{"id":"https://openalex.org/W3206790058","doi":"https://doi.org/10.1109/igarss47720.2021.9554885","title":"U-Net Model for Logging Detection Based on the Sentinel-1 and Sentinel-2 Data","display_name":"U-Net Model for Logging Detection Based on the Sentinel-1 and Sentinel-2 Data","publication_year":2021,"publication_date":"2021-07-11","ids":{"openalex":"https://openalex.org/W3206790058","doi":"https://doi.org/10.1109/igarss47720.2021.9554885","mag":"3206790058"},"language":"en","primary_location":{"id":"doi:10.1109/igarss47720.2021.9554885","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss47720.2021.9554885","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ela.kpi.ua/bitstreams/2d8373ca-1c80-472b-ba4b-a1be7eeee2a9/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017626415","display_name":"Leonid Shumilo","orcid":"https://orcid.org/0000-0002-7395-7933"},"institutions":[{"id":"https://openalex.org/I4210099374","display_name":"Space Research Institute","ror":"https://ror.org/015zbz228","country_code":"UA","type":"facility","lineage":["https://openalex.org/I149851306","https://openalex.org/I4210099374"]},{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":true,"raw_author_name":"Leonid Shumilo","raw_affiliation_strings":["National Technical University of Ukraine \u201cIgor Sikorsky Kiev Polytechnic Institute\u201d, Kyiv, Ukraine","Space Research Institute NASU-SSAU, Kyiv, Ukraine"],"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine \u201cIgor Sikorsky Kiev Polytechnic Institute\u201d, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":"Space Research Institute NASU-SSAU, Kyiv, Ukraine","institution_ids":["https://openalex.org/I4210099374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006740564","display_name":"Nataliia Kussul","orcid":"https://orcid.org/0000-0002-9704-9702"},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]},{"id":"https://openalex.org/I4210099374","display_name":"Space Research Institute","ror":"https://ror.org/015zbz228","country_code":"UA","type":"facility","lineage":["https://openalex.org/I149851306","https://openalex.org/I4210099374"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Nataliia Kussul","raw_affiliation_strings":["National Technical University of Ukraine \u201cIgor Sikorsky Kiev Polytechnic Institute\u201d, Kyiv, Ukraine","Space Research Institute NASU-SSAU, Kyiv, Ukraine"],"affiliations":[{"raw_affiliation_string":"National Technical University of Ukraine \u201cIgor Sikorsky Kiev Polytechnic Institute\u201d, Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]},{"raw_affiliation_string":"Space Research Institute NASU-SSAU, Kyiv, Ukraine","institution_ids":["https://openalex.org/I4210099374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082681779","display_name":"Mykola Lavreniuk","orcid":"https://orcid.org/0000-0003-2183-8833"},"institutions":[{"id":"https://openalex.org/I4210099374","display_name":"Space Research Institute","ror":"https://ror.org/015zbz228","country_code":"UA","type":"facility","lineage":["https://openalex.org/I149851306","https://openalex.org/I4210099374"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Mykola Lavreniuk","raw_affiliation_strings":["Space Research Institute NASU-SSAU, Kyiv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Space Research Institute NASU-SSAU, Kyiv, Ukraine","institution_ids":["https://openalex.org/I4210099374"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5017626415"],"corresponding_institution_ids":["https://openalex.org/I202483615","https://openalex.org/I4210099374"],"apc_list":null,"apc_paid":null,"fwci":1.1271,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.77145401,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"4680","last_page":"4683"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13318","display_name":"Diverse Scientific Research in Ukraine","score":0.9767000079154968,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T13318","display_name":"Diverse Scientific Research in Ukraine","score":0.9767000079154968,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T14372","display_name":"Environmental and Biological Research in Conflict Zones","score":0.9575999975204468,"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/T13432","display_name":"Environmental Sustainability and Technology","score":0.9398999810218811,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/logging","display_name":"Logging","score":0.8029178380966187},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.6621533036231995},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6416807174682617},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.5891730785369873},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4875275790691376},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.47655871510505676},{"id":"https://openalex.org/keywords/illegal-logging","display_name":"Illegal logging","score":0.4555436968803406},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45330461859703064},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22413551807403564},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17339807748794556},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.15661752223968506},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1561436951160431},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10745257139205933}],"concepts":[{"id":"https://openalex.org/C125620115","wikidata":"https://www.wikidata.org/wiki/Q845249","display_name":"Logging","level":2,"score":0.8029178380966187},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.6621533036231995},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6416807174682617},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.5891730785369873},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4875275790691376},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.47655871510505676},{"id":"https://openalex.org/C2777989319","wikidata":"https://www.wikidata.org/wiki/Q597393","display_name":"Illegal logging","level":3,"score":0.4555436968803406},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45330461859703064},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22413551807403564},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17339807748794556},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.15661752223968506},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1561436951160431},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10745257139205933},{"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:10.1109/igarss47720.2021.9554885","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss47720.2021.9554885","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS","raw_type":"proceedings-article"},{"id":"pmh:oai:ela.kpi.ua:123456789/46234","is_oa":true,"landing_page_url":"https://ela.kpi.ua/handle/123456789/46234","pdf_url":"https://ela.kpi.ua/bitstreams/2d8373ca-1c80-472b-ba4b-a1be7eeee2a9/download","source":{"id":"https://openalex.org/S4306402197","display_name":"\u0415\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u0438\u0439 \u0430\u0440\u0445\u0456\u0432 \u043d\u0430\u0443\u043a\u043e\u0432\u0438\u0445 \u0442\u0430 \u043e\u0441\u0432\u0456\u0442\u043d\u0456\u0445 \u043c\u0430\u0442\u0435\u0440\u0456\u0430\u043b\u0456\u0432 \u041a\u041f\u0406 \u0456\u043c. \u0406\u0433\u043e\u0440\u044f \u0421\u0456\u043a\u043e\u0440\u0441\u044c\u043a\u043e\u0433\u043e (\u041a\u041f\u0406 \u0456\u043c. \u0406\u0433\u043e\u0440\u044f \u0421\u0456\u043a\u043e\u0440\u0441\u044c\u043a\u043e\u0433\u043e)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I202483615","host_organization_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","host_organization_lineage":["https://openalex.org/I202483615"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:ela.kpi.ua:123456789/46234","is_oa":true,"landing_page_url":"https://ela.kpi.ua/handle/123456789/46234","pdf_url":"https://ela.kpi.ua/bitstreams/2d8373ca-1c80-472b-ba4b-a1be7eeee2a9/download","source":{"id":"https://openalex.org/S4306402197","display_name":"\u0415\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u0438\u0439 \u0430\u0440\u0445\u0456\u0432 \u043d\u0430\u0443\u043a\u043e\u0432\u0438\u0445 \u0442\u0430 \u043e\u0441\u0432\u0456\u0442\u043d\u0456\u0445 \u043c\u0430\u0442\u0435\u0440\u0456\u0430\u043b\u0456\u0432 \u041a\u041f\u0406 \u0456\u043c. \u0406\u0433\u043e\u0440\u044f \u0421\u0456\u043a\u043e\u0440\u0441\u044c\u043a\u043e\u0433\u043e (\u041a\u041f\u0406 \u0456\u043c. \u0406\u0433\u043e\u0440\u044f \u0421\u0456\u043a\u043e\u0440\u0441\u044c\u043a\u043e\u0433\u043e)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I202483615","host_organization_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","host_organization_lineage":["https://openalex.org/I202483615"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},"sustainable_development_goals":[{"score":0.5799999833106995,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3206790058.pdf"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W1981213426","https://openalex.org/W2604086375","https://openalex.org/W2620779710","https://openalex.org/W2808814120","https://openalex.org/W2963351448","https://openalex.org/W2979751829","https://openalex.org/W3038091703","https://openalex.org/W3047158728","https://openalex.org/W3095927019","https://openalex.org/W3098414035","https://openalex.org/W3101020973","https://openalex.org/W3112139896","https://openalex.org/W6784761720"],"related_works":["https://openalex.org/W4281820644","https://openalex.org/W4206928598","https://openalex.org/W2083120172","https://openalex.org/W2359761292","https://openalex.org/W4375846946","https://openalex.org/W2015533842","https://openalex.org/W2381934110","https://openalex.org/W2218036613","https://openalex.org/W3165917541","https://openalex.org/W2887154852"],"abstract_inverted_index":{"Illegal":[0],"logging":[1,50,82,93,149,180],"in":[2,38,118,137,185,188,223,233],"Ukraine":[3],"is":[4,25,63,116,174,204,215],"a":[5,145,197,205,216],"big":[6],"problem":[7,24,62],"that":[8,168],"negatively":[9],"affects":[10],"both":[11,184],"environmental":[12],"and":[13,51,72,81,108,120,129,135,153,162,178,187,220,225,227,235],"socio-economic":[14],"indicators":[15],"of":[16,28,36,56,66,69,113,126,133,156,193,201,218],"the":[17,26,32,48,54,64,86,99,111,124,130,191],"country.":[18],"The":[19,58,164,199],"main":[20],"reason":[21],"for":[22,78,104,147],"this":[23,61,141,171,202],"lack":[27,125],"independent":[29],"control":[30],"over":[31],"forest":[33],"industry.":[34],"Lack":[35],"control,":[37],"turn,":[39],"makes":[40],"it":[41,173],"possible":[42,175],"to":[43,52,60,75,123,176],"provide":[44],"inaccurate":[45],"information":[46],"about":[47],"permitted":[49],"hide":[53],"fact":[55],"logging.":[57],"solution":[59],"use":[65,112],"modern":[67],"approaches":[68,115],"Remote":[70],"Sensing":[71],"deep":[73],"learning":[74],"implement":[76],"mechanisms":[77],"forestry":[79],"monitoring":[80],"detection":[83,94],"based":[84,97,150],"on":[85,91,98,151,229],"satellite":[87,101,138,158],"data.":[88],"Most":[89],"researches":[90],"satellite-based":[92],"technology":[95],"are":[96],"optical":[100,152,219],"missions.":[102],"However,":[103],"countries":[105],"with":[106,181,190,209],"temperate":[107],"cold":[109],"climates,":[110],"such":[114],"problematic":[117],"winter":[119,189,234],"autumn":[121],"due":[122],"vegetative":[127],"biomass":[128],"high":[131,182],"percentage":[132],"clouds":[134],"snow":[136],"images.":[139],"In":[140],"study,":[142],"we":[143],"assessed":[144],"methodology":[146,203],"detecting":[148],"radar":[154,221,230],"images":[155,222,231],"Copernicus":[157],"missions,":[159],"namely":[160],"Sentinel-l":[161],"2.":[163],"obtained":[165],"results":[166],"show":[167],"when":[169],"using":[170],"approach,":[172],"monitor":[177],"detect":[179],"accuracy":[183],"summer":[186,224],"frequency":[192],"data":[194],"updates":[195],"once":[196],"week.":[198],"basis":[200],"convolutional":[206],"neural":[207],"network":[208],"U":[210],"-Net":[211],"architecture,":[212],"which":[213],"input":[214],"stack":[217],"spring,":[226],"works":[228],"only":[232],"autumn.":[236]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}