{"id":"https://openalex.org/W4404628451","doi":"https://doi.org/10.1109/tsc.2024.3505785","title":"Learning-to-Adaptation for Security Service in Industrial IoT: An AI-Enabled Slice-Specific Solution","display_name":"Learning-to-Adaptation for Security Service in Industrial IoT: An AI-Enabled Slice-Specific Solution","publication_year":2024,"publication_date":"2024-11-22","ids":{"openalex":"https://openalex.org/W4404628451","doi":"https://doi.org/10.1109/tsc.2024.3505785"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2024.3505785","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2024.3505785","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Transactions on Services Computing","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/A5101604406","display_name":"Zhiwei Wei","orcid":"https://orcid.org/0000-0001-9593-0013"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhiwei Wei","raw_affiliation_strings":["Shanghai Research Institute for Intelligent Autonomous Systems, Tongji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Research Institute for Intelligent Autonomous Systems, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100451200","display_name":"Bing Li","orcid":"https://orcid.org/0000-0001-5226-7557"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Li","raw_affiliation_strings":["School of Computer Science and Technology, Tongji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100695813","display_name":"Rongqing Zhang","orcid":"https://orcid.org/0000-0003-3774-6247"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongqing Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Tongji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102012574","display_name":"Lingyang Song","orcid":"https://orcid.org/0000-0001-8644-8241"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingyang Song","raw_affiliation_strings":["School of Electronic and Computer Engineering, Peking University Shenzhen Graduate School, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Computer Engineering, Peking University Shenzhen Graduate School, Shenzhen, China","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101604406"],"corresponding_institution_ids":["https://openalex.org/I116953780"],"apc_list":null,"apc_paid":null,"fwci":1.461,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.84120539,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"18","issue":"1","first_page":"239","last_page":"252"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.8105000257492065,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.8105000257492065,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.6930000185966492,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10400","display_name":"Network Security and Intrusion Detection","score":0.6571000218391418,"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":0.8206057548522949},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6153352856636047},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5290234088897705},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4212127923965454},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3995244801044464},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2964845299720764}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8206057548522949},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6153352856636047},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5290234088897705},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4212127923965454},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3995244801044464},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2964845299720764},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2024.3505785","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2024.3505785","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Transactions on Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.46000000834465027}],"awards":[{"id":"https://openalex.org/G1504261176","display_name":null,"funder_award_id":"22ZR1463600","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2282822794","https://openalex.org/W2535765820","https://openalex.org/W2758912691","https://openalex.org/W2774440108","https://openalex.org/W2804313734","https://openalex.org/W2958991960","https://openalex.org/W2969521086","https://openalex.org/W2976555169","https://openalex.org/W2978764757","https://openalex.org/W2996851691","https://openalex.org/W3009559326","https://openalex.org/W3033839312","https://openalex.org/W3081238314","https://openalex.org/W3102383207","https://openalex.org/W3132356282","https://openalex.org/W3136030217","https://openalex.org/W3164263739","https://openalex.org/W3167625589","https://openalex.org/W3179590484","https://openalex.org/W3194770445","https://openalex.org/W3198489779","https://openalex.org/W3203158143","https://openalex.org/W3207611229","https://openalex.org/W3216006944","https://openalex.org/W3216833280","https://openalex.org/W4221044392","https://openalex.org/W4225662012","https://openalex.org/W4283813442","https://openalex.org/W4285184689","https://openalex.org/W4285238599","https://openalex.org/W4285247440","https://openalex.org/W4285257592","https://openalex.org/W4322704128","https://openalex.org/W4322730904","https://openalex.org/W4368232930","https://openalex.org/W4379780935","https://openalex.org/W4387546426","https://openalex.org/W4389610117","https://openalex.org/W6757592117"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2390279801","https://openalex.org/W2625093826","https://openalex.org/W4391913857","https://openalex.org/W2358668433"],"abstract_inverted_index":{"Network":[0,113],"slicing":[1],"is":[2,143],"the":[3,7,24,32,77,83,87,97,101,123,129,147,169,183],"key":[4],"enabler":[5],"for":[6,20],"5G":[8],"Industrial":[9],"Internet":[10],"of":[11,26,34,150,164],"Things":[12],"(IIoT),":[13],"allowing":[14],"tailored":[15],"services":[16],"and":[17,29,79,96,110,136,155,168,186,197,207],"security":[18,43,52],"guarantees":[19],"vertical":[21],"industries.":[22],"With":[23],"advent":[25],"5G-Advanced":[27],"(5G-A)":[28],"6G":[30],"era,":[31],"number":[33],"slices":[35,56,95,181],"will":[36],"increase":[37],"significantly,":[38],"leading":[39],"to":[40],"more":[41],"diverse":[42,179],"requirements":[44],"given":[45],"different":[46],"slice":[47],"features.":[48],"To":[49,117],"provide":[50],"adaptive":[51],"management":[53],"spanning":[54],"multiple":[55],"in":[57,178],"IIoT,":[58],"this":[59],"paper":[60],"proposes":[61],"a":[62,138,161],"novel":[63],"slice-specific":[64,102],"secure":[65],"IIoT":[66,125,180],"(SSIOT)":[67],"architecture":[68,75],"with":[69,146,182,205],"an":[70,201],"AI-enabled":[71],"solution.":[72],"The":[73],"SSIOT":[74],"separates":[76],"control":[78,84],"data":[80,98],"planes,":[81],"where":[82],"plane":[85,99],"orchestrates":[86],"Security":[88,112],"Service":[89],"Function":[90,114],"Chains":[91],"(SSFC)":[92],"across":[93,172],"network":[94,153],"analyzes":[100],"features":[103,121],"like":[104],"traffic":[105],"patterns,":[106],"resource":[107,166,209],"SLA":[108],"guarantees,":[109],"Virtual":[111],"(VSNF)":[115],"dependencies.":[116],"extract":[118],"these":[119],"spatial-temporal":[120],"from":[122],"dynamic":[124],"environments,":[126],"we":[127],"facilitate":[128],"powerful":[130],"deep":[131],"reinforcement":[132],"learning":[133,196],"(DRL)":[134],"methods":[135],"propose":[137],"structural":[139],"GS2L":[140,142,193],"approach.":[141],"maliciously":[144],"designed":[145],"core":[148],"principles":[149],"graph":[151],"convolutional":[152],"(GCN)":[154],"Gated":[156],"Recurrent":[157],"Unit":[158],"(GRU),":[159],"enabling":[160],"thorough":[162],"understanding":[163],"physical":[165],"distribution":[167],"request":[170],"dynamics":[171],"slices.":[173],"Extensive":[174],"experiments":[175],"are":[176],"conducted":[177],"real-world":[184],"USNet":[185],"fat-tree":[187],"topologies.":[188],"Simulation":[189],"results":[190],"demonstrate":[191],"that":[192],"outperforms":[194],"state-of-the-art":[195],"heuristic":[198],"benchmarks,":[199],"showcasing":[200],"overall":[202],"15.2%":[203],"improvement":[204],"efficient":[206],"stable":[208],"utilization.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}