{"id":"https://openalex.org/W7117899250","doi":"https://doi.org/10.1109/jiot.2025.3650435","title":"Time-Series JEPA for Predictive Remote Control Under Capacity-Limited Networks","display_name":"Time-Series JEPA for Predictive Remote Control Under Capacity-Limited Networks","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7117899250","doi":"https://doi.org/10.1109/jiot.2025.3650435"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2025.3650435","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3650435","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5036717510","display_name":"Abanoub M. Girgis","orcid":"https://orcid.org/0000-0002-4981-5409"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Abanoub M. Girgis","raw_affiliation_strings":["Center for Wireless Communications, University of Oulu, Oulu, Finland"],"affiliations":[{"raw_affiliation_string":"Center for Wireless Communications, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040695859","display_name":"\u00c1lvaro Valcarce","orcid":"https://orcid.org/0000-0003-0400-3228"},"institutions":[{"id":"https://openalex.org/I4210149358","display_name":"Nokia (France)","ror":"https://ror.org/04kwfkk85","country_code":"FR","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210149358"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alvaro Valcarce","raw_affiliation_strings":["Nokia Bell Labs, Massy, France"],"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs, Massy, France","institution_ids":["https://openalex.org/I4210149358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061429095","display_name":"Mehdi Bennis","orcid":"https://orcid.org/0000-0003-0261-0171"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mehdi Bennis","raw_affiliation_strings":["Center for Wireless Communications, University of Oulu, Oulu, Finland"],"affiliations":[{"raw_affiliation_string":"Center for Wireless Communications, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5036717510"],"corresponding_institution_ids":["https://openalex.org/I98381234"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01053788,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"7","first_page":"14617","last_page":"14632"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T13553","display_name":"Age of Information Optimization","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6187999844551086},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.6108999848365784},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.4950000047683716},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4887000024318695},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4406999945640564},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4334000051021576},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.42260000109672546},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.39570000767707825}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8273000121116638},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6187999844551086},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.6108999848365784},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.4950000047683716},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4887000024318695},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4553000032901764},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4406999945640564},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43860000371932983},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4334000051021576},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.42260000109672546},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.39570000767707825},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.3407999873161316},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.3156000077724457},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.30799999833106995},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.29319998621940613},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.28299999237060547},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C97090092","wikidata":"https://www.wikidata.org/wiki/Q764612","display_name":"Gain scheduling","level":3,"score":0.27649998664855957},{"id":"https://openalex.org/C107464732","wikidata":"https://www.wikidata.org/wiki/Q235781","display_name":"Adaptive control","level":3,"score":0.27320000529289246},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2700999975204468},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.2572999894618988}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3650435","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3650435","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.5032876133918762}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0],"remote":[1,16],"control":[2,52,60,122,187,191,199,220],"systems,":[3],"transmitting":[4],"large":[5],"data":[6,85],"volumes":[7],"(e.g.,":[8,25],"images,":[9],"video":[10],"frames)":[11],"from":[12,105],"wireless":[13,30],"sensors":[14],"to":[15,58,120,131,147,208],"controllers":[17,34],"is":[18,23,145],"challenging":[19],"when":[20],"uplink":[21],"capacity":[22],"limited":[24,66],"RedCap":[26],"devices":[27,64,211],"or":[28],"massive":[29],"sensor":[31],"networks).":[32],"Furthermore,":[33,96,193],"often":[35],"need":[36,130],"only":[37],"information-rich":[38],"representations":[39],"of":[40,158,183],"the":[41,72,91,125,129,169,194],"original":[42],"data.":[43,134],"To":[44,135],"address":[45],"this,":[46],"we":[47],"propose":[48],"a":[49,55,116,142,173,179],"semantic-driven":[50],"predictive":[51,99],"combined":[53],"with":[54,218],"channel-aware":[56,143],"scheduling":[57,144,216],"enhance":[59,137],"performance":[61,200],"for":[62],"multiple":[63],"under":[65,222],"network":[67,224],"capacity.":[68],"At":[69],"its":[70],"core,":[71],"proposed":[73,170,195],"framework,":[74],"coined":[75],"Time-Series":[76],"Joint":[77],"Embedding":[78],"Predictive":[79],"Architecture":[80],"(TS-JEPA),":[81],"encodes":[82],"high-dimensional":[83],"sensory":[84],"into":[86],"low-dimensional":[87],"semantic":[88,117],"embeddings":[89,104],"at":[90],"sensor,":[92],"reducing":[93],"communication":[94,140,177],"overhead.":[95],"TS-JEPA":[97],"enables":[98],"inference":[100],"by":[101,115],"predicting":[102],"future":[103],"current":[106],"ones":[107],"and":[108,139,156,185,205,214],"predicted":[109],"commands,":[110],"which":[111],"are":[112],"directly":[113],"used":[114],"actor":[118],"model":[119],"compute":[121],"commands":[123],"within":[124],"embedding":[126],"space,":[127],"eliminating":[128],"reconstruct":[132],"raw":[133],"further":[136],"reliability":[138],"efficiency,":[141],"integrated":[146],"dynamically":[148],"prioritize":[149],"device":[150],"transmissions":[151],"based":[152],"on":[153,163,201],"channel":[154],"conditions":[155],"age":[157],"information":[159],"(AoI).":[160],"Extensive":[161],"simulations":[162],"inverted":[164],"cart-pole":[165],"systems":[166],"demonstrate":[167],"that":[168],"framework":[171,196],"achieves":[172],"98.95%":[174],"reduction":[175],"in":[176],"cost,":[178],"normalized":[180],"prediction":[181,203],"error":[182],"0.004,":[184],"74.48%":[186],"accuracy,":[188],"outperforming":[189],"conventional":[190,219],"baselines.":[192],"maintains":[197],"robust":[198],"15-step":[202],"horizons":[204],"supports":[206],"up":[207],"16\u00d7":[209],"more":[210],"than":[212],"round-robin":[213],"opportunistic":[215],"schemes":[217],"baselines":[221],"similar":[223],"conditions.":[225]},"counts_by_year":[],"updated_date":"2026-03-26T06:05:38.182114","created_date":"2026-01-01T00:00:00"}
