{"id":"https://openalex.org/W2887481643","doi":"https://doi.org/10.1109/icufn.2018.8436625","title":"Towards Application-Aware Networking: ML-Based End-to-End Application KPI/QoE Metrics Characterization in SDN","display_name":"Towards Application-Aware Networking: ML-Based End-to-End Application KPI/QoE Metrics Characterization in SDN","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2887481643","doi":"https://doi.org/10.1109/icufn.2018.8436625","mag":"2887481643"},"language":"en","primary_location":{"id":"doi:10.1109/icufn.2018.8436625","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icufn.2018.8436625","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 Tenth International Conference on Ubiquitous and Future Networks (ICUFN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10197/10477","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030642092","display_name":"Hamed Z. Jahromi","orcid":"https://orcid.org/0000-0002-8900-2875"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Hamed Z. Jahromi","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008608844","display_name":"Andrew Hines","orcid":"https://orcid.org/0000-0001-9636-2556"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Andrew Hines","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078955096","display_name":"Declan T. Delanev","orcid":null},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Declan T. Delanev","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5030642092"],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":null,"apc_paid":null,"fwci":2.5677,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.90450056,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"126","last_page":"131"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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":1.0,"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/T12127","display_name":"Software System Performance and Reliability","score":0.996999979019165,"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":0.9955000281333923,"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":0.8265934586524963},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.7990156412124634},{"id":"https://openalex.org/keywords/performance-indicator","display_name":"Performance indicator","score":0.7170385718345642},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5491825938224792},{"id":"https://openalex.org/keywords/network-performance","display_name":"Network performance","score":0.518879234790802},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.5126468539237976},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.5121524333953857},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.4548299312591553},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.4456275403499603},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43663424253463745},{"id":"https://openalex.org/keywords/network-architecture","display_name":"Network architecture","score":0.41303712129592896},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.33479541540145874},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15841427445411682}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8265934586524963},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.7990156412124634},{"id":"https://openalex.org/C135510737","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance indicator","level":2,"score":0.7170385718345642},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5491825938224792},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.518879234790802},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.5126468539237976},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.5121524333953857},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.4548299312591553},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.4456275403499603},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43663424253463745},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.41303712129592896},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33479541540145874},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15841427445411682},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icufn.2018.8436625","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icufn.2018.8436625","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 Tenth International Conference on Ubiquitous and Future Networks (ICUFN)","raw_type":"proceedings-article"},{"id":"pmh:oai:researchrepository.ucd.ie:10197/10477","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/10477","pdf_url":"http://hdl.handle.net/10197/10477","source":{"id":"https://openalex.org/S4306402280","display_name":"Research Repository UCD (University College Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100930933","host_organization_name":"University College Dublin","host_organization_lineage":["https://openalex.org/I100930933"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Publication"}],"best_oa_location":{"id":"pmh:oai:researchrepository.ucd.ie:10197/10477","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/10477","pdf_url":"http://hdl.handle.net/10197/10477","source":{"id":"https://openalex.org/S4306402280","display_name":"Research Repository UCD (University College Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100930933","host_organization_name":"University College Dublin","host_organization_lineage":["https://openalex.org/I100930933"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Publication"},"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2887481643.pdf","grobid_xml":"https://content.openalex.org/works/W2887481643.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W204857905","https://openalex.org/W1572385077","https://openalex.org/W1576948692","https://openalex.org/W1820551482","https://openalex.org/W1874326244","https://openalex.org/W1922832738","https://openalex.org/W1997733708","https://openalex.org/W1997903435","https://openalex.org/W2004261019","https://openalex.org/W2021234005","https://openalex.org/W2043067467","https://openalex.org/W2045372947","https://openalex.org/W2111085587","https://openalex.org/W2111102056","https://openalex.org/W2130794005","https://openalex.org/W2137229314","https://openalex.org/W2153022146","https://openalex.org/W2154468618","https://openalex.org/W2156666755","https://openalex.org/W2169263368","https://openalex.org/W2296506120","https://openalex.org/W2734893163","https://openalex.org/W3160073244","https://openalex.org/W4231184172","https://openalex.org/W4285719527","https://openalex.org/W6661881948","https://openalex.org/W6682459407","https://openalex.org/W6697174995"],"related_works":["https://openalex.org/W2890601616","https://openalex.org/W2079417790","https://openalex.org/W58944773","https://openalex.org/W1992059001","https://openalex.org/W3213295739","https://openalex.org/W2794617229","https://openalex.org/W2793291865","https://openalex.org/W2917728452","https://openalex.org/W2910175092","https://openalex.org/W2883830961"],"abstract_inverted_index":{"Software":[0],"Defined":[1],"Networking":[2],"(SDN)":[3],"presents":[4],"a":[5,72,102,142,156],"unique":[6],"networking":[7],"paradigm":[8],"that":[9,111],"facilitates":[10],"the":[11,52,92,107,127,160,164],"development":[12],"of":[13,54,62,97,134],"network":[14,79,84,165],"innovations.":[15],"This":[16,118],"paper":[17,36,119],"aims":[18],"to":[19,66,106,121,130,154],"improve":[20],"application":[21,40,55,68,140,161],"awareness":[22,56],"by":[23],"incorporating":[24],"Machine":[25],"Learning":[26],"(ML)":[27],"techniques":[28],"within":[29],"an":[30,135],"open":[31],"source":[32],"SDN":[33],"architecture.":[34],"The":[35,59],"explores":[37],"how":[38,123],"end-to-end":[39],"Key":[41],"Performance":[42],"Indicator":[43],"(KPI)":[44],"metrics":[45,70],"can":[46,87],"be":[47,88],"designed":[48],"and":[49,83,163],"utilized":[50],"for":[51,147],"purpose":[53],"in":[57],"networks.":[58],"main":[60],"goal":[61],"this":[63,98],"research":[64,99],"is":[65,100,145,152],"characterize":[67],"KPI":[69,144,162],"using":[71],"suitable":[73],"ML":[74],"approach":[75],"based":[76,90],"on":[77,91],"available":[78],"data.":[80],"Resource":[81],"allocation":[82],"orchestration":[85],"tasks":[86],"automated":[89],"findings.":[93],"A":[94,138],"key":[95],"facet":[96],"introducing":[101],"novel":[103],"feedback":[104,115,129],"interface":[105],"SDN's":[108],"Northbound":[109],"Interface":[110],"receives":[112],"realtime":[113],"performance":[114],"from":[116],"applications.":[117],"aim":[120],"show":[122],"could":[124],"we":[125],"exploit":[126],"applications":[128],"determine":[131],"useful":[132],"characteristics":[133],"application's":[136],"traffic.":[137],"mapping":[139],"with":[141],"defined":[143],"used":[146,153],"experimentation.":[148],"Linear":[149],"multiple":[150],"regression":[151],"derive":[155],"characteristic":[157],"relationship":[158],"between":[159],"metrics.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":2}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}