{"id":"https://openalex.org/W4409221589","doi":"https://doi.org/10.1109/camad62243.2024.10942960","title":"ML-Assisted Dynamic Multi-Path Routing for Enhanced QoS","display_name":"ML-Assisted Dynamic Multi-Path Routing for Enhanced QoS","publication_year":2024,"publication_date":"2024-10-21","ids":{"openalex":"https://openalex.org/W4409221589","doi":"https://doi.org/10.1109/camad62243.2024.10942960"},"language":"en","primary_location":{"id":"doi:10.1109/camad62243.2024.10942960","is_oa":false,"landing_page_url":"https://doi.org/10.1109/camad62243.2024.10942960","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 29th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5002430711","display_name":"Sultan \u00c7o\u011fay","orcid":"https://orcid.org/0000-0002-4707-6032"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sultan \u00c7o\u011fay","raw_affiliation_strings":["Istanbul Technical University,Department of Computer Engineering,Istanbul,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Technical University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022775106","display_name":"Mertkan Akko\u00e7","orcid":"https://orcid.org/0000-0001-8836-9811"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mertkan Akko\u00e7","raw_affiliation_strings":["Istanbul Technical University,Department of Computer Engineering,Istanbul,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Technical University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049119324","display_name":"G\u00f6khan Se\u00e7inti","orcid":"https://orcid.org/0000-0003-0640-8368"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gokhan Secinti","raw_affiliation_strings":["Istanbul Technical University,Department of Computer Engineering,Istanbul,Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Technical University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I48912391"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9847000241279602,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9847000241279602,"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/T10829","display_name":"Interconnection Networks and Systems","score":0.958899974822998,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9581000208854675,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.762853741645813},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6759939789772034},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6754830479621887},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.5818964838981628},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.575976550579071},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4096854627132416}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.762853741645813},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6759939789772034},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6754830479621887},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.5818964838981628},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.575976550579071},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4096854627132416}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/camad62243.2024.10942960","is_oa":false,"landing_page_url":"https://doi.org/10.1109/camad62243.2024.10942960","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 29th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.5,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W282126025","https://openalex.org/W2137583600","https://openalex.org/W2810802870","https://openalex.org/W3016586903","https://openalex.org/W3130130340","https://openalex.org/W4205543491","https://openalex.org/W4226052721","https://openalex.org/W4313125633","https://openalex.org/W4389513437","https://openalex.org/W4392940056","https://openalex.org/W4394565324","https://openalex.org/W4394624912"],"related_works":["https://openalex.org/W2323516465","https://openalex.org/W4238615239","https://openalex.org/W2063960996","https://openalex.org/W2085045797","https://openalex.org/W2111375262","https://openalex.org/W2317728013","https://openalex.org/W1998565590","https://openalex.org/W2061423566","https://openalex.org/W4252076617","https://openalex.org/W1991205173"],"abstract_inverted_index":{"The":[0,75,92,101,117],"increasing":[1],"reliance":[2],"on":[3,107,126],"the":[4,11,96,122,138,141,171,208,214],"Internet":[5],"for":[6,13,49,162],"various":[7],"applications":[8],"has":[9],"intensified":[10],"need":[12],"robust":[14],"Quality":[15],"of":[16,30,235],"Service":[17],"(QoS)":[18],"in":[19,233],"network":[20,33,60,73,180],"traffic":[21],"management.":[22],"Conventional":[23],"single-path":[24],"routing":[25,47,66,90,118,135,172],"methods":[26,57],"frequently":[27],"fall":[28],"short":[29],"meeting":[31],"contemporary":[32],"applications'":[34],"high":[35],"bandwidth":[36],"and":[37,62,88,110,158,167,190,200,219,229,239],"low":[38],"latency":[39],"demands.":[40],"This":[41],"paper":[42],"introduces":[43],"a":[44,64,82,85,89],"QoS-aware":[45],"dynamic":[46],"framework":[48,77],"edge":[50],"routers":[51],"that":[52],"leverages":[53],"machine":[54],"learning":[55,147],"(ML)":[56],"to":[58,68,71,114,150,221],"classify":[59],"packets":[61,98],"employs":[63],"multi-path":[65,203,224],"approach":[67],"adapt":[69],"dynamically":[70],"changing":[72],"conditions.":[74],"proposed":[76],"comprises":[78],"three":[79],"main":[80],"modules:":[81],"packet":[83,93,142,197,210],"classifier,":[84],"load":[86,102],"balancer,":[87],"engine.":[91],"classifier":[94,143],"classifies":[95],"internet":[97],"using":[99,178],"ML.":[100],"balancer":[103],"marks":[104],"flows":[105],"based":[106,125],"priority":[108],"levels":[109],"analyzes":[111],"link":[112],"loads":[113],"prevent":[115],"congestion.":[116],"engine":[119],"then":[120],"selects":[121],"optimal":[123],"paths":[124],"these":[127],"analyses,":[128],"ensuring":[129],"efficient":[130],"data":[131],"transfer":[132],"with":[133,186,204,217,225],"optimization":[134],"cost.":[136],"In":[137,170],"evaluation":[139],"part,":[140,173],"uses":[144],"pre-trained":[145],"ensemble":[146],"methods.":[148],"According":[149],"classification":[151],"results,":[152],"we":[153,174],"obtain":[154],"0.971,":[155],"0.950,":[156],"0.914,":[157],"0.719":[159],"Fl":[160],"scores":[161],"XGBoost,":[163],"Random":[164],"Forest,":[165],"LightGBM,":[166],"Catboost,":[168],"respectively.":[169,241],"conduct":[175],"our":[176,184],"test":[177],"NS-3":[179],"simulator.":[181],"We":[182],"compare":[183],"method":[185,206],"Nix-Vector":[187,238],"Routing":[188],"Protocol":[189],"Open":[191],"Shortest":[192],"Path":[193],"First":[194],"(OSPF)":[195],"regarding":[196],"delivery":[198,211],"ratio":[199,212],"throughput.":[201],"Our":[202],"XGBoost":[205,226],"received":[207],"highest":[209],"throughout":[213],"simulation,":[215],"starting":[216],"95%":[218],"declining":[220],"90%.":[222],"Also,":[223],"achives":[227],"50%":[228],"38.46%":[230],"better":[231],"performance":[232],"terms":[234],"throughput":[236],"than":[237],"OSPF,":[240]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
