{"id":"https://openalex.org/W4386131847","doi":"https://doi.org/10.1109/tnet.2023.3305975","title":"Self-Learning Multi-Mode Slicing Mechanism for Dynamic Network Architectures","display_name":"Self-Learning Multi-Mode Slicing Mechanism for Dynamic Network Architectures","publication_year":2023,"publication_date":"2023-08-24","ids":{"openalex":"https://openalex.org/W4386131847","doi":"https://doi.org/10.1109/tnet.2023.3305975"},"language":"en","primary_location":{"id":"doi:10.1109/tnet.2023.3305975","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2023.3305975","pdf_url":null,"source":{"id":"https://openalex.org/S62238642","display_name":"IEEE/ACM Transactions on Networking","issn_l":"1063-6692","issn":["1063-6692","1558-2566"],"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/ACM Transactions on 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/A5046124472","display_name":"Haitham H. Esmat","orcid":"https://orcid.org/0000-0002-4880-3238"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haitham H. Esmat","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Massachusetts Amherst, Amherst, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-4880-3238","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Massachusetts Amherst, Amherst, MA, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089650085","display_name":"Beatriz Lorenzo","orcid":"https://orcid.org/0000-0002-0721-0137"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Beatriz Lorenzo","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Massachusetts Amherst, Amherst, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-0721-0137","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Massachusetts Amherst, Amherst, MA, USA","institution_ids":["https://openalex.org/I24603500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7069,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.85317007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"32","issue":"2","first_page":"1048","last_page":"1063"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9962000250816345,"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":0.9962000250816345,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9858999848365784,"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/T12784","display_name":"Modular Robots and Swarm Intelligence","score":0.9832000136375427,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/slicing","display_name":"Slicing","score":0.761019229888916},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.686294674873352},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.6628746390342712},{"id":"https://openalex.org/keywords/mode","display_name":"Mode (computer interface)","score":0.6028633117675781},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.39772117137908936},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.2310027778148651},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.18817463517189026}],"concepts":[{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.761019229888916},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.686294674873352},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.6628746390342712},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.6028633117675781},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.39772117137908936},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2310027778148651},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.18817463517189026},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnet.2023.3305975","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2023.3305975","pdf_url":null,"source":{"id":"https://openalex.org/S62238642","display_name":"IEEE/ACM Transactions on Networking","issn_l":"1063-6692","issn":["1063-6692","1558-2566"],"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/ACM Transactions on Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6100000143051147,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G3910362992","display_name":null,"funder_award_id":"CNS-2008309","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W2050882265","https://openalex.org/W2613010233","https://openalex.org/W2774816030","https://openalex.org/W2804304272","https://openalex.org/W2889656758","https://openalex.org/W2911896405","https://openalex.org/W2916079228","https://openalex.org/W2918735386","https://openalex.org/W2949765561","https://openalex.org/W2950773967","https://openalex.org/W2951101293","https://openalex.org/W2951799221","https://openalex.org/W2963296645","https://openalex.org/W2963334314","https://openalex.org/W3005680381","https://openalex.org/W3011329260","https://openalex.org/W3014771625","https://openalex.org/W3023131491","https://openalex.org/W3036749975","https://openalex.org/W3041616951","https://openalex.org/W3105972987","https://openalex.org/W3112983622","https://openalex.org/W3119575205","https://openalex.org/W3123501067","https://openalex.org/W3171100633","https://openalex.org/W3176834446","https://openalex.org/W3195865828","https://openalex.org/W4205531157","https://openalex.org/W4221023041","https://openalex.org/W4221058981","https://openalex.org/W4221123607","https://openalex.org/W4225341670","https://openalex.org/W4226073470","https://openalex.org/W4226380258","https://openalex.org/W4286355325","https://openalex.org/W6685444567","https://openalex.org/W6738796088","https://openalex.org/W6800471209"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2393746923","https://openalex.org/W2972496411","https://openalex.org/W4239223006","https://openalex.org/W3033662781","https://openalex.org/W2137530048","https://openalex.org/W2360869927","https://openalex.org/W2050876785"],"abstract_inverted_index":{"Dynamic":[0],"network":[1,50,67,128,158,202],"architectures":[2],"that":[3,71,198,232,249],"utilize":[4],"communication,":[5],"computing,":[6,88,185],"and":[7,45,79,89,105,141,148,166,177,186,203,216,229,240,262,268,274],"storage":[8],"resources":[9,40,85,101,140,168,270],"at":[10,102],"the":[11,42,75,97,103,107,133,163,224,234,238],"wireless":[12],"edge":[13,104],"are":[14,169],"key":[15],"to":[16,81,96,144,172,188,257,271],"delivering":[17],"emerging":[18],"services":[19],"in":[20,131,161],"next-generation":[21],"networks":[22,56],"(e.g.,":[23],"AR/VR,":[24],"3D":[25],"video,":[26],"intelligent":[27],"cars,":[28],"etc).":[29],"Network":[30],"slicing":[31,51,68,116,129,159,252],"can":[32,254],"be":[33],"significantly":[34],"enhanced":[35],"by":[36],"including":[37],"dynamically":[38],"available":[39],"throughout":[41],"fog/edge/cloud":[43,184],"continuum":[44],"using":[46],"mmWave/THz":[47],"bands.":[48],"However,":[49],"of":[52,100,109,237],"dynamic":[53],"multi-tier":[54],"computing":[55],"remains":[57],"under-explored.":[58],"In":[59],"this":[60],"paper,":[61],"we":[62],"present":[63],"a":[64,195,204],"self-learning":[65],"end-to-end":[66],"mechanism":[69,117,253],"(SELF-E2E-NS)":[70],"facilitates":[72],"collaboration":[73,230],"between":[74],"Infrastructure":[76],"Provider":[77],"(InP)":[78],"tenants":[80,241],"slice":[82,226],"their":[83],"subscribers\u2019":[84],"(i.e.,":[86],"radio,":[87],"storage)":[90],"as":[91],"fog":[92,139,167,217,269],"resources.":[93],"To":[94],"adapt":[95],"uncertain":[98],"availability":[99],"minimize":[106],"risk":[108],"non-satisfying":[110],"service":[111,191],"level":[112],"agreements":[113],"(SLAs),":[114],"our":[115,250],"has":[118],"two":[119],"operational":[120],"modes.":[121],"Operational":[122,152],"mode":[123,153],"1":[124],"is":[125,136,155],"for":[126,156,242],"joint":[127],"(JNS)":[130],"which":[132,162,211],"InP":[134,164,239],"infrastructure":[135,165],"augmented":[137],"with":[138],"jointly":[142],"sliced":[143,170],"meet":[145],"high":[146,174],"throughput":[147],"delay":[149],"tolerant":[150],"requirements.":[151,179,192],"2":[154],"independent":[157],"(INS)":[160],"separately":[171],"achieve":[173,189],"throughput,":[175],"low-latency,":[176],"high-reliability":[178],"Our":[180],"schemes":[181],"leverage":[182],"mmWave/THz,":[183],"caching":[187],"new":[190],"We":[193],"design":[194],"DQ-E2E-JNS":[196],"algorithm":[197,206],"uses":[199],"Deep":[200],"Dueling":[201],"MAAC-E2E-INS":[205],"based":[207],"on":[208],"multi-agent":[209],"actor-critic,":[210],"incorporate":[212],"service-aware":[213],"pricing":[214],"feedback":[215],"trading":[218],"matching,":[219],"respectively.":[220],"These":[221],"algorithms":[222],"find":[223],"optimal":[225],"request":[227],"admission":[228],"policy":[231],"maximizes":[233],"long-term":[235],"revenue":[236,273],"each":[243],"mode.":[244],"The":[245],"simulation":[246],"results":[247],"show":[248],"novel":[251],"serve":[255],"up":[256],"4":[258],"times":[259],"more":[260],"requests":[261],"effectively":[263],"exploits":[264],"different":[265],"spectrum":[266],"bands":[267],"improve":[272],"performance.":[275]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}