{"id":"https://openalex.org/W2911549724","doi":"https://doi.org/10.3390/rs11040384","title":"Boreal Forest Snow Damage Mapping Using Multi-Temporal Sentinel-1 Data","display_name":"Boreal Forest Snow Damage Mapping Using Multi-Temporal Sentinel-1 Data","publication_year":2019,"publication_date":"2019-02-13","ids":{"openalex":"https://openalex.org/W2911549724","doi":"https://doi.org/10.3390/rs11040384","mag":"2911549724"},"language":"en","primary_location":{"id":"doi:10.3390/rs11040384","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11040384","pdf_url":"https://www.mdpi.com/2072-4292/11/4/384/pdf?version=1550125317","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/2072-4292/11/4/384/pdf?version=1550125317","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010175796","display_name":"Erkki Tomppo","orcid":"https://orcid.org/0000-0002-5715-8912"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Erkki Tomppo","raw_affiliation_strings":["Department of Electronics and Nanoengineering, Aalto University, P.O. Box 11000, FI-00076 AALTO, 02150 Espoo, Finland"],"raw_orcid":"https://orcid.org/0000-0002-5715-8912","affiliations":[{"raw_affiliation_string":"Department of Electronics and Nanoengineering, Aalto University, P.O. Box 11000, FI-00076 AALTO, 02150 Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037773899","display_name":"Oleg Antropov","orcid":"https://orcid.org/0000-0001-8576-404X"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]},{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Oleg Antropov","raw_affiliation_strings":["Department of Electronics and Nanoengineering, Aalto University, P.O. Box 11000, FI-00076 AALTO, 02150 Espoo, Finland","VTT Technical Research Centre of Finland, P.O. Box 1000, FI-00076 VTT, 02150 Espoo, Finland"],"raw_orcid":"https://orcid.org/0000-0001-8576-404X","affiliations":[{"raw_affiliation_string":"Department of Electronics and Nanoengineering, Aalto University, P.O. Box 11000, FI-00076 AALTO, 02150 Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]},{"raw_affiliation_string":"VTT Technical Research Centre of Finland, P.O. Box 1000, FI-00076 VTT, 02150 Espoo, Finland","institution_ids":["https://openalex.org/I87653560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069103777","display_name":"Jaan Praks","orcid":"https://orcid.org/0000-0001-7466-3569"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jaan Praks","raw_affiliation_strings":["Department of Electronics and Nanoengineering, Aalto University, P.O. Box 11000, FI-00076 AALTO, 02150 Espoo, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Nanoengineering, Aalto University, P.O. Box 11000, FI-00076 AALTO, 02150 Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5010175796"],"corresponding_institution_ids":["https://openalex.org/I9927081"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2784},"apc_paid":{"value":2839,"currency":"EUR","value_usd":3061},"fwci":8.6999,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.97027756,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":"4","first_page":"384","last_page":"384"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9994000196456909,"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":0.9965000152587891,"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"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.996399998664856,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/snow","display_name":"Snow","score":0.7808800935745239},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6838841438293457},{"id":"https://openalex.org/keywords/taiga","display_name":"Taiga","score":0.6224391460418701},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5592831969261169},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.47420433163642883},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.4230208396911621},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.24872750043869019},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20166701078414917},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.1934654712677002}],"concepts":[{"id":"https://openalex.org/C197046000","wikidata":"https://www.wikidata.org/wiki/Q7561","display_name":"Snow","level":2,"score":0.7808800935745239},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6838841438293457},{"id":"https://openalex.org/C87621631","wikidata":"https://www.wikidata.org/wiki/Q69564","display_name":"Taiga","level":2,"score":0.6224391460418701},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5592831969261169},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.47420433163642883},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.4230208396911621},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.24872750043869019},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20166701078414917},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.1934654712677002}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs11040384","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11040384","pdf_url":"https://www.mdpi.com/2072-4292/11/4/384/pdf?version=1550125317","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:aaltodoc.aalto.fi:123456789/37284","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/33ee8b16-4d7b-4695-8d2d-3d0a03db88d8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"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":"A1 Alkuper\u00e4isartikkeli tieteellisess\u00e4 aikakauslehdess\u00e4"},{"id":"pmh:oai:doaj.org/article:782caa08f169441bae9d13a81450b510","is_oa":true,"landing_page_url":"https://doaj.org/article/782caa08f169441bae9d13a81450b510","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":"Remote Sensing, Vol 11, Iss 4, p 384 (2019)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/11/4/384/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs11040384","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 11; Issue 4; Pages: 384","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs11040384","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11040384","pdf_url":"https://www.mdpi.com/2072-4292/11/4/384/pdf?version=1550125317","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":[{"score":0.6000000238418579,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2911549724.pdf"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W1745587606","https://openalex.org/W1968285335","https://openalex.org/W1969940802","https://openalex.org/W1971894395","https://openalex.org/W1975525077","https://openalex.org/W1984670836","https://openalex.org/W1987110781","https://openalex.org/W2003644107","https://openalex.org/W2006347854","https://openalex.org/W2007393964","https://openalex.org/W2014915397","https://openalex.org/W2031419936","https://openalex.org/W2038547763","https://openalex.org/W2050269337","https://openalex.org/W2054296973","https://openalex.org/W2057327074","https://openalex.org/W2059767703","https://openalex.org/W2063907334","https://openalex.org/W2064875349","https://openalex.org/W2065800647","https://openalex.org/W2076018876","https://openalex.org/W2078619499","https://openalex.org/W2089372326","https://openalex.org/W2102851029","https://openalex.org/W2106052468","https://openalex.org/W2108184245","https://openalex.org/W2110840436","https://openalex.org/W2111787810","https://openalex.org/W2135046866","https://openalex.org/W2140948804","https://openalex.org/W2143210426","https://openalex.org/W2146618204","https://openalex.org/W2156504608","https://openalex.org/W2156909104","https://openalex.org/W2167110374","https://openalex.org/W2260602653","https://openalex.org/W2301264163","https://openalex.org/W2515294851","https://openalex.org/W2519087095","https://openalex.org/W2546538282","https://openalex.org/W2568616777","https://openalex.org/W2756863509","https://openalex.org/W2791930881","https://openalex.org/W2910942888","https://openalex.org/W4239510810","https://openalex.org/W7074659781"],"related_works":["https://openalex.org/W2910852340","https://openalex.org/W2913143114","https://openalex.org/W1965757266","https://openalex.org/W4252699458","https://openalex.org/W951704238","https://openalex.org/W4244855131","https://openalex.org/W2064219767","https://openalex.org/W2114777261","https://openalex.org/W4402648120","https://openalex.org/W4399556747"],"abstract_inverted_index":{"Natural":[0],"disturbances":[1,18],"significantly":[2],"influence":[3,28],"forest":[4,31,56,174],"ecosystem":[5],"services":[6],"and":[7,11,29,80,113,198],"biodiversity.":[8],"Accurate":[9],"delineation":[10],"early":[12],"detection":[13,43,145],"of":[14,24,52,77,90,147,151,163,190],"areas":[15,175],"affected":[16,194],"by":[17,86,95],"are":[19,204],"critical":[20],"for":[21,154,185,201],"estimating":[22,168,186],"extent":[23],"damage,":[25],"assessing":[26],"economical":[27],"guiding":[30],"management":[32],"activities.":[33],"In":[34],"this":[35],"study":[36,69,103],"we":[37],"focus":[38],"on":[39],"snow":[40,124,158],"load":[41],"damage":[42,49,119,125,159],"from":[44,121],"C-Band":[45],"SAR":[46,82,92,153],"images.":[47],"Snow":[48,118],"is":[50,59],"one":[51],"the":[53,74,81,87,96,102,187,193],"least":[54],"studied":[55],"damages,":[57],"which":[58],"getting":[60],"more":[61],"common":[62],"due":[63],"to":[64],"current":[65],"climate":[66],"trends.":[67],"The":[68,196],"site":[70],"was":[71],"located":[72],"in":[73,101,130,157,167,172],"southern":[75],"part":[76],"Northern":[78],"Finland":[79,131],"data":[83,166],"were":[84,135,176],"represented":[85],"time":[88],"series":[89],"C-band":[91,152],"scenes":[93],"acquired":[94],"Sentinel-1":[97,165],"sensor.":[98],"Methods":[99],"used":[100,136],"included":[104],"improved":[105],"k":[106],"nearest":[107],"neighbour":[108],"method,":[109],"logistic":[110],"regression":[111],"analysis":[112],"support":[114],"vector":[115],"machine":[116],"classification.":[117],"recordings":[120],"a":[122],"large":[123],"event":[126],"that":[127],"took":[128],"place":[129],"during":[132],"late":[133],"2018":[134],"as":[137],"reference":[138],"data.":[139],"Our":[140],"results":[141,181,197],"showed":[142],"an":[143],"overall":[144,188],"accuracy":[146],"90%,":[148],"indicating":[149,182],"potential":[150,162,184],"operational":[155],"use":[156],"mapping.":[160],"Additionally,":[161],"multitemporal":[164],"growing":[169],"stock":[170],"volume":[171,189],"damaged":[173],"carried":[177],"out,":[178],"with":[179],"obtained":[180],"strong":[183],"timber":[191],"within":[192],"areas.":[195],"research":[199],"questions":[200],"further":[202],"studies":[203],"discussed.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
