{"id":"https://openalex.org/W4387802534","doi":"https://doi.org/10.1109/igarss52108.2023.10281590","title":"Toward a Machine Learning Approach for Sea Ice Detection from High Resolution ASCAT Measurements","display_name":"Toward a Machine Learning Approach for Sea Ice Detection from High Resolution ASCAT Measurements","publication_year":2023,"publication_date":"2023-07-16","ids":{"openalex":"https://openalex.org/W4387802534","doi":"https://doi.org/10.1109/igarss52108.2023.10281590"},"language":"en","primary_location":{"id":"doi:10.1109/igarss52108.2023.10281590","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss52108.2023.10281590","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075017041","display_name":"Seubson Soisuvarn","orcid":"https://orcid.org/0000-0002-1373-8974"},"institutions":[{"id":"https://openalex.org/I4210089050","display_name":"NOAA National Environmental Satellite Data and Information Service","ror":"https://ror.org/007qwym43","country_code":"US","type":"government","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I4210089050"]},{"id":"https://openalex.org/I4210133019","display_name":"NOAA Center for Satellite Applications and Research","ror":"https://ror.org/03yn06t56","country_code":"US","type":"government","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I1343035065","https://openalex.org/I4210089050","https://openalex.org/I4210133019"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Seubson Soisuvarn","raw_affiliation_strings":["NOAA/NESDIS/Center for Satellite Applications and Research,College Park,MD,USA,20740"],"affiliations":[{"raw_affiliation_string":"NOAA/NESDIS/Center for Satellite Applications and Research,College Park,MD,USA,20740","institution_ids":["https://openalex.org/I4210133019","https://openalex.org/I4210089050"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010864619","display_name":"Zorana Jelenak","orcid":"https://orcid.org/0000-0003-0510-2973"},"institutions":[{"id":"https://openalex.org/I4210089050","display_name":"NOAA National Environmental Satellite Data and Information Service","ror":"https://ror.org/007qwym43","country_code":"US","type":"government","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I4210089050"]},{"id":"https://openalex.org/I4210133019","display_name":"NOAA Center for Satellite Applications and Research","ror":"https://ror.org/03yn06t56","country_code":"US","type":"government","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I1343035065","https://openalex.org/I4210089050","https://openalex.org/I4210133019"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zorana Jelenak","raw_affiliation_strings":["NOAA/NESDIS/Center for Satellite Applications and Research,College Park,MD,USA,20740"],"affiliations":[{"raw_affiliation_string":"NOAA/NESDIS/Center for Satellite Applications and Research,College Park,MD,USA,20740","institution_ids":["https://openalex.org/I4210133019","https://openalex.org/I4210089050"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059901615","display_name":"Paul Chang","orcid":"https://orcid.org/0000-0001-5113-0938"},"institutions":[{"id":"https://openalex.org/I4210089050","display_name":"NOAA National Environmental Satellite Data and Information Service","ror":"https://ror.org/007qwym43","country_code":"US","type":"government","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I4210089050"]},{"id":"https://openalex.org/I4210133019","display_name":"NOAA Center for Satellite Applications and Research","ror":"https://ror.org/03yn06t56","country_code":"US","type":"government","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I1343035065","https://openalex.org/I4210089050","https://openalex.org/I4210133019"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul S. Chang","raw_affiliation_strings":["NOAA/NESDIS/Center for Satellite Applications and Research,College Park,MD,USA,20740"],"affiliations":[{"raw_affiliation_string":"NOAA/NESDIS/Center for Satellite Applications and Research,College Park,MD,USA,20740","institution_ids":["https://openalex.org/I4210133019","https://openalex.org/I4210089050"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102962796","display_name":"Qi Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210089050","display_name":"NOAA National Environmental Satellite Data and Information Service","ror":"https://ror.org/007qwym43","country_code":"US","type":"government","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I4210089050"]},{"id":"https://openalex.org/I4210105893","display_name":"Global Science & Technology (United States)","ror":"https://ror.org/01a5ymr35","country_code":"US","type":"company","lineage":["https://openalex.org/I4210105893"]},{"id":"https://openalex.org/I4210133019","display_name":"NOAA Center for Satellite Applications and Research","ror":"https://ror.org/03yn06t56","country_code":"US","type":"government","lineage":["https://openalex.org/I1308126019","https://openalex.org/I1308126019","https://openalex.org/I1343035065","https://openalex.org/I1343035065","https://openalex.org/I4210089050","https://openalex.org/I4210133019"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qi Zhu","raw_affiliation_strings":["NOAA/NESDIS/Center for Satellite Applications and Research,College Park,MD,USA,20740","Global Science & Technology Inc"],"affiliations":[{"raw_affiliation_string":"NOAA/NESDIS/Center for Satellite Applications and Research,College Park,MD,USA,20740","institution_ids":["https://openalex.org/I4210133019","https://openalex.org/I4210089050"]},{"raw_affiliation_string":"Global Science & Technology Inc","institution_ids":["https://openalex.org/I4210105893"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5075017041"],"corresponding_institution_ids":["https://openalex.org/I4210089050","https://openalex.org/I4210133019"],"apc_list":null,"apc_paid":null,"fwci":0.2131,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.55211836,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"71","last_page":"74"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11459","display_name":"Arctic and Antarctic ice dynamics","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11459","display_name":"Arctic and Antarctic ice dynamics","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"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/T10255","display_name":"Oceanographic and Atmospheric Processes","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"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/T11333","display_name":"Climate change and permafrost","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8115723133087158},{"id":"https://openalex.org/keywords/sea-ice","display_name":"Sea ice","score":0.6941968202590942},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6233277916908264},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.539550244808197},{"id":"https://openalex.org/keywords/scatterometer","display_name":"Scatterometer","score":0.4487180709838867},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.43329474329948425},{"id":"https://openalex.org/keywords/sea-ice-concentration","display_name":"Sea ice concentration","score":0.4328325390815735},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4292179346084595},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.4127548336982727},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38288795948028564},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3697563409805298},{"id":"https://openalex.org/keywords/arctic-ice-pack","display_name":"Arctic ice pack","score":0.3447068929672241},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3363102078437805},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.2442406713962555},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1822044551372528},{"id":"https://openalex.org/keywords/sea-ice-thickness","display_name":"Sea ice thickness","score":0.18005439639091492},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09849908947944641}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8115723133087158},{"id":"https://openalex.org/C136894858","wikidata":"https://www.wikidata.org/wiki/Q213926","display_name":"Sea ice","level":2,"score":0.6941968202590942},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6233277916908264},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.539550244808197},{"id":"https://openalex.org/C2776212561","wikidata":"https://www.wikidata.org/wiki/Q905295","display_name":"Scatterometer","level":3,"score":0.4487180709838867},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.43329474329948425},{"id":"https://openalex.org/C194520297","wikidata":"https://www.wikidata.org/wiki/Q7440064","display_name":"Sea ice concentration","level":5,"score":0.4328325390815735},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4292179346084595},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.4127548336982727},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38288795948028564},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3697563409805298},{"id":"https://openalex.org/C161798024","wikidata":"https://www.wikidata.org/wiki/Q3651008","display_name":"Arctic ice pack","level":3,"score":0.3447068929672241},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3363102078437805},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2442406713962555},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1822044551372528},{"id":"https://openalex.org/C149767477","wikidata":"https://www.wikidata.org/wiki/Q7440066","display_name":"Sea ice thickness","level":4,"score":0.18005439639091492},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09849908947944641}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/igarss52108.2023.10281590","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss52108.2023.10281590","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life below water","score":0.7900000214576721,"id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2101234009","https://openalex.org/W2120061596","https://openalex.org/W2303798172","https://openalex.org/W2417259888","https://openalex.org/W4377971332","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W2031457372","https://openalex.org/W3206881126","https://openalex.org/W4221057659","https://openalex.org/W4240873802","https://openalex.org/W2486603219","https://openalex.org/W206690607","https://openalex.org/W835875322","https://openalex.org/W2922651963","https://openalex.org/W3147447286","https://openalex.org/W2584433234"],"abstract_inverted_index":{"In":[0],"this":[1,46],"paper,":[2],"we":[3,115],"present":[4],"supervised":[5],"machine":[6,31],"learning":[7,32],"employed":[8,60],"with":[9,65,111],"high-resolution":[10],"ASCAT":[11,28,56,147],"data":[12,149],"to":[13,69,141],"detect":[14],"sea":[15,26,125,136],"ice":[16,27,78,82,126,137],"in":[17,45,133,150],"the":[18,61,119,135,143],"Alaska":[19],"region":[20],"for":[21,96,122],"our":[22],"ultra-high-resolution":[23,146],"wind":[24,148],"and":[25,38,80,89,93],"product.":[29],"Two":[30],"algorithms,":[33],"Gaussian":[34],"Na\u00efve":[35],"Bayes":[36],"(GNB)":[37],"Support":[39],"Vector":[40],"Machine":[41],"(SVM)":[42],"were":[43],"tested":[44],"analysis.":[47],"GNB":[48,103],"utilizes":[49],"a":[50],"feature":[51],"vector":[52],"consisting":[53],"of":[54,75,145],"six":[55],"variables,":[57],"while":[58,107],"SVM":[59,108,117,129],"same":[62],"inputs":[63],"but":[64],"additional":[66],"standardization":[67],"prior":[68],"training.":[70],"The":[71,85,99],"training":[72,92],"target":[73],"consisted":[74],"collocated":[76],"GDAS":[77],"flag":[79,127],"ASMR-2":[81],"concentration":[83],"data.":[84],"dataset":[86],"was":[87],"balanced":[88],"divided":[90],"into":[91],"testing":[94],"sets":[95],"each":[97],"model.":[98],"results":[100],"showed":[101],"that":[102],"achieved":[104,109],"94%":[105],"accuracy,":[106],"98%":[110],"reduced":[112],"noise.":[113],"Consequently,":[114],"chose":[116],"as":[118],"final":[120],"algorithm":[121],"near":[123],"real-time":[124],"processing.":[128],"exhibited":[130],"improved":[131],"accuracy":[132],"identifying":[134],"edge,":[138],"allowing":[139],"us":[140],"enhance":[142],"usability":[144],"polar":[151],"regions.":[152]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}