{"id":"https://openalex.org/W4281628277","doi":"https://doi.org/10.1109/noms54207.2022.9789713","title":"Use What You Know: Network and Service Coordination Beyond Certainty","display_name":"Use What You Know: Network and Service Coordination Beyond Certainty","publication_year":2022,"publication_date":"2022-04-25","ids":{"openalex":"https://openalex.org/W4281628277","doi":"https://doi.org/10.1109/noms54207.2022.9789713"},"language":"en","primary_location":{"id":"doi:10.1109/noms54207.2022.9789713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms54207.2022.9789713","pdf_url":null,"source":{"id":"https://openalex.org/S4363605650","display_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","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/A5059158839","display_name":"Stefan Werner","orcid":"https://orcid.org/0000-0002-4932-1441"},"institutions":[{"id":"https://openalex.org/I206945453","display_name":"Paderborn University","ror":"https://ror.org/058kzsd48","country_code":"DE","type":"education","lineage":["https://openalex.org/I206945453"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Stefan Werner","raw_affiliation_strings":["Paderborn University,Germany","Paderborn University, Germany"],"affiliations":[{"raw_affiliation_string":"Paderborn University,Germany","institution_ids":["https://openalex.org/I206945453"]},{"raw_affiliation_string":"Paderborn University, Germany","institution_ids":["https://openalex.org/I206945453"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062189755","display_name":"Stefan Schneider","orcid":"https://orcid.org/0000-0001-8210-4011"},"institutions":[{"id":"https://openalex.org/I206945453","display_name":"Paderborn University","ror":"https://ror.org/058kzsd48","country_code":"DE","type":"education","lineage":["https://openalex.org/I206945453"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Schneider","raw_affiliation_strings":["Paderborn University,Germany","Paderborn University, Germany"],"affiliations":[{"raw_affiliation_string":"Paderborn University,Germany","institution_ids":["https://openalex.org/I206945453"]},{"raw_affiliation_string":"Paderborn University, Germany","institution_ids":["https://openalex.org/I206945453"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019777818","display_name":"Holger Karl","orcid":"https://orcid.org/0000-0002-8343-6322"},"institutions":[{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Holger Karl","raw_affiliation_strings":["University of Potsdam,Hasso Plattner Institute,Germany","Hasso Plattner Institute, University of Potsdam, Germany"],"affiliations":[{"raw_affiliation_string":"University of Potsdam,Hasso Plattner Institute,Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]},{"raw_affiliation_string":"Hasso Plattner Institute, University of Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5059158839"],"corresponding_institution_ids":["https://openalex.org/I206945453"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.04032258,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"324","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9900000095367432,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9718000292778015,"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":0.7939305305480957},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6706638336181641},{"id":"https://openalex.org/keywords/microservices","display_name":"Microservices","score":0.6627796292304993},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.6139612197875977},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.6016989350318909},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5794192552566528},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5111501812934875},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.50477135181427},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44277721643447876},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.44168123602867126},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35048022866249084},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3318437933921814}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7939305305480957},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6706638336181641},{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.6627796292304993},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.6139612197875977},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.6016989350318909},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5794192552566528},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5111501812934875},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.50477135181427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44277721643447876},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.44168123602867126},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35048022866249084},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3318437933921814},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/noms54207.2022.9789713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms54207.2022.9789713","pdf_url":null,"source":{"id":"https://openalex.org/S4363605650","display_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1512071441","https://openalex.org/W1578960134","https://openalex.org/W1625390266","https://openalex.org/W2038530381","https://openalex.org/W2114298221","https://openalex.org/W2147692735","https://openalex.org/W2261659567","https://openalex.org/W2289096564","https://openalex.org/W2396961959","https://openalex.org/W2487114213","https://openalex.org/W2585512500","https://openalex.org/W2585861133","https://openalex.org/W2591344039","https://openalex.org/W2613070411","https://openalex.org/W2738185205","https://openalex.org/W2754517384","https://openalex.org/W2762662031","https://openalex.org/W2772709170","https://openalex.org/W2789994870","https://openalex.org/W2859870583","https://openalex.org/W2889474327","https://openalex.org/W2890308173","https://openalex.org/W2898035736","https://openalex.org/W2903252781","https://openalex.org/W2944096373","https://openalex.org/W2949913798","https://openalex.org/W2963549123","https://openalex.org/W2965427831","https://openalex.org/W2969694125","https://openalex.org/W2980466635","https://openalex.org/W2988129415","https://openalex.org/W2995673860","https://openalex.org/W2996037775","https://openalex.org/W2996568029","https://openalex.org/W2996945891","https://openalex.org/W2998505767","https://openalex.org/W3006670753","https://openalex.org/W3009358749","https://openalex.org/W3010002476","https://openalex.org/W3036522186","https://openalex.org/W3046036859","https://openalex.org/W3080073809","https://openalex.org/W3100098411","https://openalex.org/W3109710800","https://openalex.org/W3121342653","https://openalex.org/W3157294988","https://openalex.org/W4214717370","https://openalex.org/W4247270474","https://openalex.org/W4298857966","https://openalex.org/W6637967152","https://openalex.org/W6712451147","https://openalex.org/W6744123322","https://openalex.org/W6746177919","https://openalex.org/W6753325967","https://openalex.org/W6772005887","https://openalex.org/W6780215581","https://openalex.org/W6781035822"],"related_works":["https://openalex.org/W4210334847","https://openalex.org/W3181741639","https://openalex.org/W4367181468","https://openalex.org/W2767473057","https://openalex.org/W4225586032","https://openalex.org/W3003367851","https://openalex.org/W1492892507","https://openalex.org/W3119944216","https://openalex.org/W2994988622","https://openalex.org/W4293799853"],"abstract_inverted_index":{"Modern":[0],"services":[1,19,104],"often":[2,24],"comprise":[3],"several":[4],"components,":[5],"such":[6,18],"as":[7],"chained":[8],"virtual":[9],"network":[10,60,158],"functions,":[11],"microservices,":[12],"or":[13],"machine":[14],"learning":[15,55],"functions.":[16],"Providing":[17],"requires":[20],"to":[21,25,30,38,128,176],"decide":[22],"how":[23,37],"instantiate":[26],"each":[27],"component,":[28],"where":[29],"place":[31],"these":[32],"instances":[33],"in":[34],"the":[35,130],"network,":[36],"chain":[39],"them":[40],"and":[41,61,86,103,108,136,144,161,171],"route":[42],"traffic":[43,123,135,162],"through":[44],"them.":[45],"To":[46],"overcome":[47],"limitations":[48],"of":[49,83,101,132,146],"conventional,":[50],"hardwired":[51],"heuristics,":[52],"deep":[53],"reinforcement":[54],"(DRL)":[56],"approaches":[57,70,173],"for":[58,105],"self-learning":[59],"service":[62],"management":[63],"have":[64],"emerged":[65],"recently.":[66],"These":[67],"model-free":[68,170],"DRL":[69],"are":[71],"more":[72,106],"flexible":[73],"but":[74],"typically":[75],"learn":[76],"tabula":[77],"rasa,":[78],"i.e.,":[79],"disregard":[80],"existing":[81,99],"understanding":[82,100],"networks,":[84],"services,":[85,160],"their":[87],"coordination.Instead,":[88],"we":[89],"propose":[90],"FutureCoord,":[91],"a":[92,121],"novel":[93],"model-based":[94,172],"AI":[95],"approach":[96],"that":[97,165],"leverages":[98],"networks":[102],"efficient":[107],"effective":[109],"coordination":[110],"without":[111],"time-intensive":[112],"training.":[113],"FutureCoord":[114,127,166],"combines":[115],"Monte":[116],"Carlo":[117],"Tree":[118],"Search":[119],"with":[120,174],"stochastic":[122],"model.":[124],"This":[125],"allows":[126],"estimate":[129],"impact":[131],"future":[133],"incoming":[134],"effectively":[137],"optimize":[138],"long-term":[139],"effects,":[140],"taking":[141],"fluctuating":[142],"demand":[143],"Quality":[145],"Service":[147],"(QoS)":[148],"requirements":[149],"into":[150],"account.":[151],"Our":[152],"extensive":[153],"evaluation":[154],"based":[155],"on":[156],"real-world":[157],"topologies,":[159],"traces":[163],"indicates":[164],"clearly":[167],"outperforms":[168],"state-of-the-art":[169],"up":[175],"51%":[177],"higher":[178],"flow":[179],"success":[180],"ratios.":[181]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
