{"id":"https://openalex.org/W4392152662","doi":"https://doi.org/10.1109/globecom54140.2023.10437584","title":"Data-Induced Intelligent Kalman Filtering for Beam Prediction and Tracking of Millimeter Wave Communications","display_name":"Data-Induced Intelligent Kalman Filtering for Beam Prediction and Tracking of Millimeter Wave Communications","publication_year":2023,"publication_date":"2023-12-04","ids":{"openalex":"https://openalex.org/W4392152662","doi":"https://doi.org/10.1109/globecom54140.2023.10437584"},"language":"en","primary_location":{"id":"doi:10.1109/globecom54140.2023.10437584","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom54140.2023.10437584","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2023 - 2023 IEEE Global Communications Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/10189673/1/a798-zhang%20final.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100358190","display_name":"Jianjun Zhang","orcid":"https://orcid.org/0000-0002-4830-1959"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]},{"id":"https://openalex.org/I4210155350","display_name":"Purple Mountain Laboratories","ror":"https://ror.org/04zcbk583","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210155350"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianjun Zhang","raw_affiliation_strings":["College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics,Nanjing,China,210016","The Purple Mountain Laboratories, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics,Nanjing,China,210016","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"The Purple Mountain Laboratories, Nanjing, China","institution_ids":["https://openalex.org/I4210155350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056225611","display_name":"Yongming Huang","orcid":"https://orcid.org/0009-0009-2545-2875"},"institutions":[{"id":"https://openalex.org/I4210155350","display_name":"Purple Mountain Laboratories","ror":"https://ror.org/04zcbk583","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210155350"]},{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongming Huang","raw_affiliation_strings":["The Purple Mountain Laboratories,Nanjing,China,211111","National Mobile Communications Research Laboratory, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"The Purple Mountain Laboratories,Nanjing,China,211111","institution_ids":["https://openalex.org/I4210155350"]},{"raw_affiliation_string":"National Mobile Communications Research Laboratory, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030334551","display_name":"Christos Masouros","orcid":"https://orcid.org/0000-0002-8259-6615"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christos Masouros","raw_affiliation_strings":["University College London,Department of Electronic & Electrical Engineering,London,U.K.,WC1E7JE"],"affiliations":[{"raw_affiliation_string":"University College London,Department of Electronic & Electrical Engineering,London,U.K.,WC1E7JE","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072916702","display_name":"Xiaohu You","orcid":"https://orcid.org/0000-0002-0809-8511"},"institutions":[{"id":"https://openalex.org/I4210155350","display_name":"Purple Mountain Laboratories","ror":"https://ror.org/04zcbk583","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210155350"]},{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohu You","raw_affiliation_strings":["The Purple Mountain Laboratories,Nanjing,China,211111","National Mobile Communications Research Laboratory, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"The Purple Mountain Laboratories,Nanjing,China,211111","institution_ids":["https://openalex.org/I4210155350"]},{"raw_affiliation_string":"National Mobile Communications Research Laboratory, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100358190"],"corresponding_institution_ids":["https://openalex.org/I4210155350","https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":0.1299,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.48940808,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"4817","last_page":"4822"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T13121","display_name":"Radio Wave Propagation Studies","score":0.9994999766349792,"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/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9966999888420105,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/kalman-filter","display_name":"Kalman filter","score":0.8362051844596863},{"id":"https://openalex.org/keywords/extremely-high-frequency","display_name":"Extremely high frequency","score":0.7812098264694214},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.6368662714958191},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6290482878684998},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3911322355270386},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.36859166622161865}],"concepts":[{"id":"https://openalex.org/C157286648","wikidata":"https://www.wikidata.org/wiki/Q846780","display_name":"Kalman filter","level":2,"score":0.8362051844596863},{"id":"https://openalex.org/C45764600","wikidata":"https://www.wikidata.org/wiki/Q570342","display_name":"Extremely high frequency","level":2,"score":0.7812098264694214},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.6368662714958191},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6290482878684998},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3911322355270386},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.36859166622161865},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/globecom54140.2023.10437584","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom54140.2023.10437584","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2023 - 2023 IEEE Global Communications Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10189673","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10189673/","pdf_url":"https://discovery.ucl.ac.uk/10189673/1/a798-zhang%20final.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:  GLOBECOM 2023 - 2023 IEEE Global Communications Conference.  (pp. pp. 4817-4822).  IEEE: Kuala Lumpur, Malaysia. (2024)     ","raw_type":"Proceedings paper"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10189673","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10189673/","pdf_url":"https://discovery.ucl.ac.uk/10189673/1/a798-zhang%20final.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:  GLOBECOM 2023 - 2023 IEEE Global Communications Conference.  (pp. pp. 4817-4822).  IEEE: Kuala Lumpur, Malaysia. (2024)     ","raw_type":"Proceedings paper"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7094448879","display_name":null,"funder_award_id":"EP/S028455/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392152662.pdf","grobid_xml":"https://content.openalex.org/works/W4392152662.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1999479532","https://openalex.org/W2034651337","https://openalex.org/W2116193517","https://openalex.org/W2261663070","https://openalex.org/W2614851539","https://openalex.org/W2615358882","https://openalex.org/W2799206304","https://openalex.org/W2891787690","https://openalex.org/W2947007362","https://openalex.org/W2961979974","https://openalex.org/W2962310916","https://openalex.org/W2963408914","https://openalex.org/W2972072389","https://openalex.org/W2974178109","https://openalex.org/W3016754131","https://openalex.org/W3072033075","https://openalex.org/W3097164986","https://openalex.org/W3099147043","https://openalex.org/W3108957811","https://openalex.org/W3158571554","https://openalex.org/W3196059773","https://openalex.org/W4211049957"],"related_works":["https://openalex.org/W2084086966","https://openalex.org/W1580685205","https://openalex.org/W2760382975","https://openalex.org/W3191856393","https://openalex.org/W2349716249","https://openalex.org/W2023861399","https://openalex.org/W1463864201","https://openalex.org/W2730915376","https://openalex.org/W2120941928","https://openalex.org/W4206770590"],"abstract_inverted_index":{"Beam":[0],"prediction":[1,113],"and":[2,18,66,95,114],"tracking":[3],"(BPT)":[4],"are":[5],"key":[6],"technology":[7],"for":[8,34],"millimeter":[9],"wave":[10],"communications.":[11],"Typical":[12],"techniques":[13],"include":[14],"Kalman":[15,75],"filtering":[16,76],"(KF)":[17],"Gaussian":[19],"process":[20],"(GP)":[21],"regression.":[22],"However,":[23],"KF":[24,94],"requires":[25],"explicit":[26],"system":[27,81,105],"dynamics,":[28],"which":[29,87],"is":[30,107],"difficult":[31],"to":[32,40,71],"obtain":[33],"complicated":[35],"scenarios.":[36],"In":[37,101],"contrast,":[38],"thanks":[39],"the":[41,80,84,90,104,126,137],"data-driven":[42,85],"manner,":[43,86],"GP":[44,96],"regression":[45],"circumvents":[46],"this":[47,58],"challenging,":[48],"which,":[49],"however,":[50],"suffers":[51],"from":[52],"prohibitive":[53],"computational":[54],"complexity.":[55],"To":[56],"tackle":[57],"issue,":[59],"we":[60,109],"propose":[61,111],"a":[62],"novel":[63],"hybrid":[64],"model":[65],"data":[67],"driven":[68],"approach,":[69],"referred":[70],"as":[72],"data-induced":[73],"intelligent":[74],"(DIIKF).":[77],"DIIKF":[78],"learns":[79],"dynamics":[82,106],"via":[83],"can":[88],"enjoy":[89],"advantages":[91],"of":[92,132],"both":[93],"while":[97],"overcoming":[98],"their":[99],"drawbacks.":[100],"view":[102],"that":[103,122],"available,":[108],"further":[110],"long-term":[112],"design":[115],"an":[116],"efficient":[117],"algorithm.":[118],"Simulation":[119],"results":[120],"show":[121],"our":[123],"method":[124],"approaches":[125],"optimal":[127],"oracle":[128],"solution":[129],"(in":[130],"terms":[131],"effective":[133],"achievable":[134],"rate),":[135],"with":[136],"linear":[138],"complexity":[139],"order.":[140]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}