{"id":"https://openalex.org/W4403737250","doi":"https://doi.org/10.3390/rs16213956","title":"MBFE-UNet: A Multi-Branch Feature Extraction UNet with Temporal Cross Attention for Radar Echo Extrapolation","display_name":"MBFE-UNet: A Multi-Branch Feature Extraction UNet with Temporal Cross Attention for Radar Echo Extrapolation","publication_year":2024,"publication_date":"2024-10-24","ids":{"openalex":"https://openalex.org/W4403737250","doi":"https://doi.org/10.3390/rs16213956"},"language":"en","primary_location":{"id":"doi:10.3390/rs16213956","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16213956","pdf_url":"https://www.mdpi.com/2072-4292/16/21/3956/pdf?version=1729750464","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/2072-4292/16/21/3956/pdf?version=1729750464","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033760810","display_name":"Huantong Geng","orcid":"https://orcid.org/0000-0002-0345-4169"},"institutions":[{"id":"https://openalex.org/I141301092","display_name":"China Meteorological Administration","ror":"https://ror.org/00bx3rb98","country_code":"CN","type":"government","lineage":["https://openalex.org/I141301092"]},{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huantong Geng","raw_affiliation_strings":["China Meteorological Administration Radar Meteorology Key Laboratory, Nanjing 210023, China","School of Computer Science, Nanjing University of Information Science and Technology, Nanjing 210044, China"],"affiliations":[{"raw_affiliation_string":"China Meteorological Administration Radar Meteorology Key Laboratory, Nanjing 210023, China","institution_ids":["https://openalex.org/I141301092"]},{"raw_affiliation_string":"School of Computer Science, Nanjing University of Information Science and Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100699154","display_name":"Han Zhao","orcid":"https://orcid.org/0000-0001-6770-5396"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Han Zhao","raw_affiliation_strings":["School of Computer Science, Nanjing University of Information Science and Technology, Nanjing 210044, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Nanjing University of Information Science and Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074445300","display_name":"Zhanpeng Shi","orcid":"https://orcid.org/0009-0007-1820-5548"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhanpeng Shi","raw_affiliation_strings":["School of Computer Science, Nanjing University of Information Science and Technology, Nanjing 210044, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Nanjing University of Information Science and Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069517234","display_name":"Fangli Wu","orcid":"https://orcid.org/0009-0001-4912-5221"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangli Wu","raw_affiliation_strings":["School of Software, Nanjing University of Information Science and Technology, Nanjing 210044, China"],"affiliations":[{"raw_affiliation_string":"School of Software, Nanjing University of Information Science and Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023934459","display_name":"Liangchao Geng","orcid":null},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liangchao Geng","raw_affiliation_strings":["School of Atmospheric Science, Nanjing University of Information Science and Technology, Nanjing 210044, China"],"affiliations":[{"raw_affiliation_string":"School of Atmospheric Science, Nanjing University of Information Science and Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016672476","display_name":"Kefei Ma","orcid":"https://orcid.org/0000-0002-0111-7513"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kefei Ma","raw_affiliation_strings":["School of Software, Nanjing University of Information Science and Technology, Nanjing 210044, China"],"affiliations":[{"raw_affiliation_string":"School of Software, Nanjing University of Information Science and Technology, Nanjing 210044, China","institution_ids":["https://openalex.org/I200845125"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100699154"],"corresponding_institution_ids":["https://openalex.org/I200845125"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.3475,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.81642384,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"16","issue":"21","first_page":"3956","last_page":"3956"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11609","display_name":"Geophysical Methods and Applications","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/extrapolation","display_name":"Extrapolation","score":0.7700394988059998},{"id":"https://openalex.org/keywords/echo","display_name":"Echo (communications protocol)","score":0.7030746340751648},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.46420058608055115},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4281724691390991},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.41059979796409607},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.326618492603302},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.23233121633529663},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19102701544761658},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10645809769630432},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08372378349304199}],"concepts":[{"id":"https://openalex.org/C132459708","wikidata":"https://www.wikidata.org/wiki/Q744069","display_name":"Extrapolation","level":2,"score":0.7700394988059998},{"id":"https://openalex.org/C2779426996","wikidata":"https://www.wikidata.org/wiki/Q18389128","display_name":"Echo (communications protocol)","level":2,"score":0.7030746340751648},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.46420058608055115},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4281724691390991},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.41059979796409607},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.326618492603302},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.23233121633529663},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19102701544761658},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10645809769630432},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08372378349304199},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16213956","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16213956","pdf_url":"https://www.mdpi.com/2072-4292/16/21/3956/pdf?version=1729750464","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:76fcceabf8ad429883a2fcce173154ba","is_oa":true,"landing_page_url":"https://doaj.org/article/76fcceabf8ad429883a2fcce173154ba","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 21, p 3956 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16213956","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16213956","pdf_url":"https://www.mdpi.com/2072-4292/16/21/3956/pdf?version=1729750464","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":[],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4020255992","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4784019153","display_name":null,"funder_award_id":"42375145","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5006150785","display_name":null,"funder_award_id":"2023LRM-A02","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G695728028","display_name":null,"funder_award_id":"20223BBG71019","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7033253288","display_name":null,"funder_award_id":"Grants","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8955107213","display_name":null,"funder_award_id":"Major","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"},{"id":"https://openalex.org/F4320321569","display_name":"China Meteorological Administration","ror":"https://ror.org/00bx3rb98"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403737250.pdf","grobid_xml":"https://content.openalex.org/works/W4403737250.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1485009520","https://openalex.org/W1522734439","https://openalex.org/W1578285471","https://openalex.org/W1901129140","https://openalex.org/W2044628480","https://openalex.org/W2058913535","https://openalex.org/W2078308830","https://openalex.org/W2108313219","https://openalex.org/W2113221323","https://openalex.org/W2116435618","https://openalex.org/W2117671103","https://openalex.org/W2118877769","https://openalex.org/W2133665775","https://openalex.org/W2161364076","https://openalex.org/W2171314103","https://openalex.org/W2175461096","https://openalex.org/W2768975186","https://openalex.org/W2807451848","https://openalex.org/W2890108942","https://openalex.org/W2967033144","https://openalex.org/W2998982568","https://openalex.org/W3009216045","https://openalex.org/W3126335003","https://openalex.org/W3133428285","https://openalex.org/W3138516171","https://openalex.org/W3184447318","https://openalex.org/W3207858308","https://openalex.org/W4224320620","https://openalex.org/W4283314088","https://openalex.org/W4293192773","https://openalex.org/W4312560592","https://openalex.org/W4390696425","https://openalex.org/W4391986437","https://openalex.org/W6757613341","https://openalex.org/W6801481129","https://openalex.org/W6862048601"],"related_works":["https://openalex.org/W1968270095","https://openalex.org/W4296478327","https://openalex.org/W1960072520","https://openalex.org/W2042397106","https://openalex.org/W4361730764","https://openalex.org/W1965029248","https://openalex.org/W2220129715","https://openalex.org/W2387596242","https://openalex.org/W2333625343","https://openalex.org/W2074627651"],"abstract_inverted_index":{"Radar":[0],"echo":[1,28,37,46,51,60,80,99],"extrapolation":[2,29,52,81],"is":[3],"a":[4,70,88,107],"critical":[5,157],"technique":[6],"for":[7,43,78],"short-term":[8],"weather":[9,16],"forecasting.":[10],"Timely":[11],"warnings":[12],"of":[13,97,135,153,165],"severe":[14],"convective":[15],"events":[17],"can":[18],"be":[19],"provided":[20],"according":[21],"to":[22,32,82,113,128,143],"the":[23,115,126,131,144,147,156,163,171],"extrapolated":[24],"images.":[25],"However,":[26],"traditional":[27],"methods":[30,53],"fail":[31],"fully":[33],"utilize":[34],"historical":[35],"radar":[36,45,79,98,136],"data,":[38],"resulting":[39],"in":[40,155,162,170],"limited":[41],"accuracy":[42],"future":[44],"prediction.":[47],"Existing":[48],"deep":[49],"learning":[50],"often":[54],"face":[55],"issues":[56],"such":[57],"as":[58],"high-threshold":[59],"attenuation":[61],"and":[62,168],"blurring":[63],"distortion.":[64],"In":[65],"this":[66],"paper,":[67],"we":[68,105],"propose":[69],"UNet-based":[71],"multi-branch":[72],"feature":[73],"extraction":[74],"model":[75,114,127],"named":[76],"MBFE-UNet":[77,148],"mitigate":[83],"these":[84],"issues.":[85],"We":[86],"design":[87],"Multi-Branch":[89],"Feature":[90],"Extraction":[91],"Block,":[92],"which":[93,124],"extracts":[94],"spatiotemporal":[95],"features":[96,119],"data":[100],"from":[101,120],"various":[102],"perspectives.":[103],"Additionally,":[104],"introduce":[106],"Temporal":[108],"Cross":[109],"Attention":[110],"Fusion":[111],"Unit":[112],"temporal":[116,132],"correlation":[117],"between":[118],"different":[121],"network":[122],"layers,":[123],"helps":[125],"better":[129],"capture":[130],"evolution":[133],"patterns":[134],"echoes.":[137],"Experimental":[138],"results":[139],"indicate":[140],"that,":[141],"compared":[142],"Transformer-based":[145],"Rainformer,":[146],"achieves":[149],"an":[150],"average":[151],"increase":[152],"4.8%":[154],"success":[158],"index":[159],"(CSI),":[160],"5.5%":[161],"probability":[164],"detection":[166],"(POD),":[167],"3.8%":[169],"Heidke":[172],"skill":[173],"score":[174],"(HSS).":[175]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-20T07:46:08.049788","created_date":"2025-10-10T00:00:00"}
