{"id":"https://openalex.org/W4399939478","doi":"https://doi.org/10.1109/tii.2024.3399401","title":"Toward a Variation-Aware and Interpretable Model for Radar Image Sequence Prediction","display_name":"Toward a Variation-Aware and Interpretable Model for Radar Image Sequence Prediction","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4399939478","doi":"https://doi.org/10.1109/tii.2024.3399401"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2024.3399401","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3399401","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","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/A5025713190","display_name":"Xu Huang","orcid":"https://orcid.org/0000-0001-7091-5773"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Huang","raw_affiliation_strings":["Department of Computer Science, Harbin Institute of Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-7091-5773","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002523892","display_name":"Yunming Ye","orcid":"https://orcid.org/0000-0002-1807-8581"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunming Ye","raw_affiliation_strings":["Department of Computer Science, Harbin Institute of Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-1807-8581","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100385138","display_name":"Bowen Zhang","orcid":"https://orcid.org/0000-0002-3581-9476"},"institutions":[{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bowen Zhang","raw_affiliation_strings":["College of Big Data and Internet, Shenzhen Technology University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-3581-9476","affiliations":[{"raw_affiliation_string":"College of Big Data and Internet, Shenzhen Technology University, Shenzhen, China","institution_ids":["https://openalex.org/I4210152380"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068984038","display_name":"Huiwei Lin","orcid":"https://orcid.org/0000-0002-4546-6870"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiwei Lin","raw_affiliation_strings":["Department of Computer Science, Harbin Institute of Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-4546-6870","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033224121","display_name":"Yuxi Sun","orcid":"https://orcid.org/0000-0002-3040-5880"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxi Sun","raw_affiliation_strings":["Department of Computer Science, Harbin Institute of Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-3040-5880","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063318300","display_name":"Xutao Li","orcid":"https://orcid.org/0000-0003-1894-984X"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xutao Li","raw_affiliation_strings":["Department of Computer Science, Harbin Institute of Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-1894-984X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075046622","display_name":"Chuyao Luo","orcid":"https://orcid.org/0000-0003-4848-609X"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuyao Luo","raw_affiliation_strings":["Department of Electronic and Information Engineering, Harbin Institute of Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-4848-609X","affiliations":[{"raw_affiliation_string":"Department of Electronic and Information Engineering, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5557,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7015711,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"20","issue":"10","first_page":"11532","last_page":"11541"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.8978000283241272,"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"}},"topics":[{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.8978000283241272,"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"}},{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.8551999926567078,"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"}},{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.8424999713897705,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/sequence","display_name":"Sequence (biology)","score":0.5683968663215637},{"id":"https://openalex.org/keywords/radar-imaging","display_name":"Radar imaging","score":0.5682697892189026},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5644253492355347},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5638653635978699},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.5081253051757812},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.47858548164367676},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4330947697162628},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3983367383480072},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3752773106098175},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10774558782577515}],"concepts":[{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5683968663215637},{"id":"https://openalex.org/C10929652","wikidata":"https://www.wikidata.org/wiki/Q7279985","display_name":"Radar imaging","level":3,"score":0.5682697892189026},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5644253492355347},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5638653635978699},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.5081253051757812},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.47858548164367676},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4330947697162628},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3983367383480072},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3752773106098175},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10774558782577515},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2024.3399401","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3399401","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G2874901904","display_name":null,"funder_award_id":"62272130","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3084071730","display_name":null,"funder_award_id":"62302127","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G597446551","display_name":null,"funder_award_id":"62376072","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":40,"referenced_works":["https://openalex.org/W1787224781","https://openalex.org/W2194775991","https://openalex.org/W2295107390","https://openalex.org/W2741040846","https://openalex.org/W2915253508","https://openalex.org/W2958098628","https://openalex.org/W2963149042","https://openalex.org/W2963558246","https://openalex.org/W2964045325","https://openalex.org/W2964303162","https://openalex.org/W2967033144","https://openalex.org/W2972548215","https://openalex.org/W2979997102","https://openalex.org/W2989173953","https://openalex.org/W3012430016","https://openalex.org/W3021538729","https://openalex.org/W3034426027","https://openalex.org/W3102818708","https://openalex.org/W3109184532","https://openalex.org/W3119640832","https://openalex.org/W3123487819","https://openalex.org/W3126014626","https://openalex.org/W3156482771","https://openalex.org/W3184447318","https://openalex.org/W4205101723","https://openalex.org/W4226098984","https://openalex.org/W4292994000","https://openalex.org/W4298005622","https://openalex.org/W4308743547","https://openalex.org/W4312729628","https://openalex.org/W4312991156","https://openalex.org/W4313229727","https://openalex.org/W4366377770","https://openalex.org/W4377821752","https://openalex.org/W6628877408","https://openalex.org/W6685670348","https://openalex.org/W6739112683","https://openalex.org/W6745829810","https://openalex.org/W6768609040","https://openalex.org/W6789073751"],"related_works":["https://openalex.org/W2386430105","https://openalex.org/W2356521405","https://openalex.org/W2038534795","https://openalex.org/W2384358604","https://openalex.org/W1567829292","https://openalex.org/W3001063351","https://openalex.org/W3196905815","https://openalex.org/W2348490172","https://openalex.org/W4313855562","https://openalex.org/W2091422131"],"abstract_inverted_index":{"Radar":[0],"image":[1],"sequence":[2],"prediction":[3,61,134],"(RISP)":[4],"aims":[5],"to":[6,37,48,181,221],"predict":[7],"future":[8],"radar":[9,118],"images":[10],"based":[11],"on":[12,194],"historical":[13],"observations.":[14],"In":[15,54],"the":[16,52,64,74,81,114,123,147,154,160,163,166,170,173,178,183,198,201,215,222,226],"past":[17],"few":[18],"years,":[19],"neural":[20],"network-based":[21],"methods":[22],"have":[23],"shown":[24],"impressive":[25],"performance":[26],"for":[27,63,73,141],"RISP.":[28],"However,":[29],"two":[30,94,195],"limitations":[31],"stills":[32],"exist.":[33],"1)":[34,78],"They":[35,46],"fail":[36],"exploit":[38],"variation":[39,102],"information":[40,103],"when":[41,96],"capturing":[42,97],"spatial":[43,98],"dependencies.":[44],"2)":[45,139],"neglect":[47],"analyze":[49],"and":[50,67,104,116,165,197],"interpret":[51],"model.":[53,189],"this":[55,176],"article,":[56],"we":[57,79,130,145,157,224],"propose":[58,131],"a":[59,69,86,109,126,132,186,210],"variation-aware":[60,87],"model":[62],"first":[65,179],"limitation,":[66],"develop":[68],"relevance":[70,161,217],"propagation":[71,218],"technique":[72],"second":[75],"one.":[76],"Specifically,":[77],"recustomize":[80],"vanilla":[82],"convolution":[83,91],"by":[84,151],"introducing":[85],"item.":[88],"The":[89],"new":[90],"unit":[92,124],"yields":[93],"advantages":[95],"dependencies,":[99],"i.e.,":[100],"exploiting":[101],"offering":[105],"spatially-varying":[106],"kernels.":[107],"As":[108,140],"result,":[110],"it":[111],"can":[112,158],"learn":[113],"diverse":[115],"complex":[117],"echo":[119],"patterns.":[120],"By":[121],"equipping":[122],"into":[125],"typical":[127],"network":[128],"(PredRNN),":[129],"novel":[133],"model,":[135,144],"dubbed":[136],"as":[137],"VA-PredRNN.":[138,205],"analyzing":[142],"our":[143,204],"propagate":[146],"output":[148,164],"backward":[149],"layer":[150,152],"till":[153],"input.":[155],"Hence,":[156],"reveal":[159],"between":[162],"intermediate":[167],"states.":[168,230],"To":[169],"best":[171],"of":[172,185,203,212,228],"authors'":[174],"knowledge,":[175],"is":[177],"work":[180],"study":[182],"interpretability":[184],"multilayer":[187],"RISP":[188],"We":[190,206],"conduct":[191],"extensive":[192],"experiments":[193],"datasets,":[196],"results":[199],"demonstrate":[200],"effectiveness":[202],"also":[207],"carry":[208],"out":[209],"series":[211],"analyses":[213],"using":[214],"proposed":[216],"technique.":[219],"According":[220],"results,":[223],"discover":[225],"importance":[227],"different":[229]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
