{"id":"https://openalex.org/W4319069124","doi":"https://doi.org/10.1109/tgrs.2023.3242315","title":"Deep-Learning-Based Flying Animals Migration Prediction With Weather Radar Network","display_name":"Deep-Learning-Based Flying Animals Migration Prediction With Weather Radar Network","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4319069124","doi":"https://doi.org/10.1109/tgrs.2023.3242315"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2023.3242315","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2023.3242315","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Transactions on Geoscience and Remote Sensing","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/A5088144574","display_name":"Huafeng Mao","orcid":"https://orcid.org/0000-0002-0190-8534"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huafeng Mao","raw_affiliation_strings":["Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024045689","display_name":"Cheng Hu","orcid":"https://orcid.org/0000-0001-7582-5291"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Hu","raw_affiliation_strings":["Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China","Advanced Technology Research Institute, Beijing Institute of Technology, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"Advanced Technology Research Institute, Beijing Institute of Technology, Jinan, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114377888","display_name":"Rui Wang","orcid":"https://orcid.org/0000-0002-3510-7356"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Wang","raw_affiliation_strings":["Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China","Advanced Technology Research Institute, Beijing Institute of Technology, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"Advanced Technology Research Institute, Beijing Institute of Technology, Jinan, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041121047","display_name":"Kai Cui","orcid":"https://orcid.org/0000-0002-7208-9046"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Cui","raw_affiliation_strings":["Advanced Technology Research Institute, Beijing Institute of Technology, Jinan, China","School of Computer Sciences and Radar Research Laboratory, School of Information and Electronics, Beijing Institute of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Advanced Technology Research Institute, Beijing Institute of Technology, Jinan, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Computer Sciences and Radar Research Laboratory, School of Information and Electronics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036238728","display_name":"Shuaihang Wang","orcid":"https://orcid.org/0000-0003-2617-6904"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuaihang Wang","raw_affiliation_strings":["Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003289972","display_name":"Xiao Kou","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Kou","raw_affiliation_strings":["Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Radar Research Laboratory and the Key Laboratory of Electronic and Information Technology in Satellite Navigation, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058561164","display_name":"Dongli Wu","orcid":"https://orcid.org/0000-0001-8034-269X"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongli Wu","raw_affiliation_strings":["Meteorological Observation Center, China Meteorological Administration, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Meteorological Observation Center, China Meteorological Administration, Beijing, China","institution_ids":["https://openalex.org/I141301092"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5088144574"],"corresponding_institution_ids":["https://openalex.org/I125839683"],"apc_list":null,"apc_paid":null,"fwci":7.0589,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.96285366,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"61","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9811000227928162,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9807999730110168,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/computer-science","display_name":"Computer science","score":0.7504591941833496},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.5738682746887207},{"id":"https://openalex.org/keywords/weather-radar","display_name":"Weather radar","score":0.5220665335655212},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5155313014984131},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.46631723642349243},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4561048150062561},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4177993834018707},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.41371145844459534},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40849727392196655},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.37541595101356506},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.35547399520874023},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1484386920928955},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12020844221115112},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11782506108283997}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7504591941833496},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.5738682746887207},{"id":"https://openalex.org/C92237259","wikidata":"https://www.wikidata.org/wiki/Q863343","display_name":"Weather radar","level":3,"score":0.5220665335655212},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5155313014984131},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.46631723642349243},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4561048150062561},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4177993834018707},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.41371145844459534},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40849727392196655},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.37541595101356506},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.35547399520874023},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1484386920928955},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12020844221115112},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11782506108283997},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2023.3242315","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2023.3242315","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4807726506","display_name":null,"funder_award_id":"62225104","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7779251703","display_name":null,"funder_award_id":"62001021","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W107326985","https://openalex.org/W1519734727","https://openalex.org/W1522301498","https://openalex.org/W1532772242","https://openalex.org/W1662382123","https://openalex.org/W2002827932","https://openalex.org/W2018280557","https://openalex.org/W2032041896","https://openalex.org/W2035759078","https://openalex.org/W2064675550","https://openalex.org/W2093830674","https://openalex.org/W2101125757","https://openalex.org/W2113894410","https://openalex.org/W2149555119","https://openalex.org/W2153535040","https://openalex.org/W2166265139","https://openalex.org/W2172582947","https://openalex.org/W2194775991","https://openalex.org/W2295598076","https://openalex.org/W2318685399","https://openalex.org/W2405148024","https://openalex.org/W2494834885","https://openalex.org/W2565114801","https://openalex.org/W2732945121","https://openalex.org/W2748218537","https://openalex.org/W2795586613","https://openalex.org/W2796458509","https://openalex.org/W2889806161","https://openalex.org/W2890211809","https://openalex.org/W2896497962","https://openalex.org/W2901504064","https://openalex.org/W2907492528","https://openalex.org/W2964015378","https://openalex.org/W2964199361","https://openalex.org/W2964321699","https://openalex.org/W2970085443","https://openalex.org/W2976854177","https://openalex.org/W2980050551","https://openalex.org/W2999157820","https://openalex.org/W3011853555","https://openalex.org/W3012299909","https://openalex.org/W3124022265","https://openalex.org/W3177306570","https://openalex.org/W3194110298","https://openalex.org/W4220662518","https://openalex.org/W4239933792","https://openalex.org/W4295312788","https://openalex.org/W4385245566","https://openalex.org/W6604393541","https://openalex.org/W6631190155","https://openalex.org/W6637178625","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6739901393","https://openalex.org/W6763509872","https://openalex.org/W6766978945"],"related_works":["https://openalex.org/W2798120804","https://openalex.org/W2997500395","https://openalex.org/W2050024921","https://openalex.org/W2036324114","https://openalex.org/W1933455866","https://openalex.org/W1544437858","https://openalex.org/W2166923512","https://openalex.org/W2275457798","https://openalex.org/W2128697856","https://openalex.org/W2383116385"],"abstract_inverted_index":{"Monitoring":[0],"and":[1,11,22,105,109,174,194,200],"forecasting":[2],"aerial":[3,26,55,81,197],"animal":[4,27],"migration":[5,28,40,56,82,121,198],"benefit":[6],"biological":[7],"conservation,":[8],"aviation":[9],"safety,":[10],"agricultural":[12],"production.":[13],"Due":[14],"to":[15,33,52,79,95,116,131,138,190],"the":[16,43,66,84,97,101,140,143,147,150,166,192],"lack":[17],"of":[18,25,46,68,86,100,120,142],"large-scale":[19,54],"observation":[20],"data":[21,148,186],"quantitative":[23],"knowledge":[24],"mechanisms,":[29],"it":[30,50],"is":[31,93,129],"difficult":[32],"build":[34,195],"a":[35,76,125],"numerical":[36],"simulation":[37],"system":[38],"for":[39],"prediction.":[41],"However,":[42],"extensive":[44],"deployment":[45],"weather":[47,102,152,184],"radars":[48],"makes":[49],"possible":[51],"obtain":[53],"information.":[57,122],"Meanwhile,":[58],"artificial":[59],"intelligence":[60],"technologies":[61],"provide":[62],"new":[63],"insights":[64],"into":[65],"modeling":[67],"complex":[69],"system.":[70,202],"In":[71,123,180],"this":[72],"article,":[73],"we":[74],"develop":[75],"deep-learning":[77],"model":[78,145,160],"predict":[80],"from":[83,149,171],"perspective":[85],"spatio-temporal":[87,118],"evolution.":[88],"Specifically,":[89],"an":[90,196],"undirected":[91],"graph":[92,107,172],"applied":[94,130],"describe":[96],"geographic":[98],"structure":[99],"radar":[103,153,185],"network,":[104],"then":[106],"convolution":[108,173],"gated":[110],"recurrent":[111],"unit":[112],"(GRU)":[113],"are":[114,136,177],"combined":[115],"extract":[117],"features":[119],"addition,":[124],"multi-head":[126,175],"self-attention":[127,176],"mechanism":[128],"enhance":[132],"long-term":[133],"dependence.":[134],"Experiments":[135],"conducted":[137],"validate":[139],"effectiveness":[141],"proposed":[144],"on":[146],"Chinese":[151],"network.":[154],"The":[155],"results":[156],"show":[157],"that":[158],"our":[159],"can":[161],"achieve":[162],"state-of-the-art":[163],"performance":[164],"among":[165],"competing":[167],"methods.":[168],"Moreover,":[169],"improvements":[170],"also":[178],"analyzed.":[179],"future":[181],"applications,":[182],"more":[183],"will":[187],"be":[188],"collected":[189],"enrich":[191],"dataset":[193],"monitoring":[199],"prediction":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":9}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
