{"id":"https://openalex.org/W4400233472","doi":"https://doi.org/10.1109/noms59830.2024.10575377","title":"Policy Compression for Low-Power Intelligent Scaling in Software-Based Network Architectures","display_name":"Policy Compression for Low-Power Intelligent Scaling in Software-Based Network Architectures","publication_year":2024,"publication_date":"2024-05-06","ids":{"openalex":"https://openalex.org/W4400233472","doi":"https://doi.org/10.1109/noms59830.2024.10575377"},"language":"en","primary_location":{"id":"doi:10.1109/noms59830.2024.10575377","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms59830.2024.10575377","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2024-2024 IEEE Network Operations and Management Symposium","raw_type":"proceedings-article"},"type":"conference-paper","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/A5099842664","display_name":"Thomas Av\u00e9","orcid":"https://orcid.org/0000-0001-9849-5547"},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Thomas Av\u00e9","raw_affiliation_strings":["University of Antwerp,IDLab,Department of Computer Science,Antwerp,Belgium,2000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Antwerp,IDLab,Department of Computer Science,Antwerp,Belgium,2000","institution_ids":["https://openalex.org/I149213910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028802750","display_name":"Paola Soto","orcid":"https://orcid.org/0000-0001-5906-6424"},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Paola Soto","raw_affiliation_strings":["University of Antwerp,IDLab,Department of Computer Science,Antwerp,Belgium,2000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Antwerp,IDLab,Department of Computer Science,Antwerp,Belgium,2000","institution_ids":["https://openalex.org/I149213910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072792091","display_name":"Miguel Camelo","orcid":"https://orcid.org/0000-0001-8152-7143"},"institutions":[{"id":"https://openalex.org/I149213910","display_name":"University of Antwerp","ror":"https://ror.org/008x57b05","country_code":"BE","type":"education","lineage":["https://openalex.org/I149213910"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Miguel Camelo","raw_affiliation_strings":["University of Antwerp,IDLab,Department of Computer Science,Antwerp,Belgium,2000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Antwerp,IDLab,Department of Computer Science,Antwerp,Belgium,2000","institution_ids":["https://openalex.org/I149213910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006262997","display_name":"Tom De Schepper","orcid":"https://orcid.org/0000-0002-2969-3133"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Tom De Schepper","raw_affiliation_strings":["imec - AI,Data Department,Antwerp,Belgium,2000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"imec - AI,Data Department,Antwerp,Belgium,2000","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084961388","display_name":"Kevin Mets","orcid":"https://orcid.org/0000-0002-4812-4841"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kevin Mets","raw_affiliation_strings":["Faculty of Applied Engineering,Antwerp,Belgium,2000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Applied Engineering,Antwerp,Belgium,2000","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.892300009727478,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.892300009727478,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.8881999850273132,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.8057000041007996,"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":0.7380138635635376},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.5184388160705566},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.501051664352417},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.4632967412471771},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4610324203968048},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.418994277715683},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.412129670381546},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.39135074615478516},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.38051140308380127},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3131762444972992},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2127963900566101},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.08966714143753052}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7380138635635376},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.5184388160705566},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.501051664352417},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.4632967412471771},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4610324203968048},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.418994277715683},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.412129670381546},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.39135074615478516},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.38051140308380127},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3131762444972992},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2127963900566101},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.08966714143753052},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/noms59830.2024.10575377","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms59830.2024.10575377","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2024-2024 IEEE Network Operations and Management Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.5,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W2014524238","https://openalex.org/W2970125901","https://openalex.org/W3132447383","https://openalex.org/W3137699281","https://openalex.org/W3197305544","https://openalex.org/W4226409296","https://openalex.org/W4381162081","https://openalex.org/W4381744954","https://openalex.org/W6732837357","https://openalex.org/W6745499037","https://openalex.org/W6803376173"],"related_works":["https://openalex.org/W141820298","https://openalex.org/W2049584446","https://openalex.org/W2079781215","https://openalex.org/W4378770497","https://openalex.org/W4308245303","https://openalex.org/W2014033564","https://openalex.org/W2910573937","https://openalex.org/W4385571583","https://openalex.org/W2612632602","https://openalex.org/W2321805087"],"abstract_inverted_index":{"Modern":[0],"networks,":[1],"characterized":[2],"by":[3],"their":[4],"complexity":[5],"and":[6,14,34,39,67,76,131,147,168,183,193],"heterogeneity,":[7],"are":[8,43,85],"transitioning":[9],"from":[10],"manual":[11],"to":[12,18,30,58,62,88,109,141,177],"automated":[13],"intelligent":[15,38,51,156],"management,":[16],"according":[17],"the":[19,32,48,55,98,129,175],"vision":[20],"of":[21,50,133],"Autonomous":[22],"Networks":[23],"(ANs).":[24],"Leveraging":[25],"data-driven":[26,113],"techniques,":[27],"ANs":[28],"aim":[29],"provide":[31],"\"Zero-X\"":[33],"\"Self-X\"":[35],"experience,":[36],"where":[37,54],"adaptable":[40],"network":[41,74,160],"operations":[42],"key":[44],"cornerstones.":[45],"Such":[46],"is":[47,57,189],"case":[49],"resource":[52,60,157],"scaling,":[53],"goal":[56],"optimize":[59],"orchestration":[61],"maximize":[63],"efficiency,":[64,149],"reduce":[65],"latency,":[66],"maintain":[68],"high-quality":[69],"service,":[70],"even":[71],"amid":[72],"fluctuating":[73],"loads":[75],"changing":[77],"service":[78],"requirements.":[79],"Unfortunately,":[80],"current":[81],"approaches":[82],"for":[83,155,191],"auto-scaling":[84],"computationally":[86],"expensive":[87],"deploy":[89],"in":[90,159,171,186],"resource-constrained":[91],"devices":[92,182],"such":[93],"as":[94],"those":[95],"found":[96],"at":[97],"edge":[99],"or":[100],"beyond.":[101],"This":[102],"paper":[103],"introduces":[104],"an":[105],"innovative":[106],"four-phase":[107],"approach":[108],"train":[110],"a":[111,152],"compact,":[112],"Deep":[114],"Reinforcement":[115],"Learning":[116],"(DRL)":[117],"scaler":[118,176],"that":[119],"can":[120],"be":[121,178],"deployed":[122,179],"on":[123,180],"low-power":[124,181],"devices.":[125],"Our":[126],"results":[127],"demonstrate":[128],"scalability":[130],"efficiency":[132],"this":[134],"model,":[135],"achieving":[136],"state-of-the-art":[137],"scaling":[138,158],"with":[139],"up":[140],"1003x":[142],"fewer":[143],"parameters,":[144],"enhancing":[145],"interpretability":[146],"computational":[148],"making":[150],"it":[151],"robust":[153],"solution":[154],"environments.":[161],"The":[162],"resulting":[163],"1487x":[164],"runtime":[165],"speed":[166],"improvement":[167],"28.5x":[169],"reduction":[170],"memory":[172],"requirements":[173],"allow":[174],"still":[184],"operate":[185],"real-time,":[187],"which":[188],"essential":[190],"mission-critical":[192],"latency-sensitive":[194],"applications.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
