{"id":"https://openalex.org/W4405599038","doi":"https://doi.org/10.1109/lgrs.2024.3520326","title":"MSPTS-Net: Multiscale Parallel Temporal\u2013Spatial Network for Precipitation Nowcasting","display_name":"MSPTS-Net: Multiscale Parallel Temporal\u2013Spatial Network for Precipitation Nowcasting","publication_year":2024,"publication_date":"2024-12-19","ids":{"openalex":"https://openalex.org/W4405599038","doi":"https://doi.org/10.1109/lgrs.2024.3520326"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2024.3520326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3520326","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","raw_type":"journal-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/A5008657342","display_name":"Zhihui Gad","orcid":null},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhihui Gao","raw_affiliation_strings":["Shanghai Institute for Advanced Communication and Data Science, School of Communication and Information Engineering, Shanghai University, Shanghai, China","School of Communication and Information Engineering, Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Institute for Advanced Communication and Data Science, School of Communication and Information Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101820462","display_name":"Yongfang Wang","orcid":"https://orcid.org/0000-0003-4489-8134"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongfang Wang","raw_affiliation_strings":["Shanghai Institute for Advanced Communication and Data Science, School of Communication and Information Engineering, Shanghai University, Shanghai, China","School of Communication and Information Engineering, Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Institute for Advanced Communication and Data Science, School of Communication and Information Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101622094","display_name":"Zihao Zhou","orcid":"https://orcid.org/0000-0002-6296-3473"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihao Zhou","raw_affiliation_strings":["Shanghai Institute for Advanced Communication and Data Science, School of Communication and Information Engineering, Shanghai University, Shanghai, China","School of Communication and Information Engineering, Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Institute for Advanced Communication and Data Science, School of Communication and Information Engineering, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5008657342"],"corresponding_institution_ids":["https://openalex.org/I113940042"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17951736,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9835000038146973,"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/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9835000038146973,"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/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9508000016212463,"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/T14427","display_name":"Environmental Monitoring and Data Management","score":0.9021000266075134,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"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/nowcasting","display_name":"Nowcasting","score":0.9225931763648987},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.661765992641449},{"id":"https://openalex.org/keywords/precipitation","display_name":"Precipitation","score":0.6266415119171143},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.5439339876174927},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5172067880630493},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49319690465927124},{"id":"https://openalex.org/keywords/spatial-ecology","display_name":"Spatial ecology","score":0.41581153869628906},{"id":"https://openalex.org/keywords/climatology","display_name":"Climatology","score":0.38858744502067566},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.3289947509765625},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.22343498468399048},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.13314077258110046},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.1329936981201172},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06947898864746094}],"concepts":[{"id":"https://openalex.org/C2781013037","wikidata":"https://www.wikidata.org/wiki/Q1433331","display_name":"Nowcasting","level":2,"score":0.9225931763648987},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.661765992641449},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.6266415119171143},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.5439339876174927},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5172067880630493},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49319690465927124},{"id":"https://openalex.org/C158709400","wikidata":"https://www.wikidata.org/wiki/Q3578586","display_name":"Spatial ecology","level":2,"score":0.41581153869628906},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.38858744502067566},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3289947509765625},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.22343498468399048},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.13314077258110046},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.1329936981201172},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06947898864746094},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2024.3520326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3520326","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.8299999833106995,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G4011793145","display_name":null,"funder_award_id":"61671283","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":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2607041014","https://openalex.org/W3184447318","https://openalex.org/W4285106044","https://openalex.org/W4289752563","https://openalex.org/W4293192773","https://openalex.org/W4382458699","https://openalex.org/W4390459411","https://openalex.org/W4391326550","https://openalex.org/W4393147339","https://openalex.org/W4393185820","https://openalex.org/W4393853177","https://openalex.org/W4400351135","https://openalex.org/W6628877408","https://openalex.org/W6745829810","https://openalex.org/W6750259706","https://openalex.org/W6861191762","https://openalex.org/W6876941145"],"related_works":["https://openalex.org/W2098567841","https://openalex.org/W3124209601","https://openalex.org/W2238969010","https://openalex.org/W2189249776","https://openalex.org/W1526105959","https://openalex.org/W3193710367","https://openalex.org/W3122492506","https://openalex.org/W4388046081","https://openalex.org/W1778290058","https://openalex.org/W2354666346"],"abstract_inverted_index":{"Precipitation":[0],"nowcasting":[1],"plays":[2],"an":[3],"important":[4],"role":[5],"in":[6,36,39,198],"people\u2019s":[7],"daily":[8],"lives,":[9],"yet":[10],"current":[11],"prediction":[12,40,185],"methods":[13,22],"still":[14],"encounter":[15],"some":[16],"challenges.":[17],"Most":[18],"radar":[19,47,138],"echo":[20],"extrapolation":[21],"rely":[23],"on":[24,88],"a":[25,37,66,81,89,104,125,170],"single-input-single-output":[26],"(SISO)":[27],"structure,":[28],"which":[29,93],"can":[30],"accumulate":[31],"errors":[32],"over":[33],"time,":[34],"resulting":[35],"decline":[38],"accuracy":[41],"for":[42,70,98],"longer":[43,99],"forecasts.":[44],"Furthermore,":[45],"the":[46,61,95,120,135,149,165,191],"echoes":[48,139],"exhibit":[49],"complex":[50],"characteristics,":[51,148],"making":[52],"it":[53],"difficult":[54],"to":[55,110,131,154,183],"capture":[56,111],"underlying":[57],"dynamics":[58],"solely":[59],"through":[60],"extraction":[62,108,129],"of":[63,137,146],"features":[64,157],"at":[65],"single":[67],"scale,":[68],"especially":[69],"high-intensity":[71],"rainfall":[72],"events.":[73],"To":[74],"overcome":[75],"these":[76],"difficulties,":[77],"this":[78],"letter":[79],"proposes":[80],"multiscale":[82,105,127,156],"parallel":[83],"temporal-spatial":[84,147],"network":[85],"(MSPTS-Net)":[86],"based":[87],"multi-input-multi-output":[90],"(MIMO)":[91],"architecture,":[92],"reduces":[94],"accumulation":[96],"error":[97,178],"predictions.":[100],"Specifically,":[101],"we":[102,123,168],"employ":[103],"temporal":[106,116,160],"feature":[107,128],"module":[109,130],"both":[112,159],"long-term":[113],"and":[114,133,161,180],"short-term":[115],"evolution":[117],"patterns.":[118],"In":[119],"spatial":[121,162],"dimension,":[122],"adopt":[124],"global-to-local":[126],"model":[132],"represent":[134],"characteristics":[136],"across":[140,158],"different":[141],"scales.":[142],"For":[143],"better":[144],"representation":[145],"self-attention":[150],"mechanism":[151],"is":[152],"employed":[153],"integrate":[155],"dimensions.":[163],"During":[164],"training":[166],"process,":[167],"use":[169],"hybrid":[171],"loss":[172,182],"function":[173],"by":[174],"combining":[175],"mean":[176],"squared":[177],"(mse)":[179],"Charbonnier":[181],"enhance":[184],"accuracy.":[186],"Compared":[187],"with":[188],"existing":[189],"methods,":[190],"proposed":[192],"MSPTS-Net":[193],"structure":[194],"demonstrates":[195],"significant":[196],"advantages":[197],"performance.":[199]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2024-12-20T00:00:00"}
