental Studies Division School of Geography, Archaeology and Environmental Studies, Room 102-Bernard Price Building, East Campus, Braamfontein Johannesburg 2050, South Africa","institution_ids":["https://openalex.org/I192619145"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049224408","display_name":"Riyad Ismail","orcid":"https://orcid.org/0000-0001-5020-4579"},"institutions":[{"id":"https://openalex.org/I95023434","display_name":"University of KwaZulu-Natal","ror":"https://ror.org/04qzfn040","country_code":"ZA","type":"education","lineage":["https://openalex.org/I95023434"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Riyad Ismail","raw_affiliation_strings":["Discipline of Geography, School of Agricultural, Earth and Environmental Sciences,  University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","Discipline of Geography, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa"],"affiliations":[{"raw_affiliation_string":"Discipline of Geography, School of Agricultural, Earth and Environmental Sciences,  University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","institution_ids":["https://openalex.org/I95023434"]},{"raw_affiliation_string":"Discipline of Geography, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, P/Bag X01, Scottsville, Pietermaritzburg 3209, South Africa","institution_ids":["https://openalex.org/I95023434"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5085346745"],"corresponding_institution_ids":["https://openalex.org/I95023434"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":9.6747,"has_fulltext":true,"cited_by_count":126,"citation_normalized_percentile":{"value":0.98521521,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"14","issue":"8","first_page":"15348","last_page":"15370"},"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":0.9975000023841858,"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/random-forest","display_name":"Random forest","score":0.8652435541152954},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.7232480049133301},{"id":"https://openalex.org/keywords/biomass","display_name":"Biomass (ecology)","score":0.6884651184082031},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.6719661951065063},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5878278017044067},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.535936713218689},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.46345254778862},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.46340274810791016},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.46145734190940857},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.4571083188056946},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.4525843560695648},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4317563772201538},{"id":"https://openalex.org/keywords/high-resolution","display_name":"High resolution","score":0.4233446419239044},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36168068647384644},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3547619879245758},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.34075337648391724},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3398261070251465},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.19815507531166077},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.11185559630393982},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10398435592651367}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.8652435541152954},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.7232480049133301},{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.6884651184082031},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.6719661951065063},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5878278017044067},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.535936713218689},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.46345254778862},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.46340274810791016},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.46145734190940857},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.4571083188056946},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.4525843560695648},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4317563772201538},{"id":"https://openalex.org/C3020199158","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"High resolution","level":2,"score":0.4233446419239044},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36168068647384644},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3547619879245758},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.34075337648391724},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3398261070251465},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.19815507531166077},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.11185559630393982},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10398435592651367},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004784","descriptor_name":"Environmental Monitoring","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004784","descriptor_name":"Environmental Monitoring","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004784","descriptor_name":"Environmental Monitoring","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017753","descriptor_name":"Ecosystem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017753","descriptor_name":"Ecosystem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017753","descriptor_name":"Ecosystem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018533","descriptor_name":"Biomass","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018533","descriptor_name":"Biomass","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018533","descriptor_name":"Biomass","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058998","descriptor_name":"Remote Sensing Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058998","descriptor_name":"Remote Sensing Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058998","descriptor_name":"Remote Sensing Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3390/s140815348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s140815348","pdf_url":"https://www.mdpi.com/1424-8220/14/8/15348/pdf?version=1408946046","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:25140631","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/25140631","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:3ee3d795e0d84969ad4c72f386d28a90","is_oa":true,"landing_page_url":"https://doaj.org/article/3ee3d795e0d84969ad4c72f386d28a90","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":"Sensors, Vol 14, Iss 8, Pp 15348-15370 (2014)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:3156411","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4179085","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":null,"raw_type":"Text"},{"id":"pmh:oai:mdpi.com:/1424-8220/14/8/15348/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s140815348","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":"Sensors; Volume 14; Issue 8; Pages: 15348-15370","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s140815348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s140815348","pdf_url":"https://www.mdpi.com/1424-8220/14/8/15348/pdf?version=1408946046","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6200000047683716,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2085718984.pdf","grobid_xml":"https://content.openalex.org/works/W2085718984.grobid-xml"},"referenced_works_count":101,"referenced_works":["https://openalex.org/W273955616","https://openalex.org/W1007704209","https://openalex.org/W1480376833","https://openalex.org/W1548396839","https://openalex.org/W1554944419","https://openalex.org/W1558918611","https://openalex.org/W1678356000","https://openalex.org/W1964514007","https://openalex.org/W1965263228","https://openalex.org/W1965300016","https://openalex.org/W1977761893","https://openalex.org/W1987097445","https://openalex.org/W1990653740","https://openalex.org/W1991260409","https://openalex.org/W1991341257","https://openalex.org/W1991929991","https://openalex.org/W1991933965","https://openalex.org/W1994809198","https://openalex.org/W1999410614","https://openalex.org/W2000102737","https://openalex.org/W2002987700","https://openalex.org/W2007075342","https://openalex.org/W2008915899","https://openalex.org/W2011287807","https://openalex.org/W2017658827","https://openalex.org/W2018627383","https://openalex.org/W2021956254","https://openalex.org/W2025838522","https://openalex.org/W2026257972","https://openalex.org/W2035519366","https://openalex.org/W2039559266","https://openalex.org/W2040120109","https://openalex.org/W2041392558","https://openalex.org/W2042197842","https://openalex.org/W2043716828","https://openalex.org/W2046407821","https://openalex.org/W2046511834","https://openalex.org/W2055848082","https://openalex.org/W2056352756","https://openalex.org/W2063623478","https://openalex.org/W2066834920","https://openalex.org/W2068655117","https://openalex.org/W2075125986","https://openalex.org/W2075898798","https://openalex.org/W2077060481","https://openalex.org/W2080401607","https://openalex.org/W2080588314","https://openalex.org/W2081939405","https://openalex.org/W2083805427","https://openalex.org/W2088854144","https://openalex.org/W2089441588","https://openalex.org/W2092122686","https://openalex.org/W2093540905","https://openalex.org/W2093906232","https://openalex.org/W2094145178","https://openalex.org/W2098247895","https://openalex.org/W2100557629","https://openalex.org/W2101664201","https://openalex.org/W2103122046","https://openalex.org/W2105770001","https://openalex.org/W2106252139","https://openalex.org/W2110642642","https://openalex.org/W2112144785","https://openalex.org/W2113249705","https://openalex.org/W2113530671","https://openalex.org/W2115298764","https://openalex.org/W2117134952","https://openalex.org/W2117442581","https://openalex.org/W2121028877","https://openalex.org/W2124121789","https://openalex.org/W2133424675","https://openalex.org/W2133751300","https://openalex.org/W2135695572","https://openalex.org/W2136896764","https://openalex.org/W2143481518","https://openalex.org/W2145442946","https://openalex.org/W2145862305","https://openalex.org/W2149203768","https://openalex.org/W2149495038","https://openalex.org/W2153866923","https://openalex.org/W2157760685","https://openalex.org/W2158770403","https://openalex.org/W2161548576","https://openalex.org/W2162953324","https://openalex.org/W2163244184","https://openalex.org/W2166307050","https://openalex.org/W2166465566","https://openalex.org/W2169402217","https://openalex.org/W2169627224","https://openalex.org/W2177299793","https://openalex.org/W2186782367","https://openalex.org/W2560789523","https://openalex.org/W2911964244","https://openalex.org/W2939474406","https://openalex.org/W4285719527","https://openalex.org/W4298443574","https://openalex.org/W6610017368","https://openalex.org/W6633604892","https://openalex.org/W6661075708","https://openalex.org/W6664667631","https://openalex.org/W6675718511"],"related_works":["https://openalex.org/W2967733078","https://openalex.org/W3204430031","https://openalex.org/W3137904399","https://openalex.org/W4310492845","https://openalex.org/W2885778889","https://openalex.org/W4310224730","https://openalex.org/W2766514146","https://openalex.org/W4289703016","https://openalex.org/W2885516856","https://openalex.org/W3094138326"],"abstract_inverted_index":{"The":[0,99,220],"quantification":[1],"of":[2,15,142,146,153,156,164,167,186,189,225],"aboveground":[3],"biomass":[4,36,50,81,113,204,230],"using":[5,82,115,132,237],"remote":[6,26],"sensing":[7,27],"is":[8,40],"critical":[9],"for":[10,21,110,149,159,170,182],"better":[11],"understanding":[12],"the":[13,91,103,107,117,125,133,137,171,196,223,238],"role":[14],"forests":[16],"in":[17,33,37,46,95,228],"carbon":[18],"sequestration":[19],"and":[20,71,144,162,235],"informed":[22],"sustainable":[23],"management.":[24],"Although":[25],"techniques":[28],"have":[29],"been":[30],"proven":[31],"useful":[32],"assessing":[34],"forest":[35],"general,":[38],"more":[39],"required":[41],"to":[42,77,202,212,216],"investigate":[43],"their":[44],"capabilities":[45],"predicting":[47,229],"intra-and-inter":[48,79,111],"species":[49,80,112,173,218,234],"which":[51],"are":[52],"mainly":[53],"characterised":[54],"by":[55],"non-linear":[56],"relationships.":[57],"In":[58],"this":[59],"study,":[60],"we":[61],"tested":[62],"two":[63,197],"machine":[64],"learning":[65],"algorithms,":[66],"Stochastic":[67],"Gradient":[68],"Boosting":[69],"(SGB)":[70],"Random":[72],"Forest":[73],"(RF)":[74],"regression":[75],"trees":[76],"predict":[78,203],"high":[83,241],"resolution":[84,242],"RapidEye":[85,243],"reflectance":[86],"bands":[87],"as":[88,90,120,122,210],"well":[89,121],"derived":[92],"vegetation":[93],"indices":[94],"a":[96],"commercial":[97],"plantation.":[98],"results":[100,180,209],"showed":[101],"that":[102,194],"SGB":[104,213],"algorithm":[105,138],"yielded":[106,178],"best":[108],"performance":[109],"prediction;":[114],"all":[116],"predictor":[118],"variables":[119,136],"based":[123],"on":[124],"most":[126,134],"important":[127,135],"selected":[128],"variables.":[129],"For":[130],"example":[131],"produced":[139,207],"an":[140],"R\u00b2":[141,152,163],"0.80":[143],"RMSE":[145,155,166,188],"16.93":[147],"t\u00b7ha\u207b\u00b9":[148,158,169],"E.":[150,183],"grandis;":[151],"0.79,":[154],"17.27":[157],"P.":[160],"taeda":[161],"0.61,":[165],"43.39":[168],"combined":[172,217],"data":[174],"sets.":[175],"Comparatively,":[176],"RF":[177,206],"plausible":[179],"only":[181],"dunii":[184],"(R\u00b2":[185],"0.79;":[187],"7.18":[190],"t\u00b7ha\u207b\u00b9).":[191],"We":[192],"demonstrated":[193],"although":[195],"statistical":[198],"methods":[199],"were":[200],"able":[201],"accurately,":[205],"weaker":[208],"compared":[211],"when":[214],"applied":[215],"dataset.":[219],"result":[221],"underscores":[222],"relevance":[224],"stochastic":[226],"models":[227],"drawn":[231],"from":[232],"different":[233],"genera":[236],"new":[239],"generation":[240],"sensor":[244],"with":[245],"strategically":[246],"positioned":[247],"bands.":[248]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":13},{"year":2017,"cited_by_count":11},{"year":2016,"cited_by_count":12},{"year":2015,"cited_by_count":12},{"year":2014,"cited_by_count":4}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
