{"id":"https://openalex.org/W4401452485","doi":"https://doi.org/10.1109/access.2024.3441522","title":"Machine Learning Assisted Provisioning of Time-Varying Traffic in Translucent Optical Networks","display_name":"Machine Learning Assisted Provisioning of Time-Varying Traffic in Translucent Optical Networks","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401452485","doi":"https://doi.org/10.1109/access.2024.3441522"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3441522","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3441522","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3441522","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083964809","display_name":"Adam W\u0142odarczyk","orcid":"https://orcid.org/0000-0001-6649-6318"},"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":"Adam W\u0142odarczyk","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroc&#x0142;aw University of Science and Technology, Wroc&#x0142;aw, Poland"],"raw_orcid":"https://orcid.org/0000-0001-6649-6318","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/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":false,"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"],"raw_orcid":"https://orcid.org/0000-0003-2654-4893","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"],"raw_orcid":"https://orcid.org/0000-0003-2555-5187","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"],"raw_orcid":"https://orcid.org/0000-0003-1686-3110","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":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I686019"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.4528,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.82019526,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"110193","last_page":"110212"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10232","display_name":"Optical Network Technologies","score":0.9979000091552734,"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/T10232","display_name":"Optical Network Technologies","score":0.9979000091552734,"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/T10847","display_name":"Advanced Optical Network Technologies","score":0.9979000091552734,"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":0.9976000189781189,"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/provisioning","display_name":"Provisioning","score":0.7739619612693787},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7142636179924011},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5148488879203796}],"concepts":[{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.7739619612693787},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7142636179924011},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5148488879203796}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2024.3441522","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3441522","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:research.chalmers.se:542493","is_oa":true,"landing_page_url":"https://research.chalmers.se/en/publication/542493","pdf_url":"https://research.chalmers.se/publication/542493/file/542493_Fulltext.pdf","source":{"id":"https://openalex.org/S4306402469","display_name":"Chalmers Research (Chalmers University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66862912","host_organization_name":"Chalmers University of Technology","host_organization_lineage":["https://openalex.org/I66862912"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:doaj.org/article:946316a305ee40acbd5f8cb75c5336ed","is_oa":true,"landing_page_url":"https://doaj.org/article/946316a305ee40acbd5f8cb75c5336ed","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 110193-110212 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3441522","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3441522","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W1536656161","https://openalex.org/W1579655362","https://openalex.org/W1602304635","https://openalex.org/W1993191014","https://openalex.org/W1995493998","https://openalex.org/W2000215674","https://openalex.org/W2041943690","https://openalex.org/W2063798837","https://openalex.org/W2071514876","https://openalex.org/W2112474154","https://openalex.org/W2122347864","https://openalex.org/W2125478123","https://openalex.org/W2127094430","https://openalex.org/W2128907936","https://openalex.org/W2135703768","https://openalex.org/W2157224582","https://openalex.org/W2161802117","https://openalex.org/W2167032006","https://openalex.org/W2277977059","https://openalex.org/W2327214381","https://openalex.org/W2423726436","https://openalex.org/W2431384379","https://openalex.org/W2463012949","https://openalex.org/W2465129735","https://openalex.org/W2504183806","https://openalex.org/W2554756037","https://openalex.org/W2575570923","https://openalex.org/W2586268198","https://openalex.org/W2602678026","https://openalex.org/W2751559155","https://openalex.org/W2751651226","https://openalex.org/W2780839858","https://openalex.org/W2798019276","https://openalex.org/W2802223983","https://openalex.org/W2894393199","https://openalex.org/W2896801524","https://openalex.org/W2907492528","https://openalex.org/W2917350099","https://openalex.org/W2917973474","https://openalex.org/W2925819646","https://openalex.org/W2963241486","https://openalex.org/W2964101383","https://openalex.org/W2980537209","https://openalex.org/W3036581459","https://openalex.org/W3088168634","https://openalex.org/W3088721186","https://openalex.org/W3144786718","https://openalex.org/W3153985138","https://openalex.org/W3160766063","https://openalex.org/W3169233583","https://openalex.org/W3173232262","https://openalex.org/W3186612513","https://openalex.org/W3195438473","https://openalex.org/W3208916663","https://openalex.org/W3211407228","https://openalex.org/W4225646961","https://openalex.org/W4285137976","https://openalex.org/W4285617030","https://openalex.org/W4287888311","https://openalex.org/W4303649553","https://openalex.org/W4315630780","https://openalex.org/W4320029274","https://openalex.org/W4320029473","https://openalex.org/W4321484183","https://openalex.org/W4321769459","https://openalex.org/W4385655838","https://openalex.org/W4385655876","https://openalex.org/W4392152276","https://openalex.org/W6678758128","https://openalex.org/W6748936879","https://openalex.org/W6872478917"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2017432143","https://openalex.org/W1973694374","https://openalex.org/W2983574358","https://openalex.org/W2370475531","https://openalex.org/W4385924768","https://openalex.org/W4256551238","https://openalex.org/W2610550183","https://openalex.org/W2914112812"],"abstract_inverted_index":{"The":[0,109],"overall":[1],"network":[2,15,44,102,162,184,213],"volume":[3,107],"in":[4,28,61,88,152,225],"backbone":[5,42,101],"optical":[6,43,91,183],"networks":[7,92],"is":[8,115],"constantly":[9],"growing,":[10],"composed":[11],"of":[12,67,104,112,177,201],"many":[13],"smaller":[14],"services":[16],"with":[17,155,189],"increasing":[18],"trends":[19],"and":[20,33,128,138,228],"various":[21],"seasonality.":[22],"Due":[23],"to":[24,48,52,69,72,99,131,174,196,205,216,220],"the":[25,41,74,77,85,175,186,206,212,222,230],"recent":[26],"advances":[27],"machine":[29],"learning":[30],"algorithms,":[31],"short-":[32],"long-term":[34],"traffic":[35,49,70,87,106,122,133,224],"fluctuations":[36],"can":[37,45],"be":[38,46],"forecasted.":[39],"Consequently,":[40,211],"adapted":[47],"changes":[50,71],"aiming":[51],"improve":[53],"its":[54],"performance.":[55],"However,":[56],"an":[57,144],"important":[58],"challenge":[59],"lies":[60],"developing":[62],"effective":[63],"optimization":[64,145],"methods":[65],"capable":[66],"adapting":[68],"leverage":[73],"knowledge":[75],"about":[76],"traffic.":[78,157],"To":[79],"this":[80,82,113,140],"end,":[81],"paper":[83,114],"addresses":[84],"time-varying":[86,156],"spectrally-spatially":[89],"flexible":[90],"(SS-FONs),":[93],"which":[94],"are":[95,234],"a":[96,120],"promising":[97],"technology":[98],"mitigate":[100],"requirements":[103],"vast":[105],"transmission.":[108],"main":[110],"contribution":[111],"twofold.":[116],"Firstly,":[117],"we":[118,159],"introduce":[119],"new":[121],"prediction":[123,141],"method":[124,142],"using":[125],"multioutput":[126],"regression":[127],"temporal":[129],"features":[130],"forecast":[132],"between":[134],"all":[135],"node":[136],"pairs":[137],"integrate":[139],"into":[143],"framework":[146],"developed":[147],"for":[148],"dynamic":[149],"resource":[150,191],"allocation":[151,192],"translucent":[153],"SS-FONs":[154],"Secondly,":[158],"evaluate":[160],"potential":[161],"performance":[163],"improvements":[164],"from":[165],"periodic":[166,190],"lightpath":[167],"reallocation":[168],"through":[169],"extensive":[170],"numerical":[171],"experiments.":[172],"According":[173],"results":[176],"experiments":[178],"run":[179],"on":[180],"two":[181],"representative":[182],"topologies,":[185],"proposed":[187],"approach":[188],"allows":[193],"achieving":[194],"up":[195,215],"7.8":[197],"percentage":[198],"points":[199],"reduction":[200],"bandwidth":[202],"blocking":[203],"compared":[204],"reference":[207],"scenario":[208],"without":[209],"reallocation.":[210],"requires":[214],"23.4%":[217],"fewer":[218],"transceivers":[219],"deliver":[221],"same":[223],"considered":[226],"scenarios":[227],"thus":[229],"power":[231],"consumption":[232],"savings":[233],"provided.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
