{"id":"https://openalex.org/W4412030402","doi":"https://doi.org/10.1109/tccn.2025.3585941","title":"Graph-Based Machine Learning Estimation Methods for Backbone Optical Network Optimization","display_name":"Graph-Based Machine Learning Estimation Methods for Backbone Optical Network Optimization","publication_year":2025,"publication_date":"2025-07-04","ids":{"openalex":"https://openalex.org/W4412030402","doi":"https://doi.org/10.1109/tccn.2025.3585941"},"language":"en","primary_location":{"id":"doi:10.1109/tccn.2025.3585941","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2025.3585941","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive Communications and Networking","raw_type":"journal-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/A5052186392","display_name":"Aleksandra Knapi\u0144ska","orcid":"https://orcid.org/0000-0003-2654-4893"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Aleksandra Knapi\u0144ska","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118821954","display_name":"Jakub Derda","orcid":null},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jakub Derda","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118821955","display_name":"Franciszek Strasburger","orcid":null},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Franciszek Strasburger","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103039659","display_name":"Szymon Wojciechowski","orcid":"https://orcid.org/0000-0002-8437-5592"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Szymon Wojciechowski","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028570296","display_name":"Jakub Klikowski","orcid":"https://orcid.org/0000-0002-3825-5514"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jakub Klikowski","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048782314","display_name":"Piotr Lechowicz","orcid":"https://orcid.org/0000-0003-2555-5187"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Piotr Lechowicz","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027153286","display_name":"Krzysztof Walkowiak","orcid":"https://orcid.org/0000-0003-1686-3110"},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Krzysztof Walkowiak","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland","institution_ids":["https://openalex.org/I686019"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5052186392"],"corresponding_institution_ids":["https://openalex.org/I686019"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17962531,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":null,"first_page":"2618","last_page":"2630"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10299","display_name":"Photonic and Optical Devices","score":0.9947999715805054,"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/T10299","display_name":"Photonic and Optical Devices","score":0.9947999715805054,"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/T10232","display_name":"Optical Network Technologies","score":0.9944999814033508,"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/T10767","display_name":"Advanced Photonic Communication Systems","score":0.9934999942779541,"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/computer-science","display_name":"Computer science","score":0.8155616521835327},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.49124449491500854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45934492349624634},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4230678677558899},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.31933319568634033}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8155616521835327},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.49124449491500854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45934492349624634},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4230678677558899},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.31933319568634033}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tccn.2025.3585941","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2025.3585941","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive Communications and Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5134057291","display_name":null,"funder_award_id":"2019/35/B/ST7/04272","funder_id":"https://openalex.org/F4320322511","funder_display_name":"Narodowe Centrum Nauki"}],"funders":[{"id":"https://openalex.org/F4320322511","display_name":"Narodowe Centrum Nauki","ror":"https://ror.org/03ha2q922"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1972958050","https://openalex.org/W1980837614","https://openalex.org/W1987236914","https://openalex.org/W2015344683","https://openalex.org/W2033193852","https://openalex.org/W2048460015","https://openalex.org/W2084974221","https://openalex.org/W2133768407","https://openalex.org/W2423726436","https://openalex.org/W2486787176","https://openalex.org/W2591112440","https://openalex.org/W2613070411","https://openalex.org/W2925819646","https://openalex.org/W2963241486","https://openalex.org/W2964101383","https://openalex.org/W2982341779","https://openalex.org/W2997591727","https://openalex.org/W2998882063","https://openalex.org/W3036581459","https://openalex.org/W3160766063","https://openalex.org/W3186612513","https://openalex.org/W3202950802","https://openalex.org/W4225646961","https://openalex.org/W4282947427","https://openalex.org/W4285112846","https://openalex.org/W4315629846","https://openalex.org/W4320029473","https://openalex.org/W4321484183","https://openalex.org/W4377094005","https://openalex.org/W4385655838","https://openalex.org/W4385655876","https://openalex.org/W4385740286","https://openalex.org/W4386249667","https://openalex.org/W4387872609","https://openalex.org/W4392175369","https://openalex.org/W4392241988","https://openalex.org/W4393305215","https://openalex.org/W4400748355","https://openalex.org/W4401609578","https://openalex.org/W4402595206","https://openalex.org/W4403947926","https://openalex.org/W4410092605","https://openalex.org/W4413556054"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0,194,217],"development":[1],"of":[2,12,37,65,122,126,142,160,172,184,187,201,207,210],"new":[3,41,202],"technologies,":[4],"causing":[5],"an":[6],"immense":[7],"increase":[8],"in":[9,82,132],"the":[10,16,20,35,53,63,78,83,88,92,94,120,124,139,143,161,170,185,191,208,228],"amount":[11],"data":[13],"transmitted":[14],"through":[15],"backbone":[17],"infrastructure,":[18],"triggers":[19],"growing":[21],"need":[22],"for":[23,198],"new,":[24],"effective":[25],"optimization":[26],"methods.":[27,114],"Routing":[28],"and":[29,40,72,190,204,225],"spectrum":[30],"allocation":[31,130],"(rsa)":[32],"algorithms":[33,131,203],"are":[34,49],"basis":[36],"network":[38,79],"management,":[39],"solutions":[42,96],"aided":[43],"by":[44],"machine":[45],"learning":[46,100],"(ml)":[47],"techniques":[48],"gaining":[50],"popularity":[51],"within":[52],"research":[54],"community.":[55],"However,":[56],"broad":[57,165],"testing":[58],"is":[59],"essential":[60],"to":[61,73,103,155,179],"validate":[62],"effectiveness":[64],"proposed":[66,195],"methods":[67,154],"across":[68],"diverse":[69],"traffic":[70,215],"conditions,":[71],"set":[74],"expectations":[75],"on":[76,98],"how":[77,138],"will":[80],"operate":[81],"upcoming":[84],"days":[85],"when":[86],"using":[87,151,173],"chosen":[89],"algorithm.":[90,163],"On":[91],"contrary,":[93],"recently-surging":[95],"based":[97],"reinforcement":[99],"(rl)":[101],"fail":[102],"provide":[104],"overwhelmingly":[105],"better":[106],"quality":[107],"while":[108],"being":[109],"more":[110],"complex":[111],"than":[112],"traditional":[113],"In":[115],"this":[116],"context,":[117],"we":[118,168],"address":[119],"problem":[121,146],"predicting":[123],"performance":[125],"heuristic-operated":[127],"dynamic":[128,144],"resource":[129],"multilayer":[133],"optical":[134],"networks.":[135],"We":[136],"show":[137],"massive":[140],"scale":[141],"rsa":[145],"can":[147],"be":[148],"coped":[149],"with":[150,176,213],"various":[152,177],"aggregation":[153],"create":[156,180],"a":[157],"regression":[158],"representation":[159],"employed":[162],"Through":[164],"experimental":[166],"evaluation,":[167],"demonstrate":[169],"benefits":[171],"graph":[174],"representations":[175],"meta-features":[178],"versatile":[181],"predictors":[182],"independent":[183],"number":[186],"connection":[188],"requests":[189],"physical":[192],"topology.":[193],"methodology":[196],"allows":[197],"fast":[199],"prototyping":[200],"quick":[205],"estimation":[206],"operation":[209],"existing":[211],"ones":[212],"changing":[214],"conditions.":[216],"developed":[218],"graph-based":[219],"models":[220],"achieve":[221],"great":[222],"prediction":[223],"quality,":[224],"statistically":[226],"outperform":[227],"baselines.":[229]},"counts_by_year":[],"updated_date":"2025-12-30T23:08:21.542490","created_date":"2025-10-10T00:00:00"}
