{"id":"https://openalex.org/W4401749834","doi":"https://doi.org/10.1109/tnsm.2024.3447753","title":"SAC-PP: Jointly Optimizing Privacy Protection and Computation Offloading for Mobile Edge Computing","display_name":"SAC-PP: Jointly Optimizing Privacy Protection and Computation Offloading for Mobile Edge Computing","publication_year":2024,"publication_date":"2024-08-22","ids":{"openalex":"https://openalex.org/W4401749834","doi":"https://doi.org/10.1109/tnsm.2024.3447753"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2024.3447753","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3447753","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 Network and Service Management","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/A5030903260","display_name":"Shigen Shen","orcid":"https://orcid.org/0000-0002-7558-5379"},"institutions":[{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shigen Shen","raw_affiliation_strings":["School of Information Engineering, Huzhou University, Huzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7558-5379","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Huzhou University, Huzhou, China","institution_ids":["https://openalex.org/I3018263800"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xuanbin Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanbin Hao","raw_affiliation_strings":["School of Information Engineering, Huzhou University, Huzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Huzhou University, Huzhou, China","institution_ids":["https://openalex.org/I3018263800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110682981","display_name":"Zhengjun Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengjun Gao","raw_affiliation_strings":["School of Computer Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063366789","display_name":"Guowen Wu","orcid":"https://orcid.org/0000-0001-6464-0208"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guowen Wu","raw_affiliation_strings":["School of Computer Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-6464-0208","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021656350","display_name":"Yizhou Shen","orcid":"https://orcid.org/0000-0002-3769-7193"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yizhou Shen","raw_affiliation_strings":["School of Computing, Newcastle University, Newcastle upon Tyne, U.K"],"raw_orcid":"https://orcid.org/0000-0002-3769-7193","affiliations":[{"raw_affiliation_string":"School of Computing, Newcastle University, Newcastle upon Tyne, U.K","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100430361","display_name":"Hong Zhang","orcid":"https://orcid.org/0000-0003-3607-0177"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-3607-0177","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065024360","display_name":"Qiying Cao","orcid":"https://orcid.org/0000-0001-7976-6364"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiying Cao","raw_affiliation_strings":["School of Computer Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-7976-6364","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005228053","display_name":"Shui Yu","orcid":"https://orcid.org/0000-0003-4485-6743"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shui Yu","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney, Ultimo, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4485-6743","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney, Ultimo, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5030903260"],"corresponding_institution_ids":["https://openalex.org/I3018263800"],"apc_list":null,"apc_paid":null,"fwci":6.0551,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.96765511,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"21","issue":"6","first_page":"6190","last_page":"6203"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9513999819755554,"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":0.9513999819755554,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9293000102043152,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9122999906539917,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8594199419021606},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.7117700576782227},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.6747919917106628},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.6722930073738098},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5291892290115356},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4930276572704315},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4820064604282379},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.480271577835083},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.450474351644516},{"id":"https://openalex.org/keywords/privacy-software","display_name":"Privacy software","score":0.4258264899253845},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.42234084010124207},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4172332286834717},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3697567880153656},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.29107099771499634},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.1773546040058136},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16561999917030334},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.08278799057006836}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8594199419021606},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.7117700576782227},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.6747919917106628},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.6722930073738098},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5291892290115356},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4930276572704315},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4820064604282379},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.480271577835083},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.450474351644516},{"id":"https://openalex.org/C509729295","wikidata":"https://www.wikidata.org/wiki/Q7246032","display_name":"Privacy software","level":3,"score":0.4258264899253845},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.42234084010124207},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4172332286834717},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3697567880153656},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.29107099771499634},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.1773546040058136},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16561999917030334},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.08278799057006836}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnsm.2024.3447753","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3447753","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 Network and Service Management","raw_type":"journal-article"},{"id":"pmh:oai:eprints.ncl.ac.uk:300617","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402485","display_name":"Newcastle University ePrints (Newcastle Univesity)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I84884186","host_organization_name":"Newcastle University","host_organization_lineage":["https://openalex.org/I84884186"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1499211008","display_name":null,"funder_award_id":"LZ22F020002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3753519066","display_name":null,"funder_award_id":"LZ22F020002","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G5037313032","display_name":null,"funder_award_id":"2023GZ04","funder_id":"https://openalex.org/F4320324712","funder_display_name":"Aichi Science and Technology Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324712","display_name":"Aichi Science and Technology Foundation","ror":"https://ror.org/01z0efz13"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W2624989916","https://openalex.org/W2777180355","https://openalex.org/W2783988488","https://openalex.org/W2889540440","https://openalex.org/W2895879715","https://openalex.org/W2898040395","https://openalex.org/W2905026759","https://openalex.org/W2969388461","https://openalex.org/W2974991939","https://openalex.org/W2981661244","https://openalex.org/W3002258616","https://openalex.org/W3003541603","https://openalex.org/W3007092232","https://openalex.org/W3013420945","https://openalex.org/W3034195293","https://openalex.org/W3040914594","https://openalex.org/W3045170931","https://openalex.org/W3048391539","https://openalex.org/W3083299299","https://openalex.org/W3101312734","https://openalex.org/W3105504538","https://openalex.org/W3116067625","https://openalex.org/W3117438651","https://openalex.org/W3120370876","https://openalex.org/W3125002451","https://openalex.org/W3129256084","https://openalex.org/W3132076143","https://openalex.org/W3136134087","https://openalex.org/W3162156162","https://openalex.org/W3167877303","https://openalex.org/W3174997142","https://openalex.org/W3176193274","https://openalex.org/W3179018212","https://openalex.org/W3184003630","https://openalex.org/W3195439912","https://openalex.org/W4206524053","https://openalex.org/W4280572029","https://openalex.org/W4283221360","https://openalex.org/W4285208013","https://openalex.org/W4285505241","https://openalex.org/W4285740401","https://openalex.org/W4312989743","https://openalex.org/W4317532053","https://openalex.org/W4319663734","https://openalex.org/W4321438421","https://openalex.org/W4322627042","https://openalex.org/W4322706867","https://openalex.org/W4365131452","https://openalex.org/W4366149343","https://openalex.org/W4366286067","https://openalex.org/W4377079722","https://openalex.org/W4386090462","https://openalex.org/W4386914101","https://openalex.org/W4388819958","https://openalex.org/W4389321233","https://openalex.org/W4391020249","https://openalex.org/W4391097173","https://openalex.org/W4394610820","https://openalex.org/W4394698935"],"related_works":["https://openalex.org/W4200420173","https://openalex.org/W3120617837","https://openalex.org/W3127808443","https://openalex.org/W2916011811","https://openalex.org/W3034137700","https://openalex.org/W4362496467","https://openalex.org/W2896883851","https://openalex.org/W2917127270","https://openalex.org/W3185499500","https://openalex.org/W3014317926"],"abstract_inverted_index":{"The":[0,145],"emergence":[1],"of":[2,19,82,98,120,127],"mobile":[3],"edge":[4,47],"computing":[5],"(MEC)":[6],"imposes":[7],"an":[8,79,88,99,106],"unprecedented":[9],"pressure":[10],"on":[11],"privacy":[12,38,63,72,83,93,148],"protection,":[13],"although":[14],"it":[15],"helps":[16],"the":[17,37,41,70,118,125,132,162,169],"improvement":[18],"computation":[20,26,29,56,66,101,151,171],"performance":[21],"including":[22],"energy":[23],"consumption":[24],"and":[25,65,85,113,131,140,150,178],"delay":[27],"by":[28],"offloading.":[30],"To":[31],"this":[32],"end,":[33],"we":[34,104],"concern":[35],"about":[36],"protection":[39,64,94,149],"in":[40,142],"MEC":[42],"system":[43],"with":[44,155,160],"a":[45,51],"curious":[46],"server.":[48],"We":[49,68,123],"present":[50],"deep":[52],"reinforcement":[53],"learning":[54,121,176],"(DRL)-driven":[55],"offloading":[57,76,102,172],"strategy":[58],"designed":[59],"to":[60,91,116,129],"concurrently":[61],"optimize":[62],"cost.":[67],"investigate":[69],"potential":[71],"breaches":[73],"resulting":[74],"from":[75,165],"patterns,":[77],"propose":[78,105],"attack":[80],"model":[81],"theft,":[84],"correspondingly":[86],"define":[87],"analytical":[89],"measure":[90],"assess":[92],"levels.":[95],"In":[96],"pursuit":[97],"ideal":[100],"approach,":[103],"algorithm,":[107],"SAC-PP,":[108],"which":[109,137],"integrates":[110],"actor-critic,":[111],"off-policy,":[112],"maximum":[114],"entropy":[115],"improve":[117],"efficiency":[119],"processes.":[122],"explore":[124],"sensitivity":[126],"SAC-PP":[128],"hyperparameters":[130],"results":[133,164],"demonstrate":[134],"its":[135],"stability,":[136],"facilitates":[138],"application":[139],"deployment":[141],"real":[143],"environments.":[144],"relationship":[146],"between":[147],"cost":[152],"is":[153],"analyzed":[154],"different":[156],"reward":[157],"factors.":[158],"Compared":[159],"benchmarks,":[161],"empirical":[163],"simulations":[166],"illustrate":[167],"that":[168],"proposed":[170],"approach":[173],"exhibits":[174],"enhanced":[175],"speed":[177],"overall":[179],"performance.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
