{"id":"https://openalex.org/W4310184868","doi":"https://doi.org/10.3390/rs14235968","title":"Predicting the Forest Canopy Height from LiDAR and Multi-Sensor Data Using Machine Learning over India","display_name":"Predicting the Forest Canopy Height from LiDAR and Multi-Sensor Data Using Machine Learning over India","publication_year":2022,"publication_date":"2022-11-25","ids":{"openalex":"https://openalex.org/W4310184868","doi":"https://doi.org/10.3390/rs14235968"},"language":"en","primary_location":{"id":"doi:10.3390/rs14235968","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14235968","pdf_url":"https://www.mdpi.com/2072-4292/14/23/5968/pdf?version=1669378411","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/2072-4292/14/23/5968/pdf?version=1669378411","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085075977","display_name":"Sujit Madhab Ghosh","orcid":"https://orcid.org/0000-0002-8530-1456"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sujit M. Ghosh","raw_affiliation_strings":["Solid World DAO, P\u00e4rnu mnt 15 // Tatari tn 2, 10141 Tallinn, Estonia"],"affiliations":[{"raw_affiliation_string":"Solid World DAO, P\u00e4rnu mnt 15 // Tatari tn 2, 10141 Tallinn, Estonia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049556791","display_name":"Mukunda Dev Behera","orcid":"https://orcid.org/0000-0002-9976-6270"},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Mukunda D. Behera","raw_affiliation_strings":["Centre for Oceans, Rivers, Atmosphere and Land Sciences, IIT Kharagpur, Kharagpur 721302, India"],"affiliations":[{"raw_affiliation_string":"Centre for Oceans, Rivers, Atmosphere and Land Sciences, IIT Kharagpur, Kharagpur 721302, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101773522","display_name":"Shubham Kumar","orcid":"https://orcid.org/0000-0002-0590-686X"},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Subham Kumar","raw_affiliation_strings":["Centre for Oceans, Rivers, Atmosphere and Land Sciences, IIT Kharagpur, Kharagpur 721302, India"],"affiliations":[{"raw_affiliation_string":"Centre for Oceans, Rivers, Atmosphere and Land Sciences, IIT Kharagpur, Kharagpur 721302, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079294272","display_name":"Pulakesh Das","orcid":"https://orcid.org/0000-0002-0508-7219"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pulakesh Das","raw_affiliation_strings":["Sustainable Landscapes and Restoration, World Resources Institute India, New Delhi 110016, India"],"affiliations":[{"raw_affiliation_string":"Sustainable Landscapes and Restoration, World Resources Institute India, New Delhi 110016, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105974370","display_name":"Ambadipudi J. Prakash","orcid":null},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ambadipudi J. Prakash","raw_affiliation_strings":["Centre for Oceans, Rivers, Atmosphere and Land Sciences, IIT Kharagpur, Kharagpur 721302, India"],"affiliations":[{"raw_affiliation_string":"Centre for Oceans, Rivers, Atmosphere and Land Sciences, IIT Kharagpur, Kharagpur 721302, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008130339","display_name":"Prasad K. Bhaskaran","orcid":"https://orcid.org/0000-0002-3510-6783"},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prasad K. Bhaskaran","raw_affiliation_strings":["Ocean Engineering and Naval Architecture, IIT Kharagpur, Kharagpur 721302, India"],"affiliations":[{"raw_affiliation_string":"Ocean Engineering and Naval Architecture, IIT Kharagpur, Kharagpur 721302, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002149788","display_name":"P. S. Roy","orcid":"https://orcid.org/0000-0002-6803-6785"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Parth S. Roy","raw_affiliation_strings":["Sustainable Landscapes and Restoration, World Resources Institute India, New Delhi 110016, India"],"affiliations":[{"raw_affiliation_string":"Sustainable Landscapes and Restoration, World Resources Institute India, New Delhi 110016, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012014310","display_name":"Saroj Kanta Barik","orcid":"https://orcid.org/0000-0002-1795-9539"},"institutions":[{"id":"https://openalex.org/I170396143","display_name":"National Botanical Research Institute","ror":"https://ror.org/036568k33","country_code":"IN","type":"facility","lineage":["https://openalex.org/I170396143","https://openalex.org/I2799351866","https://openalex.org/I4210134808","https://openalex.org/I66760702"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Saroj K. Barik","raw_affiliation_strings":["CSIR-National Botanical Research Institute, Lucknow 226001, India"],"affiliations":[{"raw_affiliation_string":"CSIR-National Botanical Research Institute, Lucknow 226001, India","institution_ids":["https://openalex.org/I170396143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028479712","display_name":"C. Jeganathan","orcid":"https://orcid.org/0000-0002-2375-7677"},"institutions":[{"id":"https://openalex.org/I115715567","display_name":"Birla Institute of Technology, Mesra","ror":"https://ror.org/028vtqb15","country_code":"IN","type":"education","lineage":["https://openalex.org/I115715567"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Chockalingam Jeganathan","raw_affiliation_strings":["Department of Remote Sensing, Birla Institute of Technology (BIT), Mesra, Ranchi 835215, India"],"affiliations":[{"raw_affiliation_string":"Department of Remote Sensing, Birla Institute of Technology (BIT), Mesra, Ranchi 835215, India","institution_ids":["https://openalex.org/I115715567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049173779","display_name":"Prashant K. Srivastava","orcid":"https://orcid.org/0000-0002-4155-630X"},"institutions":[{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prashant K. Srivastava","raw_affiliation_strings":["Institute of Environment & Sustainable Development, Banaras Hindu University, Varanasi 221005, India"],"affiliations":[{"raw_affiliation_string":"Institute of Environment & Sustainable Development, Banaras Hindu University, Varanasi 221005, India","institution_ids":["https://openalex.org/I91357014"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060351033","display_name":"Soumit K. Behera","orcid":"https://orcid.org/0000-0002-9181-3263"},"institutions":[{"id":"https://openalex.org/I170396143","display_name":"National Botanical Research Institute","ror":"https://ror.org/036568k33","country_code":"IN","type":"facility","lineage":["https://openalex.org/I170396143","https://openalex.org/I2799351866","https://openalex.org/I4210134808","https://openalex.org/I66760702"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Soumit K. Behera","raw_affiliation_strings":["CSIR-National Botanical Research Institute, Lucknow 226001, India"],"affiliations":[{"raw_affiliation_string":"CSIR-National Botanical Research Institute, Lucknow 226001, India","institution_ids":["https://openalex.org/I170396143"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5049556791"],"corresponding_institution_ids":["https://openalex.org/I145894827"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.5925,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.89495106,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"14","issue":"23","first_page":"5968","last_page":"5968"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9994000196456909,"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":0.9994000196456909,"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/T10535","display_name":"Landslides and related hazards","score":0.996999979019165,"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/T12729","display_name":"Tree Root and Stability Studies","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/canopy","display_name":"Canopy","score":0.8403240442276001},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6917857527732849},{"id":"https://openalex.org/keywords/tree-canopy","display_name":"Tree canopy","score":0.6464510560035706},{"id":"https://openalex.org/keywords/evergreen","display_name":"Evergreen","score":0.6284986734390259},{"id":"https://openalex.org/keywords/deciduous","display_name":"Deciduous","score":0.6073641180992126},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5583611130714417},{"id":"https://openalex.org/keywords/lidar","display_name":"Lidar","score":0.5204541683197021},{"id":"https://openalex.org/keywords/shrubland","display_name":"Shrubland","score":0.4916566014289856},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.45839130878448486},{"id":"https://openalex.org/keywords/forest-ecology","display_name":"Forest ecology","score":0.4432045519351959},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.43693429231643677},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.3497951626777649},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.32352638244628906},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2962097227573395},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.29378461837768555},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.2047121524810791}],"concepts":[{"id":"https://openalex.org/C101000010","wikidata":"https://www.wikidata.org/wiki/Q5033434","display_name":"Canopy","level":2,"score":0.8403240442276001},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6917857527732849},{"id":"https://openalex.org/C39807119","wikidata":"https://www.wikidata.org/wiki/Q1134228","display_name":"Tree canopy","level":3,"score":0.6464510560035706},{"id":"https://openalex.org/C177924670","wikidata":"https://www.wikidata.org/wiki/Q190489","display_name":"Evergreen","level":2,"score":0.6284986734390259},{"id":"https://openalex.org/C33283694","wikidata":"https://www.wikidata.org/wiki/Q1131316","display_name":"Deciduous","level":2,"score":0.6073641180992126},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5583611130714417},{"id":"https://openalex.org/C51399673","wikidata":"https://www.wikidata.org/wiki/Q504027","display_name":"Lidar","level":2,"score":0.5204541683197021},{"id":"https://openalex.org/C59898753","wikidata":"https://www.wikidata.org/wiki/Q879641","display_name":"Shrubland","level":3,"score":0.4916566014289856},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.45839130878448486},{"id":"https://openalex.org/C73935091","wikidata":"https://www.wikidata.org/wiki/Q2249329","display_name":"Forest ecology","level":3,"score":0.4432045519351959},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.43693429231643677},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.3497951626777649},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.32352638244628906},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2962097227573395},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.29378461837768555},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.2047121524810791},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14235968","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14235968","pdf_url":"https://www.mdpi.com/2072-4292/14/23/5968/pdf?version=1669378411","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:22055cc3a03b4b0386e6c284fcab383b","is_oa":true,"landing_page_url":"https://doaj.org/article/22055cc3a03b4b0386e6c284fcab383b","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 14, Iss 23, p 5968 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/23/5968/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14235968","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 14; Issue 23; Pages: 5968","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14235968","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14235968","pdf_url":"https://www.mdpi.com/2072-4292/14/23/5968/pdf?version=1669378411","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":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4310184868.pdf","grobid_xml":"https://content.openalex.org/works/W4310184868.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1156515331","https://openalex.org/W1831050183","https://openalex.org/W1981263865","https://openalex.org/W2023899670","https://openalex.org/W2052402549","https://openalex.org/W2053693743","https://openalex.org/W2070647518","https://openalex.org/W2093540905","https://openalex.org/W2129206142","https://openalex.org/W2139086914","https://openalex.org/W2141607694","https://openalex.org/W2160454972","https://openalex.org/W2166394891","https://openalex.org/W2170375547","https://openalex.org/W2178587277","https://openalex.org/W2216058659","https://openalex.org/W2519626153","https://openalex.org/W2532379077","https://openalex.org/W2568967893","https://openalex.org/W2589611909","https://openalex.org/W2615814375","https://openalex.org/W2622210263","https://openalex.org/W2890534489","https://openalex.org/W2911964244","https://openalex.org/W2912041037","https://openalex.org/W2962763794","https://openalex.org/W2964227671","https://openalex.org/W3003509779","https://openalex.org/W3025784245","https://openalex.org/W3033650189","https://openalex.org/W3092457319","https://openalex.org/W3094643344","https://openalex.org/W3097887314","https://openalex.org/W3110628212","https://openalex.org/W3128484937","https://openalex.org/W3138491856","https://openalex.org/W3156622514","https://openalex.org/W3164255796","https://openalex.org/W3169785445","https://openalex.org/W3198237269","https://openalex.org/W3209176285","https://openalex.org/W4200035802","https://openalex.org/W4283796671","https://openalex.org/W4289080003","https://openalex.org/W4296777657","https://openalex.org/W4306398684","https://openalex.org/W4308620273","https://openalex.org/W4387141420","https://openalex.org/W6729075976","https://openalex.org/W6778849655","https://openalex.org/W6841007515","https://openalex.org/W7062878270"],"related_works":["https://openalex.org/W2179867608","https://openalex.org/W2348809089","https://openalex.org/W2227954997","https://openalex.org/W2328387000","https://openalex.org/W4323275944","https://openalex.org/W1966777212","https://openalex.org/W2035268717","https://openalex.org/W4388458649","https://openalex.org/W3118039982","https://openalex.org/W4236916376"],"abstract_inverted_index":{"Forest":[0],"canopy":[1,53,73,109,125,143,160,177],"height":[2,54,74,134,144,161],"estimates,":[3],"at":[4,55],"a":[5,56,62,158],"regional":[6],"scale,":[7],"help":[8],"understand":[9],"the":[10,16,22,35,51,66,71,91,99,105,112,121,128,131,142,167,176],"forest":[11,19,68,139,189],"carbon":[12],"storage,":[13],"ecosystem":[14],"processes,":[15],"development":[17],"of":[18,34,137,155,171,186],"management":[20],"and":[21,87,96,107,127,153,169],"restoration":[23],"policies":[24],"to":[25,49],"mitigate":[26],"global":[27],"climate":[28],"change,":[29],"etc.":[30],"The":[31,115],"recent":[32],"availability":[33],"NASA\u2019s":[36],"Global":[37],"Ecosystem":[38],"Dynamics":[39],"Investigation":[40],"(GEDI)":[41],"LiDAR":[42],"data":[43,173],"has":[44],"opened":[45],"up":[46],"new":[47],"avenues":[48],"assess":[50],"plant":[52],"footprint":[57],"level.":[58],"Here,":[59],"we":[60],"present":[61],"novel":[63],"approach":[64],"using":[65],"random":[67],"(RF)":[69],"for":[70,150,174],"wall-to-wall":[72],"estimation":[75],"over":[76],"India\u2019s":[77,138,187],"forests":[78,156],"(i.e.,":[79],"evergreen":[80],"forest,":[81,83,85],"deciduous":[82],"mixed":[84],"plantation,":[86],"shrubland)":[88],"by":[89],"employing":[90],"high-resolution":[92],"top-of-the-atmosphere":[93],"(TOA)":[94],"reflectance":[95],"vegetation":[97,190],"indices,":[98],"synthetic":[100],"aperture":[101],"radar":[102],"(SAR)":[103],"backscatters,":[104,123],"topography":[106,129],"tree":[108,124],"density,":[110],"as":[111],"proxy":[113],"variables.":[114],"variable":[116],"importance":[117,168],"plot":[118],"indicated":[119],"that":[120],"SAR":[122],"density":[126],"are":[130],"most":[132,185],"influential":[133],"predictors.":[135],"33.15%":[136],"cover":[140],"demonstrated":[141,157],"&lt;10":[145],"m,":[146],"while":[147],"44.51%":[148],"accounted":[149],"10\u201320":[151],"m":[152],"22.34%":[154],"higher":[159],"(&gt;20":[162],"m).":[163],"This":[164],"study":[165],"advocates":[166],"use":[170],"GEDI":[172],"estimating":[175],"height,":[178],"preferably":[179],"in":[180],"data-deficit":[181],"mountainous":[182],"regions,":[183],"where":[184],"natural":[188],"exists.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2022-11-30T00:00:00"}
