{"id":"https://openalex.org/W4315640864","doi":"https://doi.org/10.1016/j.jag.2022.103131","title":"The potential of combining satellite and airborne remote sensing data for habitat classification and monitoring in forest landscapes","display_name":"The potential of combining satellite and airborne remote sensing data for habitat classification and monitoring in forest landscapes","publication_year":2023,"publication_date":"2023-01-12","ids":{"openalex":"https://openalex.org/W4315640864","doi":"https://doi.org/10.1016/j.jag.2022.103131"},"language":"en","primary_location":{"id":"doi:10.1016/j.jag.2022.103131","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jag.2022.103131","pdf_url":null,"source":{"id":"https://openalex.org/S4210179989","display_name":"International Journal of Applied Earth Observation and Geoinformation","issn_l":"0303-2434","issn":["0303-2434","1569-8432","1872-826X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Earth Observation and Geoinformation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.jag.2022.103131","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020370788","display_name":"Anna Iglseder","orcid":"https://orcid.org/0000-0003-0458-6515"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Anna Iglseder","raw_affiliation_strings":["Department of Geodesy and Geoinformation, TU Wien, 1040 Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geodesy and Geoinformation, TU Wien, 1040 Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060846410","display_name":"Markus Immitzer","orcid":"https://orcid.org/0000-0001-6758-1207"},"institutions":[{"id":"https://openalex.org/I92869138","display_name":"BOKU University","ror":"https://ror.org/057ff4y42","country_code":"AT","type":"education","lineage":["https://openalex.org/I92869138"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Markus Immitzer","raw_affiliation_strings":["University of Natural Resources and Life Sciences, Vienna (BOKU), Institute of Geomatics, Peter-Jordan-Stra\u00dfe 82, 1190 Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Natural Resources and Life Sciences, Vienna (BOKU), Institute of Geomatics, Peter-Jordan-Stra\u00dfe 82, 1190 Vienna, Austria","institution_ids":["https://openalex.org/I92869138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011289501","display_name":"Alena Dost\u00e1lov\u00e1","orcid":"https://orcid.org/0000-0002-4738-211X"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Alena Dost\u00e1lov\u00e1","raw_affiliation_strings":["Department of Geodesy and Geoinformation, TU Wien, 1040 Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geodesy and Geoinformation, TU Wien, 1040 Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023562557","display_name":"Andreas Kasper","orcid":"https://orcid.org/0000-0001-9890-1891"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andreas Kasper","raw_affiliation_strings":["Municipal Department 22 \u2013 Environmental Protection in Vienna (MA22), Dresdner Stra\u00dfe 45, 1200 Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Municipal Department 22 \u2013 Environmental Protection in Vienna (MA22), Dresdner Stra\u00dfe 45, 1200 Vienna, Austria","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081275712","display_name":"Norbert Pfeifer","orcid":"https://orcid.org/0000-0002-2348-7929"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Norbert Pfeifer","raw_affiliation_strings":["Department of Geodesy and Geoinformation, TU Wien, 1040 Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geodesy and Geoinformation, TU Wien, 1040 Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013680319","display_name":"Christoph Bauerhansl","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155026","display_name":"Austrian Research Centre for Forests","ror":"https://ror.org/05memys52","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210155026"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Christoph Bauerhansl","raw_affiliation_strings":["Austrian Research Centre for Forests, Unit Remote Sensing, Seckendorff-Gudent-Weg 8, 1130 Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Austrian Research Centre for Forests, Unit Remote Sensing, Seckendorff-Gudent-Weg 8, 1130 Vienna, Austria","institution_ids":["https://openalex.org/I4210155026"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004481392","display_name":"Stefan Sch\u00f6ttl","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155026","display_name":"Austrian Research Centre for Forests","ror":"https://ror.org/05memys52","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210155026"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Stefan Sch\u00f6ttl","raw_affiliation_strings":["Austrian Research Centre for Forests, Unit Remote Sensing, Seckendorff-Gudent-Weg 8, 1130 Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Austrian Research Centre for Forests, Unit Remote Sensing, Seckendorff-Gudent-Weg 8, 1130 Vienna, Austria","institution_ids":["https://openalex.org/I4210155026"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024904329","display_name":"Markus Hollaus","orcid":"https://orcid.org/0000-0001-6063-7239"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Markus Hollaus","raw_affiliation_strings":["Department of Geodesy and Geoinformation, TU Wien, 1040 Vienna, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geodesy and Geoinformation, TU Wien, 1040 Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020370788"],"corresponding_institution_ids":["https://openalex.org/I145847075"],"apc_list":{"value":2400,"currency":"USD","value_usd":2400},"apc_paid":{"value":2400,"currency":"USD","value_usd":2400},"fwci":2.7081,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.9037557,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"117","issue":null,"first_page":"103131","last_page":"103131"},"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":0.9991999864578247,"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/T10895","display_name":"Species Distribution and Climate Change","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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/remote-sensing","display_name":"Remote sensing","score":0.7516793012619019},{"id":"https://openalex.org/keywords/habitat","display_name":"Habitat","score":0.6543746590614319},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.5912381410598755},{"id":"https://openalex.org/keywords/natura-2000","display_name":"Natura 2000","score":0.5449789762496948},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.54481440782547},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.5327829122543335},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.52892005443573},{"id":"https://openalex.org/keywords/biodiversity","display_name":"Biodiversity","score":0.515017032623291},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4585348069667816},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.4456254243850708},{"id":"https://openalex.org/keywords/satellite-imagery","display_name":"Satellite imagery","score":0.41607820987701416},{"id":"https://openalex.org/keywords/environmental-resource-management","display_name":"Environmental resource management","score":0.33862560987472534},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.29481202363967896},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.25382739305496216},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10567569732666016},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07521143555641174}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7516793012619019},{"id":"https://openalex.org/C185933670","wikidata":"https://www.wikidata.org/wiki/Q52105","display_name":"Habitat","level":2,"score":0.6543746590614319},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.5912381410598755},{"id":"https://openalex.org/C2780815956","wikidata":"https://www.wikidata.org/wiki/Q503021","display_name":"Natura 2000","level":3,"score":0.5449789762496948},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.54481440782547},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.5327829122543335},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.52892005443573},{"id":"https://openalex.org/C130217890","wikidata":"https://www.wikidata.org/wiki/Q47041","display_name":"Biodiversity","level":2,"score":0.515017032623291},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4585348069667816},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.4456254243850708},{"id":"https://openalex.org/C2778102629","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite imagery","level":2,"score":0.41607820987701416},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.33862560987472534},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.29481202363967896},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.25382739305496216},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10567569732666016},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07521143555641174},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.jag.2022.103131","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jag.2022.103131","pdf_url":null,"source":{"id":"https://openalex.org/S4210179989","display_name":"International Journal of Applied Earth Observation and Geoinformation","issn_l":"0303-2434","issn":["0303-2434","1569-8432","1872-826X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Earth Observation and Geoinformation","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:366e7a792da142f9876fd7268fb9cae3","is_oa":true,"landing_page_url":"https://doaj.org/article/366e7a792da142f9876fd7268fb9cae3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Applied Earth Observations and Geoinformation, Vol 117, Iss , Pp 103131- (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.jag.2022.103131","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jag.2022.103131","pdf_url":null,"source":{"id":"https://openalex.org/S4210179989","display_name":"International Journal of Applied Earth Observation and Geoinformation","issn_l":"0303-2434","issn":["0303-2434","1569-8432","1872-826X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Earth Observation and Geoinformation","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W273955616","https://openalex.org/W281042113","https://openalex.org/W1991770826","https://openalex.org/W1998222021","https://openalex.org/W1998281138","https://openalex.org/W2004553299","https://openalex.org/W2009203701","https://openalex.org/W2009214675","https://openalex.org/W2025803711","https://openalex.org/W2049647840","https://openalex.org/W2049857299","https://openalex.org/W2066250437","https://openalex.org/W2076524499","https://openalex.org/W2083414486","https://openalex.org/W2089114174","https://openalex.org/W2108484081","https://openalex.org/W2113488626","https://openalex.org/W2138060511","https://openalex.org/W2150986124","https://openalex.org/W2164618209","https://openalex.org/W2166307050","https://openalex.org/W2172875193","https://openalex.org/W2182480500","https://openalex.org/W2261059368","https://openalex.org/W2333389735","https://openalex.org/W2344727237","https://openalex.org/W2395179641","https://openalex.org/W2507726724","https://openalex.org/W2510536795","https://openalex.org/W2585546872","https://openalex.org/W2773188111","https://openalex.org/W2808814120","https://openalex.org/W2883026662","https://openalex.org/W2890942070","https://openalex.org/W2905401975","https://openalex.org/W2911964244","https://openalex.org/W2988576146","https://openalex.org/W2991032411","https://openalex.org/W2999585470","https://openalex.org/W3014368515","https://openalex.org/W3015903713","https://openalex.org/W3112076737","https://openalex.org/W3122585208","https://openalex.org/W3123590182","https://openalex.org/W3125019278","https://openalex.org/W3130110375","https://openalex.org/W3132992476","https://openalex.org/W3156310417","https://openalex.org/W3161714860","https://openalex.org/W3184076495","https://openalex.org/W3194048014","https://openalex.org/W3201982122","https://openalex.org/W3209700263","https://openalex.org/W4206966223","https://openalex.org/W4211056572","https://openalex.org/W4211175631","https://openalex.org/W4214630874","https://openalex.org/W4281946776","https://openalex.org/W6610017368"],"related_works":["https://openalex.org/W2209176429","https://openalex.org/W2080170353","https://openalex.org/W4382814304","https://openalex.org/W2124659816","https://openalex.org/W1979945853","https://openalex.org/W2598221695","https://openalex.org/W2057962381","https://openalex.org/W3122855065","https://openalex.org/W2950767976","https://openalex.org/W2926711546"],"abstract_inverted_index":{"Mapping":[0],"and":[1,25,29,51,75,131,141],"monitoring":[2],"of":[3,17,109,122],"habitats":[4],"are":[5],"requirements":[6],"for":[7,32,83,136],"protecting":[8],"biodiversity.":[9],"In":[10],"this":[11],"study,":[12],"we":[13,95,118],"investigated":[14],"the":[15,120,123,134],"benefit":[16],"combining":[18],"airborne":[19,74,86],"(laser":[20],"scanning,":[21],"image-based":[22],"point":[23,132],"clouds)":[24],"satellite-based":[26,76,88],"(Sentinel":[27],"1":[28],"2)":[30],"data":[31,79,89,130],"habitat":[33,53,139],"classification.":[34,116],"We":[35,68,105],"used":[36],"a":[37,56],"two":[38,62],"level":[39],"random":[40],"forest":[41,50],"10-fold":[42],"leave-location-out":[43],"cross-validation":[44],"workflow":[45,124],"to":[46,103,125,133],"model":[47],"Natura":[48],"2000":[49],"grassland":[52],"types":[54],"on":[55],"10":[57],"m":[58],"pixel":[59],"scale":[60],"at":[61],"study":[63],"sites":[64],"in":[65,128,138],"Vienna,":[66],"Austria.":[67],"showed":[69],"that":[70],"models":[71],"using":[72],"combined":[73],"remote":[77],"sensing":[78],"perform":[80],"significantly":[81],"better":[82],"forests":[84],"than":[85],"or":[87],"alone.":[90],"For":[91],"frequently":[92],"occurring":[93],"classes,":[94],"reached":[96],"class":[97],"accuracies":[98],"with":[99,114],"F1-scores":[100],"from":[101],"0.60":[102],"0.87.":[104],"identified":[106],"clear":[107],"difficulties":[108],"correctly":[110],"assigning":[111],"rare":[112],"classes":[113],"model-based":[115],"Finally,":[117],"demonstrated":[119],"potential":[121],"identify":[126],"errors":[127],"reference":[129],"opportunities":[135],"integration":[137],"mapping":[140],"monitoring.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":4}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
