{"id":"https://openalex.org/W4392751817","doi":"https://doi.org/10.30855/gmbd.0705s12","title":"Evaluation of Tree Diameter and Height Measurements in UAV Data by Integrating Remote Sensing and Machine Learning Methods","display_name":"Evaluation of Tree Diameter and Height Measurements in UAV Data by Integrating Remote Sensing and Machine Learning Methods","publication_year":2023,"publication_date":"2023-12-31","ids":{"openalex":"https://openalex.org/W4392751817","doi":"https://doi.org/10.30855/gmbd.0705s12"},"language":"en","primary_location":{"id":"doi:10.30855/gmbd.0705s12","doi":"https://doi.org/10.30855/gmbd.0705s12","is_oa":true,"landing_page_url":"https://doi.org/10.30855/gmbd.0705s12","pdf_url":"https://doi.org/10.30855/gmbd.0705s12","source":{"id":"https://openalex.org/S4210194931","display_name":"Gazi Journal of Engineering Sciences","issn_l":"2149-4916","issn":["2149-4916","2149-9373"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["tr-dizin"],"host_organization":"https://openalex.org/P4310318358","host_organization_name":"Gazi Publishing","host_organization_lineage":["https://openalex.org/P4310318358"],"host_organization_lineage_names":["Gazi Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Gazi Journal of Engineering Sciences","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.30855/gmbd.0705s12","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108030575","display_name":"Hakan DURGUN","orcid":"https://orcid.org/0000-0002-2220-4472","observed_orcids":["https://orcid.org/0000-0002-2220-4472"]},"institutions":[{"id":"https://openalex.org/I4210118295","display_name":"Isparta University of Applied Sciences","ror":"https://ror.org/02hmy9x20","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210118295"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Hakan DURGUN","raw_affiliation_strings":["Computer Programming Isparta/T\u00fcrkiye , Orcid","Isparta University of Applied Sciences , Faculty of Forestry , Dept. of Forest Engineering , Forest Construction Geodesy and Photogrammetry Isparta/T\u00fcrkiye , Orcid","Department of Computer Technologies, Computer Programming Isparta/T\u00fcrkiye, Orcid: 0000-0001-5566-5008","Isparta University of Applied Sciences,","Vocational School of Technical Sciences,","Isparta University of Applied Sciences, Faculty of Forestry, Dept. of Forest Engineering, Forest Construction Geodesy and Photogrammetry Isparta/T\u00fcrkiye, Orcid: 0000-0002-2220-4472"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Programming Isparta/T\u00fcrkiye , Orcid","institution_ids":[]},{"raw_affiliation_string":"Isparta University of Applied Sciences , Faculty of Forestry , Dept. of Forest Engineering , Forest Construction Geodesy and Photogrammetry Isparta/T\u00fcrkiye , Orcid","institution_ids":["https://openalex.org/I4210118295"]},{"raw_affiliation_string":"Department of Computer Technologies, Computer Programming Isparta/T\u00fcrkiye, Orcid: 0000-0001-5566-5008","institution_ids":["https://openalex.org/I4210118295"]},{"raw_affiliation_string":"Isparta University of Applied Sciences,","institution_ids":["https://openalex.org/I4210118295"]},{"raw_affiliation_string":"Vocational School of Technical Sciences,","institution_ids":[]},{"raw_affiliation_string":"Isparta University of Applied Sciences, Faculty of Forestry, Dept. of Forest Engineering, Forest Construction Geodesy and Photogrammetry Isparta/T\u00fcrkiye, Orcid: 0000-0002-2220-4472","institution_ids":["https://openalex.org/I4210118295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002471991","display_name":"Ebru Y\u0131lmaz \u0130nce","orcid":"https://orcid.org/0000-0001-9462-0363","observed_orcids":["https://orcid.org/0000-0001-9462-0363"]},"institutions":[{"id":"https://openalex.org/I4210118295","display_name":"Isparta University of Applied Sciences","ror":"https://ror.org/02hmy9x20","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210118295"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ebru YILMAZ \u0130NCE","raw_affiliation_strings":[",","Isparta University of Applied Sciences , Vocational School of Technical Sciences","Computer Programming Isparta/T\u00fcrkiye, Orcid: 0000-0001-9462-0363,","Isparta University of Applied Sciences, Vocational School of Technical Sciences Department of Computer Technologie,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":",","institution_ids":[]},{"raw_affiliation_string":"Isparta University of Applied Sciences , Vocational School of Technical Sciences","institution_ids":["https://openalex.org/I4210118295"]},{"raw_affiliation_string":"Computer Programming Isparta/T\u00fcrkiye, Orcid: 0000-0001-9462-0363,","institution_ids":["https://openalex.org/I4210118295"]},{"raw_affiliation_string":"Isparta University of Applied Sciences, Vocational School of Technical Sciences Department of Computer Technologie,","institution_ids":["https://openalex.org/I4210118295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051140394","display_name":"Murat \u0130nce","orcid":"https://orcid.org/0000-0001-5566-5008","observed_orcids":["https://orcid.org/0000-0001-5566-5008"]},"institutions":[{"id":"https://openalex.org/I4210118295","display_name":"Isparta University of Applied Sciences","ror":"https://ror.org/02hmy9x20","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210118295"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Murat \u0130NCE","raw_affiliation_strings":["Department of Computer Technologie ,","Department of Computer Technologies, Computer Programming Isparta/T\u00fcrkiye, Orcid: 0000-0001-5566-5008","Isparta University of Applied Sciences,","Vocational School of Technical Sciences,","Isparta University of Applied Sciences, Faculty of Forestry, Dept. of Forest Engineering, Forest Construction Geodesy and Photogrammetry Isparta/T\u00fcrkiye, Orcid: 0000-0002-2220-4472"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Technologie ,","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Technologies, Computer Programming Isparta/T\u00fcrkiye, Orcid: 0000-0001-5566-5008","institution_ids":["https://openalex.org/I4210118295"]},{"raw_affiliation_string":"Isparta University of Applied Sciences,","institution_ids":["https://openalex.org/I4210118295"]},{"raw_affiliation_string":"Vocational School of Technical Sciences,","institution_ids":[]},{"raw_affiliation_string":"Isparta University of Applied Sciences, Faculty of Forestry, Dept. of Forest Engineering, Forest Construction Geodesy and Photogrammetry Isparta/T\u00fcrkiye, Orcid: 0000-0002-2220-4472","institution_ids":["https://openalex.org/I4210118295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075101255","display_name":"H\u00dcSEY\u0130N O\u011eUZ \u00c7OBAN","orcid":"https://orcid.org/0000-0002-4037-4811","observed_orcids":["https://orcid.org/0000-0002-4037-4811"]},"institutions":[{"id":"https://openalex.org/I4210118295","display_name":"Isparta University of Applied Sciences","ror":"https://ror.org/02hmy9x20","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210118295"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"H. O\u011fuz \u00c7OBAN","raw_affiliation_strings":["Isparta University of Applied Sciences , Faculty of Forestry , Department of Forest Engineering , Forest Construction, Geodesy and Photogrammetry , Isparta","Faculty of Forestry, Department of Forest Engineering, Forest Construction,","Geodesy and Photogrammetry, Isparta/T\u00fcrkiye, Orcid: 0000-0002-4037-4811,","Isparta University of Applied Sciences,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Isparta University of Applied Sciences , Faculty of Forestry , Department of Forest Engineering , Forest Construction, Geodesy and Photogrammetry , Isparta","institution_ids":["https://openalex.org/I4210118295"]},{"raw_affiliation_string":"Faculty of Forestry, Department of Forest Engineering, Forest Construction,","institution_ids":[]},{"raw_affiliation_string":"Geodesy and Photogrammetry, Isparta/T\u00fcrkiye, Orcid: 0000-0002-4037-4811,","institution_ids":[]},{"raw_affiliation_string":"Isparta University of Applied Sciences,","institution_ids":["https://openalex.org/I4210118295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068732510","display_name":"Mehmet Eker","orcid":"https://orcid.org/0000-0002-1817-3706","observed_orcids":["https://orcid.org/0000-0002-1817-3706"]},"institutions":[{"id":"https://openalex.org/I4210118295","display_name":"Isparta University of Applied Sciences","ror":"https://ror.org/02hmy9x20","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210118295"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mehmet EKER","raw_affiliation_strings":["Isparta University of Applied Sciences , Faculty of Forestry , Department of Forest Engineering , Forest Construction, Geodesy and Photogrammetry , Isparta","Geodesy and Photogrammetry, Isparta/T\u00fcrkiye, Orcid","Isparta University of Applied Sciences, Faculty of Forestry, Department of Forest Engineering, Forest Construction,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Isparta University of Applied Sciences , Faculty of Forestry , Department of Forest Engineering , Forest Construction, Geodesy and Photogrammetry , Isparta","institution_ids":["https://openalex.org/I4210118295"]},{"raw_affiliation_string":"Geodesy and Photogrammetry, Isparta/T\u00fcrkiye, Orcid","institution_ids":[]},{"raw_affiliation_string":"Isparta University of Applied Sciences, Faculty of Forestry, Department of Forest Engineering, Forest Construction,","institution_ids":["https://openalex.org/I4210118295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5108030575"],"corresponding_institution_ids":["https://openalex.org/I4210118295"],"apc_list":null,"apc_paid":null,"fwci":0.3339,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.50956333,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"9","issue":"4","first_page":"113","last_page":"125"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9965999722480774,"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":0.9965999722480774,"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/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.00139999995008111,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11880","display_name":"Forest ecology and management","score":0.0010000000474974513,"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/tree-diameter-estimation","display_name":"tree diameter estimation","score":0.9549999833106995},{"id":"https://openalex.org/keywords/tree-height-estimation","display_name":"tree height estimation","score":0.9980000257492065},{"id":"https://openalex.org/keywords/uav-imagery","display_name":"UAV imagery","score":0.5960000157356262},{"id":"https://openalex.org/keywords/ground-sampling-distance","display_name":"ground sampling distance","score":0.8830000162124634},{"id":"https://openalex.org/keywords/point-cloud","display_name":"point cloud data","score":0.7940000295639038},{"id":"https://openalex.org/keywords/pinus-brutia","display_name":"Pinus brutia","score":0.7760000228881836},{"id":"https://openalex.org/keywords/forest-mensuration","display_name":"forest mensuration","score":0.7450000047683716},{"id":"https://openalex.org/keywords/regression-model-comparison","display_name":"regression model comparison","score":0.6840000152587891},{"id":"https://openalex.org/keywords/deep-neural-network","display_name":"deep neural network","score":0.7820000052452087},{"id":"https://openalex.org/keywords/random-forest-regression","display_name":"random forest regression","score":0.7670000195503235},{"id":"https://openalex.org/keywords/gradient-boosting-regression","display_name":"gradient boosting regression","score":0.7590000033378601},{"id":"https://openalex.org/keywords/extreme-gradient-boosting","display_name":"extreme gradient boosting","score":0.5649999976158142},{"id":"https://openalex.org/keywords/adaboost-regression","display_name":"AdaBoost regression","score":0.5929999947547913},{"id":"https://openalex.org/keywords/support-vector-regression","display_name":"support vector regression","score":0.8830000162124634},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.734000027179718},{"id":"https://openalex.org/keywords/regression-trees","display_name":"regression trees","score":0.8970000147819519},{"id":"https://openalex.org/keywords/linear-regression","display_name":"linear regression","score":0.7680000066757202},{"id":"https://openalex.org/keywords/isparta","display_name":"Isparta","score":0.9549999833106995}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5774513483047485},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.57639479637146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48270297050476074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4131002128124237},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3610523045063019},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2620585560798645},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20070436596870422},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.30855/gmbd.0705s12","doi":"https://doi.org/10.30855/gmbd.0705s12","is_oa":true,"landing_page_url":"https://doi.org/10.30855/gmbd.0705s12","pdf_url":"https://doi.org/10.30855/gmbd.0705s12","source":{"id":"https://openalex.org/S4210194931","display_name":"Gazi Journal of Engineering Sciences","issn_l":"2149-4916","issn":["2149-4916","2149-9373"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["tr-dizin"],"host_organization":"https://openalex.org/P4310318358","host_organization_name":"Gazi Publishing","host_organization_lineage":["https://openalex.org/P4310318358"],"host_organization_lineage_names":["Gazi Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Gazi Journal of Engineering Sciences","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.org.tr:article/1392659","doi":null,"is_oa":true,"landing_page_url":"https://dergipark.org.tr/tr/pub/gmbd/issue/81757/1392659","pdf_url":"https://dergipark.org.tr/tr/pub/gmbd/issue/81757/1392659","source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"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":"Gazi Journal of Engineering Sciences","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.30855/gmbd.0705s12","doi":"https://doi.org/10.30855/gmbd.0705s12","is_oa":true,"landing_page_url":"https://doi.org/10.30855/gmbd.0705s12","pdf_url":"https://doi.org/10.30855/gmbd.0705s12","source":{"id":"https://openalex.org/S4210194931","display_name":"Gazi Journal of Engineering Sciences","issn_l":"2149-4916","issn":["2149-4916","2149-9373"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["tr-dizin"],"host_organization":"https://openalex.org/P4310318358","host_organization_name":"Gazi Publishing","host_organization_lineage":["https://openalex.org/P4310318358"],"host_organization_lineage_names":["Gazi Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Gazi Journal of Engineering Sciences","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life on land","score":0.7605999708175659}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392751817.pdf","grobid_xml":"https://content.openalex.org/works/W4392751817.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W247587966","https://openalex.org/W1594031697","https://openalex.org/W1893911157","https://openalex.org/W1988790447","https://openalex.org/W2020691931","https://openalex.org/W2064558710","https://openalex.org/W2098823605","https://openalex.org/W2101234009","https://openalex.org/W2129201358","https://openalex.org/W2167000187","https://openalex.org/W2269286247","https://openalex.org/W2334707766","https://openalex.org/W2500871401","https://openalex.org/W2549123380","https://openalex.org/W2751034240","https://openalex.org/W2792652625","https://openalex.org/W2804405635","https://openalex.org/W2903052844","https://openalex.org/W2928352716","https://openalex.org/W2928980835","https://openalex.org/W2971872054","https://openalex.org/W3005388776","https://openalex.org/W3010715462","https://openalex.org/W3010920006","https://openalex.org/W3080512891","https://openalex.org/W3080761573","https://openalex.org/W3157506255","https://openalex.org/W3170151405","https://openalex.org/W3196533277","https://openalex.org/W3207371287","https://openalex.org/W4200583078","https://openalex.org/W4221145902","https://openalex.org/W4283378020","https://openalex.org/W4296641359","https://openalex.org/W4297957988","https://openalex.org/W4313242288","https://openalex.org/W4319828587","https://openalex.org/W4382179908","https://openalex.org/W6760385162"],"related_works":["https://openalex.org/W7163152723","https://openalex.org/W3194751932","https://openalex.org/W7163791417","https://openalex.org/W2560462200","https://openalex.org/W2777096355","https://openalex.org/W7217112353","https://openalex.org/W3164189935","https://openalex.org/W3159234379","https://openalex.org/W6960429271","https://openalex.org/W2990764070"],"abstract_inverted_index":{"This":[0],"study":[1,29],"evaluates":[2],"the":[3,11,33,39,109,130,137,149],"effects":[4],"of":[5,16,38,43],"various":[6],"ground":[7,105,126],"sampling":[8,106,127],"distances":[9],"on":[10,100],"diameter":[12,57,115,142],"and":[13,58,90,116],"height":[14,59],"measurements":[15],"brutian":[17],"pine":[18],"trees":[19],"in":[20,50],"point":[21],"cloud":[22],"data":[23,101,122],"from":[24],"unmanned":[25],"aerial":[26],"vehicle":[27],"photographs.The":[28],"is":[30],"conducted":[31],"within":[32],"\u00c7and\u0131r":[34,195],"Forest":[35,85],"Management":[36],"Directorate":[37,42],"Isparta":[40,190],"Regional":[41],"Forestry.The":[44],"results":[45,95],"serve":[46],"as":[47],"independent":[48],"variables":[49],"machine":[51,62],"learning":[52,63],"methods":[53],"to":[54],"predict":[55],"field-measured":[56],"values.Nine":[60],"distinct":[61],"techniques":[64],"were":[65],"employed,":[66],"including":[67],"AdaBoost":[68,219],"Regression,":[69,78,81,83,86,89],"Artificial":[70],"Neural":[71,74,134],"Networks,":[72,75],"Deep":[73],"Decision":[76,145],"Tree":[77,146],"Gradient":[79,92,230,243],"Boosting":[80,93,231,244],"Linear":[82],"Random":[84],"Support":[87],"Vector":[88],"eXtreme":[91,242],"Regression.The":[94],"reveal":[96],"that":[97],"predictions":[98,119],"based":[99],"with":[102,123],"a":[103,124],"low":[104],"distance":[107,128],"exhibit":[108],"lowest":[110,131,150],"correlation":[111,132],"values":[112],"for":[113,141],"both":[114],"height,":[117],"while":[118,144],"made":[120],"using":[121],"high":[125],"had":[129],"values.Deep":[133],"Network":[135],"achieved":[136],"highest":[138],"success":[139],"rate":[140],"estimation,":[143],"Regression":[147],"exhibited":[148],"success.\u0130HA":[151],"ile":[152],"A\u011fa\u00e7":[153],"\u00c7ap\u0131":[154],"ve":[155,160,185,205,241,265],"Y\u00fcksekli\u011fi":[156],"\u00d6l\u00e7\u00fcmlerinin":[157],"Uzaktan":[158],"Alg\u0131lama":[159],"Makine":[161],"\u00d6\u011frenmesi":[162],"Y\u00f6ntemleriyle":[163],"B\u00fct\u00fcnle\u015ftirilerek":[164],"De\u011ferlendirilmesi":[165],"\u00d6Z":[166],"Bu":[167],"\u00e7al\u0131\u015fmada":[168],"insans\u0131z":[169],"hava":[170],"arac\u0131":[171],"foto\u011fraflar\u0131ndan":[172],"elde":[173,299,307],"edilen":[174],"nokta":[175],"bulutu":[176],"verilerinde":[177],"farkl\u0131":[178,250],"yerden":[179,256,275],"\u00f6rnekleme":[180,257,276],"mesafelerinin":[181],"k\u0131z\u0131l\u00e7am":[182],"a\u011fa\u00e7lar\u0131n\u0131n":[183],"\u00e7ap":[184,204,264],"y\u00fckseklik":[186,206,266],"\u00f6l\u00e7\u00fcmlerine":[187],"etkisi":[188],"de\u011ferlendirilmektedir.\u00c7al\u0131\u015fma":[189],"Orman":[191,196,236],"B\u00f6lge":[192],"M\u00fcd\u00fcrl\u00fc\u011f\u00fc'ne":[193],"ba\u011fl\u0131":[194],"\u0130\u015fletme":[197],"M\u00fcd\u00fcrl\u00fc\u011f\u00fc":[198],"b\u00fcnyesinde":[199],"yer":[200],"almaktad\u0131r.Sonu\u00e7lar,":[201],"sahada":[202],"\u00f6l\u00e7\u00fclen":[203],"de\u011ferlerini":[207],"tahmin":[208],"etmek":[209],"i\u00e7in":[210,267],"makine":[211,251],"\u00f6\u011frenimi":[212],"y\u00f6ntemlerinde":[213],"ba\u011f\u0131ms\u0131z":[214],"de\u011fi\u015fkenler":[215],"olarak":[216],"hizmet":[217],"etmektedir.Ara\u015ft\u0131rmada,":[218],"Regresyon,":[220,232,234,237],"Yapay":[221],"Sinir":[222,225,297],"A\u011flar\u0131,":[223,226],"Derin":[224,296],"Karar":[227,301],"A\u011fac\u0131":[228,302],"Regresyonu,":[229],"Do\u011frusal":[233],"Rastgele":[235],"Destek":[238],"Vekt\u00f6r":[239],"Regresyonu":[240,303],"Regresyon":[245],"dahil":[246],"olmak":[247],"\u00fczere":[248],"dokuz":[249],"\u00f6\u011frenme":[252],"tekni\u011fi":[253],"kullan\u0131ld\u0131.Sonu\u00e7lar,":[254],"d\u00fc\u015f\u00fck":[255,269,285,305],"mesafesine":[258,277],"sahip":[259,272,278,288],"veriler":[260,279],"kullan\u0131larak":[261,280],"yap\u0131lan":[262,281],"tahminlerin":[263,282],"en":[268,284,292,304],"korelasyon":[270,286],"de\u011ferlerine":[271,287],"oldu\u011funu,":[273],"y\u00fcksek":[274,293],"ise":[283],"oldu\u011funu":[289],"g\u00f6stermektedir.\u00c7ap":[290],"tahmininde":[291],"ba\u015far\u0131":[294],"oran\u0131n\u0131":[295],"A\u011f\u0131":[298],"ederken,":[300],"ba\u015far\u0131y\u0131":[306],"etmi\u015ftir.":[308]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2024-03-14T00:00:00"}