{"id":"https://openalex.org/W7137328746","doi":"https://doi.org/10.1109/ants66931.2025.11429863","title":"Machine Learning-Augmented Segment Routing over IPv6 for QoS-Aware 5G Transport Networks","display_name":"Machine Learning-Augmented Segment Routing over IPv6 for QoS-Aware 5G Transport Networks","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7137328746","doi":"https://doi.org/10.1109/ants66931.2025.11429863"},"language":null,"primary_location":{"id":"doi:10.1109/ants66931.2025.11429863","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants66931.2025.11429863","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","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/A5052304489","display_name":"Himanshu Tiwari","orcid":"https://orcid.org/0000-0001-9011-2636"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Himanshu Tiwari","raw_affiliation_strings":["National Taiwan University of Science and Technology,Department of Computer Science and Information Engineering,Taipei,Taiwan"],"affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology,Department of Computer Science and Information Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010959998","display_name":"Binayak Kar","orcid":"https://orcid.org/0000-0003-0534-6652"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Binayak Kar","raw_affiliation_strings":["National Taiwan University of Science and Technology,Department of Computer Science and Information Engineering,Taipei,Taiwan"],"affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology,Department of Computer Science and Information Engineering,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5129445226","display_name":"Priyanshu Tiwari","orcid":null},"institutions":[{"id":"https://openalex.org/I283854653","display_name":"Machine Intelligence Research Institute","ror":"https://ror.org/01h4ass90","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I283854653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Priyanshu Tiwari","raw_affiliation_strings":["Sir M. Visvesvaraya Institute of Technology,Department of Artificial Intelligence and Machine Learning,Bengaluru,India"],"affiliations":[{"raw_affiliation_string":"Sir M. Visvesvaraya Institute of Technology,Department of Artificial Intelligence and Machine Learning,Bengaluru,India","institution_ids":["https://openalex.org/I283854653"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5052304489"],"corresponding_institution_ids":["https://openalex.org/I154864474"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.79064928,"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":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.17800000309944153,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.17800000309944153,"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/T10651","display_name":"IPv6, Mobility, Handover, Networks, Security","score":0.10010000318288803,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.07580000162124634,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.5450000166893005},{"id":"https://openalex.org/keywords/routing-protocol","display_name":"Routing protocol","score":0.32089999318122864},{"id":"https://openalex.org/keywords/data-transmission","display_name":"Data transmission","score":0.24889999628067017},{"id":"https://openalex.org/keywords/transport-network","display_name":"Transport network","score":0.2468000054359436},{"id":"https://openalex.org/keywords/router","display_name":"Router","score":0.24279999732971191}],"concepts":[{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.637499988079071},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5960000157356262},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.5450000166893005},{"id":"https://openalex.org/C104954878","wikidata":"https://www.wikidata.org/wiki/Q1648707","display_name":"Routing protocol","level":3,"score":0.32089999318122864},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.24889999628067017},{"id":"https://openalex.org/C2778711553","wikidata":"https://www.wikidata.org/wiki/Q924286","display_name":"Transport network","level":2,"score":0.2468000054359436},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.24459999799728394},{"id":"https://openalex.org/C2775896111","wikidata":"https://www.wikidata.org/wiki/Q642560","display_name":"Router","level":2,"score":0.24279999732971191},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.23839999735355377},{"id":"https://openalex.org/C204948658","wikidata":"https://www.wikidata.org/wiki/Q1119410","display_name":"Static routing","level":4,"score":0.23240000009536743}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ants66931.2025.11429863","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants66931.2025.11429863","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W1675699606","https://openalex.org/W2494561778","https://openalex.org/W2514718641","https://openalex.org/W2981096252","https://openalex.org/W3006460919","https://openalex.org/W4247255165","https://openalex.org/W4293371094"],"related_works":[],"abstract_inverted_index":{"The":[0],"fifth-generation":[1],"(5G)":[2],"mobile":[3],"network":[4,52,163],"paradigm,":[5],"characterized":[6],"by":[7],"heterogeneous":[8],"service":[9],"requirements":[10],"such":[11],"as":[12],"enhanced":[13],"Mobile":[14],"Broadband":[15],"(eMBB),":[16],"Ultra-Reliable":[17],"Low-Latency":[18],"Communications":[19,24],"(URLLC),":[20],"and":[21,41,74,97,120,132,139,157],"massive":[22],"Machine-Type":[23],"(mMTC),":[25],"necessitates":[26],"intelligent,":[27],"adaptive":[28,158],"transport-layer":[29,89],"routing":[30,43,153],"solutions.":[31],"While":[32],"Segment":[33],"Routing":[34],"over":[35],"IPv6":[36],"(SRv6)":[37],"offers":[38],"a":[39,58,79,100],"scalable":[40],"flexible":[42],"mechanism,":[44],"its":[45],"static":[46],"nature":[47],"limits":[48],"responsiveness":[49],"to":[50,85],"dynamic":[51],"conditions.":[53],"This":[54],"paper":[55],"proposes":[56],"ML-SRv6,":[57],"machine":[59],"learning-augmented":[60],"SRv6":[61],"framework":[62],"that":[63,125],"integrates":[64],"Gated":[65],"Recurrent":[66],"Units":[67],"(GRU),":[68],"Long":[69],"Short-Term":[70],"Memory":[71],"(LSTM)":[72],"networks,":[73],"Random":[75],"Forests":[76],"(RF)":[77],"within":[78],"Software-Defined":[80],"Networking":[81],"(SDN)":[82],"control":[83],"plane":[84],"enable":[86],"proactive,":[87],"QoS-aware":[88],"routing.":[90],"A":[91],"simulation":[92],"environment":[93],"based":[94,111],"on":[95,112],"NetworkX":[96],"TRex":[98],"emulates":[99],"multi-slice":[101],"5G":[102,144],"transport":[103,159],"network,":[104],"where":[105],"ML":[106],"models":[107],"predict":[108],"optimal":[109],"paths":[110],"real-time":[113],"metrics":[114],"including":[115],"latency,":[116],"jitter,":[117,131],"packet":[118,133],"loss,":[119],"throughput.":[121],"Empirical":[122],"results":[123],"demonstrate":[124],"ML-SRv6":[126],"significantly":[127],"reduces":[128],"end-to-end":[129],"delay,":[130],"loss":[134],"while":[135],"improving":[136],"throughput,":[137],"reliability,":[138],"QoS":[140],"compliance":[141],"across":[142],"diverse":[143],"services.":[145],"These":[146],"findings":[147],"underscore":[148],"the":[149],"potential":[150],"of":[151],"ML-driven":[152],"in":[154],"enabling":[155],"intelligent":[156],"slicing":[160],"for":[161],"next-generation":[162],"infrastructures.":[164]},"counts_by_year":[],"updated_date":"2026-03-18T06:27:02.140700","created_date":"2026-03-17T00:00:00"}