{"id":"https://openalex.org/W4386207860","doi":"https://doi.org/10.1109/iscc58397.2023.10218207","title":"Deep Reinforcement Learning-Based SFC Deployment Scheme for 6G IoT Scenario","display_name":"Deep Reinforcement Learning-Based SFC Deployment Scheme for 6G IoT Scenario","publication_year":2023,"publication_date":"2023-07-09","ids":{"openalex":"https://openalex.org/W4386207860","doi":"https://doi.org/10.1109/iscc58397.2023.10218207"},"language":"en","primary_location":{"id":"doi:10.1109/iscc58397.2023.10218207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc58397.2023.10218207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Symposium on Computers and Communications (ISCC)","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/A5107658854","display_name":"Shuting Long","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuting Long","raw_affiliation_strings":["School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications,Chongqing,China","School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications,Chongqing,China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100378234","display_name":"Bei Liu","orcid":"https://orcid.org/0000-0002-6735-866X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bei Liu","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Tsinghua University,Beijing,China","Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University,Beijing,China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101750780","display_name":"Hui Gao","orcid":"https://orcid.org/0000-0003-3654-3202"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Gao","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications,Beijing,China","School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications,Beijing,China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100640055","display_name":"Xin Su","orcid":"https://orcid.org/0000-0002-5979-8702"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Su","raw_affiliation_strings":["Tsinghua University,Department of Electronic Engineering,Beijing,China","Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Electronic Engineering,Beijing,China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039151705","display_name":"Xibin Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xibin Xu","raw_affiliation_strings":["Tsinghua University,Department of Electronic Engineering,Beijing,China","Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Department of Electronic Engineering,Beijing,China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1189","last_page":"1192"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9991999864578247,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9976999759674072,"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":0.8153266906738281},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7146719694137573},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.664189875125885},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.511315107345581},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.49677878618240356},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.48944249749183655},{"id":"https://openalex.org/keywords/network-functions-virtualization","display_name":"Network Functions Virtualization","score":0.4867560863494873},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.4503242075443268},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.44076424837112427},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.43664854764938354},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.4217853248119354},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.3304547369480133},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.31577616930007935},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.21928167343139648},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.21664708852767944},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13904333114624023},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.09077528119087219},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09001308679580688}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8153266906738281},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7146719694137573},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.664189875125885},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.511315107345581},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.49677878618240356},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.48944249749183655},{"id":"https://openalex.org/C200789330","wikidata":"https://www.wikidata.org/wiki/Q7000834","display_name":"Network Functions Virtualization","level":3,"score":0.4867560863494873},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.4503242075443268},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.44076424837112427},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.43664854764938354},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.4217853248119354},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.3304547369480133},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.31577616930007935},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.21928167343139648},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.21664708852767944},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13904333114624023},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.09077528119087219},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09001308679580688},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc58397.2023.10218207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc58397.2023.10218207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G638837933","display_name":null,"funder_award_id":"2020YFB1806702","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2229332794","https://openalex.org/W2963060851","https://openalex.org/W2979084672","https://openalex.org/W2980761536","https://openalex.org/W3009832548","https://openalex.org/W3011830499","https://openalex.org/W3015810695","https://openalex.org/W3135453822","https://openalex.org/W3148717704","https://openalex.org/W3160802259","https://openalex.org/W3161701387","https://openalex.org/W3187538359","https://openalex.org/W6769073116"],"related_works":["https://openalex.org/W4361251304","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W3174690704","https://openalex.org/W2968424451","https://openalex.org/W3148545455","https://openalex.org/W4221092438","https://openalex.org/W2461440407","https://openalex.org/W4385335479","https://openalex.org/W2905685817"],"abstract_inverted_index":{"To":[0],"meet":[1,136],"the":[2,22,36,57,72,118,137],"extremely":[3],"low":[4],"latency":[5],"requirements":[6,119,138],"of":[7,10,59,77,120,139],"6G":[8,14,37,78,121],"Internet":[9],"Things":[11],"(IoT)":[12],"services,":[13],"network":[15,23,32,66],"should":[16],"be":[17,42],"able":[18],"to":[19,46,71,84],"intelligently":[20],"allocate":[21],"resources.":[24],"Based":[25],"on":[26],"Mobile":[27],"edge":[28,67,115],"computing":[29],"(MEC)":[30],"and":[31,49,74,106,134],"function":[33,61],"virtualization":[34],"(NFV),":[35],"NFV/MEC-enabled":[38],"IoT":[39,122,141],"architecture":[40,45,54],"will":[41,55],"a":[43,82,92],"viable":[44],"enable":[47,56],"flexible":[48,105],"efficient":[50,107],"resource":[51,108],"allocation.":[52],"The":[53,102],"deployment":[58,100],"service":[60],"chains":[62],"(SFCs)":[63],"in":[64],"NFV-enabled":[65],"nodes.":[68],"However,":[69],"due":[70],"heterogeneous":[73],"dynamic":[75],"nature":[76],"IoT,":[79],"it":[80],"is":[81],"challenge":[83],"deploy":[85],"SFCs":[86,112],"rationally.":[87],"Therefore,":[88],"this":[89],"paper":[90],"proposes":[91],"knowledge-assisted":[93],"deep":[94],"reinforcement":[95],"learning":[96],"(KADRL)":[97],"based":[98],"SFC":[99],"scheme.":[101],"scheme":[103],"achieves":[104],"allocation":[109],"by":[110],"deploying":[111],"at":[113],"appropriate":[114],"nodes":[116],"for":[117],"services.":[123,142],"Simulation":[124],"results":[125],"demonstrate":[126],"that":[127],"KADRL":[128],"can":[129,135],"achieve":[130],"better":[131],"convergence":[132],"performance":[133],"delay-sensitive":[140]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
