{"id":"https://openalex.org/W4404940715","doi":"https://doi.org/10.3390/rs16234534","title":"STDNet: Spatio-Temporal Decompose Network for Predicting Arctic Sea Ice Concentration","display_name":"STDNet: Spatio-Temporal Decompose Network for Predicting Arctic Sea Ice Concentration","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4404940715","doi":"https://doi.org/10.3390/rs16234534"},"language":"en","primary_location":{"id":"doi:10.3390/rs16234534","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16234534","pdf_url":"https://www.mdpi.com/2072-4292/16/23/4534/pdf?version=1733233923","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/2072-4292/16/23/4534/pdf?version=1733233923","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107631974","display_name":"Xu Zhu","orcid":"https://orcid.org/0000-0001-5361-2068"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Zhu","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","College of Mathematics and System Science, Xinjiang University, Urumqi 830017, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]},{"raw_affiliation_string":"College of Mathematics and System Science, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100378469","display_name":"Jing Wang","orcid":"https://orcid.org/0000-0002-2512-0223"},"institutions":[{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Wang","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","College of Mathematics and System Science, Xinjiang University, Urumqi 830017, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]},{"raw_affiliation_string":"College of Mathematics and System Science, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100386737","display_name":"Guojun Wang","orcid":"https://orcid.org/0000-0003-2401-5816"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guojun Wang","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101178874","display_name":"Yangming Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yangming Jiang","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066869014","display_name":"Brian Y. Sun","orcid":"https://orcid.org/0000-0002-4276-3677"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Sun","raw_affiliation_strings":["College of Mathematics and System Science, Xinjiang University, Urumqi 830017, China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and System Science, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101617435","display_name":"Huihui Zhao","orcid":"https://orcid.org/0000-0003-2176-9030"},"institutions":[{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huihui Zhao","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China"],"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101617435"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210137199"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.0069,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.86233515,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"16","issue":"23","first_page":"4534","last_page":"4534"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11459","display_name":"Arctic and Antarctic ice dynamics","score":0.9995999932289124,"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":0.9995999932289124,"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/T11333","display_name":"Climate change and permafrost","score":0.9897000193595886,"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/T11588","display_name":"Atmospheric and Environmental Gas Dynamics","score":0.989300012588501,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/sea-ice","display_name":"Sea ice","score":0.5678385496139526},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4929969012737274},{"id":"https://openalex.org/keywords/arctic","display_name":"Arctic","score":0.46351730823516846},{"id":"https://openalex.org/keywords/climatology","display_name":"Climatology","score":0.3834216892719269},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.35476046800613403},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.27947503328323364}],"concepts":[{"id":"https://openalex.org/C136894858","wikidata":"https://www.wikidata.org/wiki/Q213926","display_name":"Sea ice","level":2,"score":0.5678385496139526},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4929969012737274},{"id":"https://openalex.org/C518008717","wikidata":"https://www.wikidata.org/wiki/Q25322","display_name":"Arctic","level":2,"score":0.46351730823516846},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.3834216892719269},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.35476046800613403},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.27947503328323364}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16234534","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16234534","pdf_url":"https://www.mdpi.com/2072-4292/16/23/4534/pdf?version=1733233923","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:doaj.org/article:4b55de803ea5419e82aa22e9a34cc048","is_oa":true,"landing_page_url":"https://doaj.org/article/4b55de803ea5419e82aa22e9a34cc048","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 16, Iss 23, p 4534 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16234534","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16234534","pdf_url":"https://www.mdpi.com/2072-4292/16/23/4534/pdf?version=1733233923","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":0.8799999952316284,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[{"id":"https://openalex.org/G3535681987","display_name":null,"funder_award_id":"52101405","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404940715.pdf"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W1485009520","https://openalex.org/W1536447791","https://openalex.org/W1614810685","https://openalex.org/W1979981606","https://openalex.org/W2002101446","https://openalex.org/W2002312361","https://openalex.org/W2004953420","https://openalex.org/W2105321292","https://openalex.org/W2116435618","https://openalex.org/W2121770994","https://openalex.org/W2136088773","https://openalex.org/W2155069722","https://openalex.org/W2173259274","https://openalex.org/W2175578730","https://openalex.org/W2190266292","https://openalex.org/W2518564917","https://openalex.org/W2600757443","https://openalex.org/W2608569001","https://openalex.org/W2625614184","https://openalex.org/W2768975186","https://openalex.org/W2771256622","https://openalex.org/W2775070522","https://openalex.org/W2796873224","https://openalex.org/W2884585870","https://openalex.org/W2890615274","https://openalex.org/W2913323966","https://openalex.org/W2944124417","https://openalex.org/W2965187616","https://openalex.org/W2967033144","https://openalex.org/W2971199049","https://openalex.org/W2983581537","https://openalex.org/W2988946180","https://openalex.org/W3021046234","https://openalex.org/W3021288641","https://openalex.org/W3092910995","https://openalex.org/W3113059669","https://openalex.org/W3127723844","https://openalex.org/W3138340468","https://openalex.org/W3139464355","https://openalex.org/W3160132987","https://openalex.org/W3185399341","https://openalex.org/W3196309124","https://openalex.org/W3200947677","https://openalex.org/W3205754460","https://openalex.org/W3206311370","https://openalex.org/W3212890323","https://openalex.org/W3214566136","https://openalex.org/W4281662967","https://openalex.org/W4283022657","https://openalex.org/W4285302828","https://openalex.org/W4287829212","https://openalex.org/W4313009682","https://openalex.org/W4316465509","https://openalex.org/W4390956081","https://openalex.org/W6628877408","https://openalex.org/W6632102171","https://openalex.org/W6739112683","https://openalex.org/W6745829810","https://openalex.org/W6750310484","https://openalex.org/W6757613341","https://openalex.org/W6783811002","https://openalex.org/W6797155008","https://openalex.org/W6804010475","https://openalex.org/W6849101170","https://openalex.org/W6861131049"],"related_works":["https://openalex.org/W3004595093","https://openalex.org/W2314138898","https://openalex.org/W2564920106","https://openalex.org/W1966995324","https://openalex.org/W1636101495","https://openalex.org/W3159851593","https://openalex.org/W4249616540","https://openalex.org/W1982253424","https://openalex.org/W2373964333","https://openalex.org/W2068000047"],"abstract_inverted_index":{"In":[0,71],"the":[1,6,18,34,41,45,52,64,76,84,102,107,112,119,125,135,139,175,180],"context":[2],"of":[3,9,20,129,142,160,162,177],"global":[4,87],"warming,":[5],"accurate":[7],"prediction":[8,32,132,197],"Arctic":[10,21],"Sea":[11],"Ice":[12],"Concentration":[13],"(SIC)":[14],"is":[15,49,191],"crucial":[16],"for":[17,138,179],"development":[19],"shipping":[22],"routes.":[23],"We":[24],"have":[25,74],"therefore":[26],"constructed":[27],"a":[28],"lightweight,":[29],"non-recursive":[30],"spatio-temporal":[31,108],"model,":[33],"Spatio-Temporal":[35],"Decomposition":[36],"Network":[37],"(STDNet),":[38],"to":[39,62,82],"predict":[40],"daily":[42],"SIC":[43,196],"in":[44,111],"Arctic.":[46],"The":[47,114,131,169,185],"model":[48,65,85,188],"based":[50,123],"on":[51,124],"Seasonal":[53],"and":[54,68,95,158,166,190],"Trend":[55],"decomposition":[56,60],"using":[57],"Loess":[58],"(STL)":[59],"idea":[61],"decompose":[63],"into":[66],"trend":[67,96],"seasonal":[69,93],"components.":[70],"addition,":[72],"we":[73],"designed":[75],"Global":[77],"Sparse":[78],"Attention":[79],"Module":[80],"(GSAM)":[81],"help":[83],"extract":[86],"information.":[88],"STDNet":[89,187],"not":[90],"only":[91],"extracts":[92],"signals":[94],"information":[97],"with":[98],"periodical":[99],"correspondence":[100],"from":[101],"data":[103],"but":[104],"also":[105],"obtains":[106],"dependence":[109],"features":[110],"data.":[113,130],"experimental":[115],"methodology":[116],"involves":[117],"predicting":[118],"next":[120],"10":[121,127],"days":[122,128],"first":[126],"results":[133],"provided":[134],"following":[136],"metrics":[137],"10-day":[140],"forecast":[141],"STDNet:":[143],"Mean":[144,148,154],"Absolute":[145,149],"Error":[146,151,156],"(MAE),":[147],"Percentage":[150],"(MAPE),":[152],"Root":[153],"Square":[155],"(RMSE),":[157],"coefficient":[159],"determination":[161],"1.988%,":[163],"3.541%,":[164],"5.843%,":[165],"0.979,":[167],"respectively.":[168],"average":[170],"Binary":[171],"Accuracy":[172],"(BACC)":[173],"at":[174],"beginning":[176],"September":[178],"period":[181],"2018\u20132022":[182],"reached":[183],"93.85%.":[184],"proposed":[186],"outperforms":[189],"lighter":[192],"than":[193],"existing":[194],"deep-learning-based":[195],"models.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
