{"id":"https://openalex.org/W4406266473","doi":"https://doi.org/10.1109/vtc2024-fall63153.2024.10757478","title":"LoGra: an LSTM-DDPG Integrated MPQUIC Scheduler for Mobile Video Streaming","display_name":"LoGra: an LSTM-DDPG Integrated MPQUIC Scheduler for Mobile Video Streaming","publication_year":2024,"publication_date":"2024-10-07","ids":{"openalex":"https://openalex.org/W4406266473","doi":"https://doi.org/10.1109/vtc2024-fall63153.2024.10757478"},"language":"en","primary_location":{"id":"doi:10.1109/vtc2024-fall63153.2024.10757478","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2024-fall63153.2024.10757478","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall)","raw_type":"proceedings-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/A5061237354","display_name":"Minh Hai Vu","orcid":"https://orcid.org/0000-0002-7436-3862"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Minh Hai Vu","raw_affiliation_strings":["Hanoi University of Science and Technology,School of Information and Communication Technology,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"Hanoi University of Science and Technology,School of Information and Communication Technology,Hanoi,Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037414408","display_name":"Thanh Trung Nguyen","orcid":"https://orcid.org/0000-0002-7405-2984"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thanh Trung Nguyen","raw_affiliation_strings":["Hanoi University of Science and Technology,School of Information and Communication Technology,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"Hanoi University of Science and Technology,School of Information and Communication Technology,Hanoi,Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015801640","display_name":"Thi Ha Ly Dinh","orcid":"https://orcid.org/0000-0001-9986-800X"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thi Ha Ly Dinh","raw_affiliation_strings":["Hanoi University of Science and Technology,School of Information and Communication Technology,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"Hanoi University of Science and Technology,School of Information and Communication Technology,Hanoi,Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058485829","display_name":"Phi Le Nguyen","orcid":"https://orcid.org/0000-0001-6547-7641"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Phi Le Nguyen","raw_affiliation_strings":["Hanoi University of Science and Technology,School of Information and Communication Technology,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"Hanoi University of Science and Technology,School of Information and Communication Technology,Hanoi,Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077043884","display_name":"Kien Nguyen","orcid":"https://orcid.org/0000-0003-0400-3084"},"institutions":[{"id":"https://openalex.org/I159385669","display_name":"Chiba University","ror":"https://ror.org/01hjzeq58","country_code":"JP","type":"education","lineage":["https://openalex.org/I159385669"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kien Nguyen","raw_affiliation_strings":["Institute for Advanced Academic Research, Chiba University,Japan"],"affiliations":[{"raw_affiliation_string":"Institute for Advanced Academic Research, Chiba University,Japan","institution_ids":["https://openalex.org/I159385669"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5061237354"],"corresponding_institution_ids":["https://openalex.org/I94518387"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28761109,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10741","display_name":"Video Coding and Compression Technologies","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9977999925613403,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9945999979972839,"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/video-streaming","display_name":"Video streaming","score":0.7457301616668701},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6630078554153442},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.44318172335624695},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3474411070346832},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.2803763747215271}],"concepts":[{"id":"https://openalex.org/C2986160907","wikidata":"https://www.wikidata.org/wiki/Q220499","display_name":"Video streaming","level":2,"score":0.7457301616668701},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6630078554153442},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.44318172335624695},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3474411070346832},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2803763747215271}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtc2024-fall63153.2024.10757478","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2024-fall63153.2024.10757478","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.4300000071525574}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2293038204","https://openalex.org/W3082618691"],"abstract_inverted_index":{"With":[0],"the":[1,43,52,95,105,114,125,133,145,158],"increasing":[2],"demand":[3],"for":[4,30],"video":[5,9,62],"streaming":[6,10,63],"services,":[7],"efficient":[8],"with":[11,82,120],"MPQUIC":[12,21,44,73,80],"in":[13,165,181,185],"mobile":[14,47],"wireless":[15,167],"networks":[16,168],"is":[17,39],"gaining":[18],"interest.":[19],"Although":[20],"can":[22],"leverage":[23],"multiple":[24],"network":[25,49,99],"connections":[26],"(e.g.,":[27],"Wi-Fi,":[28],"5G)":[29],"simultaneous":[31],"transfer,":[32],"improving":[33],"bandwidth":[34],"and":[35,103,124,148,190],"resilience,":[36],"its":[37,121],"performance":[38],"heavily":[40],"dependent":[41],"on":[42],"scheduler.":[45],"In":[46],"scenarios,":[48],"fluctuations":[50],"challenge":[51],"scheduler":[53,74,147,160],"to":[54,56,93,131,138,151,174],"adapt":[55],"dynamic":[57],"conditions":[58,100],"while":[59],"maintaining":[60],"good":[61],"quality.":[64],"Addressing":[65],"this":[66,68],"issue,":[67],"paper":[69],"proposes":[70],"a":[71],"novel":[72],"named":[75],"LoGra":[76,87,159,177],"(i.e.,":[77],"LSTM-DDPG":[78],"integrated":[79],"Scheduler)":[81],"two":[83],"advanced":[84],"features.":[85],"First,":[86],"utilizes":[88],"Long":[89],"Short-Term":[90],"Memory":[91],"(LSTM)":[92],"model":[94],"temporal":[96,135],"correlation":[97],"of":[98,127],"over":[101],"time":[102],"handle":[104],"challenges":[106],"posed":[107],"by":[108],"mobility":[109,170],"patterns.":[110],"Second,":[111],"it":[112,150],"leverages":[113],"Deep":[115],"Deterministic":[116],"Policy":[117],"Gradient":[118],"(DDPG),":[119],"self-learning":[122],"capabilities":[123],"strength":[126],"deep":[128],"neural":[129],"networks,":[130],"analyze":[132],"informative":[134],"feature":[136],"vector":[137],"influence":[139],"scheduling":[140],"decisions.":[141],"We":[142],"have":[143],"implemented":[144],"proposed":[146],"compared":[149,173],"existing":[152,175],"ones.":[153],"The":[154],"results":[155],"show":[156],"that":[157],"effectively":[161],"manages":[162],"multipath":[163],"communication":[164],"heterogeneous":[166],"under":[169],"scenarios.":[171],"Moreover,":[172],"schedulers,":[176],"achieves":[178],"significant":[179],"improvements":[180],"data":[182],"transmission,":[183],"both":[184],"general":[186],"metrics":[187,192],"(loss,":[188],"goodput)":[189],"streaming-related":[191],"(bitrate,":[193],"freezing":[194],"time).":[195]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
