{"id":"https://openalex.org/W4416667460","doi":"https://doi.org/10.13052/jicts2245-800x.1326","title":"ML-driven Co-optimization of Lightweight Compression and Adaptive Bitrate Allocation for Edge IoT Distributed Video Coding","display_name":"ML-driven Co-optimization of Lightweight Compression and Adaptive Bitrate Allocation for Edge IoT Distributed Video Coding","publication_year":2025,"publication_date":"2025-11-25","ids":{"openalex":"https://openalex.org/W4416667460","doi":"https://doi.org/10.13052/jicts2245-800x.1326"},"language":null,"primary_location":{"id":"doi:10.13052/jicts2245-800x.1326","is_oa":true,"landing_page_url":"https://doi.org/10.13052/jicts2245-800x.1326","pdf_url":"https://journals.riverpublishers.com/index.php/JICTS/article/download/30549/22767","source":{"id":"https://openalex.org/S4210214262","display_name":"Journal of ICT Standardization","issn_l":"2245-800X","issn":["2245-800X","2246-0853"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of ICT Standardization","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journals.riverpublishers.com/index.php/JICTS/article/download/30549/22767","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120518843","display_name":"Qu Wenyue","orcid":null},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qu Wenyue","raw_affiliation_strings":["State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China","institution_ids":["https://openalex.org/I110262843"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wang Jinglong","orcid":null},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang Jinglong","raw_affiliation_strings":["State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China","institution_ids":["https://openalex.org/I110262843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100299977","display_name":"Zhang Yiming","orcid":null},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhang Yiming","raw_affiliation_strings":["State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China","institution_ids":["https://openalex.org/I110262843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120380912","display_name":"Pei Xinyan","orcid":null},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pei Xinyan","raw_affiliation_strings":["State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China","institution_ids":["https://openalex.org/I110262843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003389799","display_name":"Liang Zhuang","orcid":"https://orcid.org/0000-0001-5824-3871"},"institutions":[{"id":"https://openalex.org/I110262843","display_name":"Yuncheng University","ror":"https://ror.org/03qt1g669","country_code":"CN","type":"education","lineage":["https://openalex.org/I110262843"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Zhuang","raw_affiliation_strings":["State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shanxi Electric Power Company, Yuncheng Power Supply Company, Yuncheng 044000, Shanxi, China","institution_ids":["https://openalex.org/I110262843"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I110262843"],"apc_list":null,"apc_paid":null,"fwci":0.4626,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.70203916,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.23680000007152557,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.23680000007152557,"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.20090000331401825,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.11270000040531158,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5468000173568726},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4887000024318695},{"id":"https://openalex.org/keywords/codec","display_name":"Codec","score":0.48840001225471497},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.4848000109195709},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.46639999747276306},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.4584999978542328},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.45500001311302185},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4480000138282776},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.44620001316070557},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.4260999858379364}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8490999937057495},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5468000173568726},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.522599995136261},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4887000024318695},{"id":"https://openalex.org/C161765866","wikidata":"https://www.wikidata.org/wiki/Q184748","display_name":"Codec","level":2,"score":0.48840001225471497},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.4848000109195709},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.46639999747276306},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.4584999978542328},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.45500001311302185},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4480000138282776},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.44620001316070557},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.4260999858379364},{"id":"https://openalex.org/C133529210","wikidata":"https://www.wikidata.org/wiki/Q1076113","display_name":"Scalable Video Coding","level":3,"score":0.41929998993873596},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4129999876022339},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4097000062465668},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.37950000166893005},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.3653999865055084},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.35350000858306885},{"id":"https://openalex.org/C57890076","wikidata":"https://www.wikidata.org/wiki/Q4680725","display_name":"Adaptive coding","level":4,"score":0.3456999957561493},{"id":"https://openalex.org/C176809094","wikidata":"https://www.wikidata.org/wiki/Q15401496","display_name":"Traverse","level":2,"score":0.336899995803833},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.3361000120639801},{"id":"https://openalex.org/C165021410","wikidata":"https://www.wikidata.org/wiki/Q55564","display_name":"Lossy compression","level":2,"score":0.3280999958515167},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32749998569488525},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.322299987077713},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3212999999523163},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3089999854564667},{"id":"https://openalex.org/C169805256","wikidata":"https://www.wikidata.org/wiki/Q1361381","display_name":"Transform coding","level":4,"score":0.28540000319480896},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.2849999964237213},{"id":"https://openalex.org/C175732694","wikidata":"https://www.wikidata.org/wiki/Q1128713","display_name":"Context-adaptive binary arithmetic coding","level":3,"score":0.2816999852657318},{"id":"https://openalex.org/C2221639","wikidata":"https://www.wikidata.org/wiki/Q2877","display_name":"Discrete cosine transform","level":3,"score":0.2784000039100647},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.25850000977516174},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.2581999897956848},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.2565999925136566},{"id":"https://openalex.org/C180611318","wikidata":"https://www.wikidata.org/wiki/Q7316902","display_name":"Retransmission","level":3,"score":0.2558000087738037},{"id":"https://openalex.org/C148063708","wikidata":"https://www.wikidata.org/wiki/Q5072511","display_name":"Channel state information","level":3,"score":0.251800000667572},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.25029999017715454}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.13052/jicts2245-800x.1326","is_oa":true,"landing_page_url":"https://doi.org/10.13052/jicts2245-800x.1326","pdf_url":"https://journals.riverpublishers.com/index.php/JICTS/article/download/30549/22767","source":{"id":"https://openalex.org/S4210214262","display_name":"Journal of ICT Standardization","issn_l":"2245-800X","issn":["2245-800X","2246-0853"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of ICT Standardization","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.13052/jicts2245-800x.1326","is_oa":true,"landing_page_url":"https://doi.org/10.13052/jicts2245-800x.1326","pdf_url":"https://journals.riverpublishers.com/index.php/JICTS/article/download/30549/22767","source":{"id":"https://openalex.org/S4210214262","display_name":"Journal of ICT Standardization","issn_l":"2245-800X","issn":["2245-800X","2246-0853"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of ICT Standardization","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335967","display_name":"Science and Technology Project of State Grid","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416667460.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,42],"increasing":[1],"demand":[2,12],"for":[3,163],"real-time":[4,92],"video":[5,167],"services":[6],"characterizes":[7],"next-generation":[8],"wireless":[9],"networks.":[10],"This":[11,23],"exacerbates":[13],"the":[14,149],"conflict":[15],"between":[16,152],"bandwidth-intensive":[17],"applications":[18],"and":[19,54,67,96,110,137,154],"resource-constrained":[20],"edge":[21,40,119],"infrastructure.":[22],"study":[24],"proposes":[25],"an":[26],"ML-driven":[27],"co-optimization":[28],"framework":[29,158],"that":[30],"integrates":[31],"lightweight":[32],"compression":[33,153],"with":[34,142,176],"adaptive":[35],"bitrate":[36,89],"allocation":[37],"using":[38],"distributed":[39],"intelligence.":[41],"methodology":[43],"employs":[44],"a":[45,79,160],"depthwise":[46],"separable":[47],"CNN":[48],"encoder":[49],"enhanced":[50],"by":[51],"channel":[52,93],"pruning":[53],"quantization-aware":[55],"training":[56],"to":[57,86],"minimize":[58],"computational":[59,68],"requirements,":[60],"achieving":[61,128],"model":[62],"sizes":[63],"of":[64,70],"\u2264500":[65],"KB":[66],"complexity":[69,98],"0.8":[71],"GFLOPs":[72],"per":[73],"frame":[74],"on":[75,91,118],"resource-limited":[76],"nodes.":[77],"Concurrently,":[78],"proximal":[80],"policy":[81],"optimization":[82,103],"controller":[83],"is":[84],"adopted":[85],"dynamically":[87],"adjust":[88],"based":[90],"state":[94],"information":[95],"motion":[97],"features.":[99],"A":[100],"federated":[101],"alternating":[102],"mechanism":[104],"jointly":[105],"reduces":[106],"latency,":[107,132],"energy":[108,140],"consumption,":[109],"distortion":[111],"while":[112],"preserving":[113],"data":[114],"privacy.":[115],"Experimental":[116],"validation":[117],"IoT":[120,166],"testbeds":[121],"demonstrated":[122],"substantial":[123],"improvements":[124],"over":[125],"state-of-the-art":[126],"baselines,":[127],"42.7%":[129],"lower":[130],"encoding":[131],"3.2":[133],"dB":[134],"higher":[135],"PSNR,":[136],"38.5%":[138],"reduced":[139],"consumption":[141],"sub-100":[143],"ms":[144],"processing":[145],"times.":[146],"By":[147],"addressing":[148],"fundamental":[150],"disconnect":[151],"transmission":[155],"optimization,":[156],"this":[157],"provides":[159],"scalable":[161],"solution":[162],"6G-enabled":[164],"massive":[165],"systems.":[168],"It":[169],"effectively":[170],"bridges":[171],"theoretical":[172],"machine":[173],"learning":[174],"advances":[175],"practical":[177],"deployment":[178],"constraints":[179],"in":[180],"ultra-reliable":[181],"low-latency":[182],"communication":[183],"environments.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-11-27T00:00:00"}
