{"id":"https://openalex.org/W3159286450","doi":"https://doi.org/10.1155/2021/6630717","title":"Stochastic Adaptive Forwarding Strategy Based on Deep Reinforcement Learning for Secure Mobile Video Communications in NDN","display_name":"Stochastic Adaptive Forwarding Strategy Based on Deep Reinforcement Learning for Secure Mobile Video Communications in NDN","publication_year":2021,"publication_date":"2021-04-26","ids":{"openalex":"https://openalex.org/W3159286450","doi":"https://doi.org/10.1155/2021/6630717","mag":"3159286450"},"language":"en","primary_location":{"id":"doi:10.1155/2021/6630717","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2021/6630717","pdf_url":"https://downloads.hindawi.com/journals/scn/2021/6630717.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/scn/2021/6630717.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002417667","display_name":"Bowei Hao","orcid":"https://orcid.org/0000-0002-4340-8546"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bowei Hao","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"raw_orcid":"https://orcid.org/0000-0002-4340-8546","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101616782","display_name":"Guoyong Wang","orcid":"https://orcid.org/0000-0002-7784-9294"},"institutions":[{"id":"https://openalex.org/I72565114","display_name":"Luoyang Institute of Science and Technology","ror":"https://ror.org/04nraex26","country_code":"CN","type":"education","lineage":["https://openalex.org/I72565114"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoyong Wang","raw_affiliation_strings":["School of Computer and Information Engineering, Luoyang Institute of Science and Technology, Luoyang 471023, China"],"raw_orcid":"https://orcid.org/0000-0002-7784-9294","affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Luoyang Institute of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I72565114"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087014857","display_name":"Mingchuan Zhang","orcid":"https://orcid.org/0000-0002-2523-1089"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mingchuan Zhang","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"raw_orcid":"https://orcid.org/0000-0002-2523-1089","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103025252","display_name":"Junlong Zhu","orcid":"https://orcid.org/0000-0003-2796-6369"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junlong Zhu","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"raw_orcid":"https://orcid.org/0000-0003-2796-6369","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100727909","display_name":"Ling Xing","orcid":"https://orcid.org/0000-0002-5132-3817"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Xing","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"raw_orcid":"https://orcid.org/0000-0002-5132-3817","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080439384","display_name":"Qingtao Wu","orcid":"https://orcid.org/0000-0003-1572-5293"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingtao Wu","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"raw_orcid":"https://orcid.org/0000-0003-1572-5293","affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5087014857"],"corresponding_institution_ids":["https://openalex.org/I167383011"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":1.3673,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.8152188,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"2021","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9998999834060669,"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/T11478","display_name":"Caching and Content Delivery","score":0.9998999834060669,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9937000274658203,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9805999994277954,"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":0.9172816276550293},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7115732431411743},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.659879207611084},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.643692672252655},{"id":"https://openalex.org/keywords/packet-forwarding","display_name":"Packet forwarding","score":0.5978172421455383},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3634827136993408},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1547355055809021}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9172816276550293},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7115732431411743},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.659879207611084},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.643692672252655},{"id":"https://openalex.org/C120317029","wikidata":"https://www.wikidata.org/wiki/Q874048","display_name":"Packet forwarding","level":3,"score":0.5978172421455383},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3634827136993408},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1547355055809021}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2021/6630717","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2021/6630717","pdf_url":"https://downloads.hindawi.com/journals/scn/2021/6630717.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f582724bc1804a8ab81b29ba139cf032","is_oa":false,"landing_page_url":"https://doaj.org/article/f582724bc1804a8ab81b29ba139cf032","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Security and Communication Networks, Vol 2021 (2021)","raw_type":"article"},{"id":"pmh:oai:hindawi.com:10.1155/2021/6630717","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6630717","pdf_url":null,"source":{"id":"https://openalex.org/S4306400340","display_name":"Hindawi Journal of Chemistry (Hindawi)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210126990","host_organization_name":"Hindawi (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210126990"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Research Article"}],"best_oa_location":{"id":"doi:10.1155/2021/6630717","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2021/6630717","pdf_url":"https://downloads.hindawi.com/journals/scn/2021/6630717.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1032974046","display_name":null,"funder_award_id":"61976243","funder_id":"https://openalex.org/F4320322878","funder_display_name":"Henan University"},{"id":"https://openalex.org/G1127813724","display_name":null,"funder_award_id":"61971458","funder_id":"https://openalex.org/F4320322878","funder_display_name":"Henan University"},{"id":"https://openalex.org/G1413938862","display_name":null,"funder_award_id":"61976243","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1915888508","display_name":null,"funder_award_id":"61971458","funder_id":"https://openalex.org/F4320325625","funder_display_name":"Education Department of Henan Province"},{"id":"https://openalex.org/G2509924367","display_name":null,"funder_award_id":"214200510012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3985236866","display_name":null,"funder_award_id":"20A520011","funder_id":"https://openalex.org/F4320325625","funder_display_name":"Education Department of Henan Province"},{"id":"https://openalex.org/G5140230934","display_name":null,"funder_award_id":"20A520011","funder_id":"https://openalex.org/F4320322878","funder_display_name":"Henan University"},{"id":"https://openalex.org/G6021435695","display_name":null,"funder_award_id":"214200510012","funder_id":"https://openalex.org/F4320325625","funder_display_name":"Education Department of Henan Province"},{"id":"https://openalex.org/G6460176746","display_name":null,"funder_award_id":"19zx010","funder_id":"https://openalex.org/F4320322878","funder_display_name":"Henan University"},{"id":"https://openalex.org/G6893293414","display_name":null,"funder_award_id":"61976243","funder_id":"https://openalex.org/F4320325625","funder_display_name":"Education Department of Henan Province"},{"id":"https://openalex.org/G7496669587","display_name":null,"funder_award_id":"20A520011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7639996471","display_name":null,"funder_award_id":"19zx010","funder_id":"https://openalex.org/F4320325625","funder_display_name":"Education Department of Henan Province"},{"id":"https://openalex.org/G7904583298","display_name":null,"funder_award_id":"214200510012","funder_id":"https://openalex.org/F4320322878","funder_display_name":"Henan University"},{"id":"https://openalex.org/G7976497900","display_name":"\u878d\u5408\u5728\u7ebf\u5b66\u4e60\u7684\u4fe1\u606f\u4e2d\u5fc3\u7f51\u7edc\u6d41\u91cf\u8c03\u5ea6\u4e0e\u4f18\u5316\u673a\u5236\u7814\u7a76","funder_award_id":"61971458","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8047355833","display_name":null,"funder_award_id":"19zx010","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"},{"id":"https://openalex.org/F4320322878","display_name":"Henan University","ror":"https://ror.org/003xyzq10"},{"id":"https://openalex.org/F4320325625","display_name":"Education Department of Henan Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3159286450.pdf","grobid_xml":"https://content.openalex.org/works/W3159286450.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1494494012","https://openalex.org/W1505997871","https://openalex.org/W2008620264","https://openalex.org/W2035548842","https://openalex.org/W2104773786","https://openalex.org/W2110769762","https://openalex.org/W2114103190","https://openalex.org/W2145339207","https://openalex.org/W2147524058","https://openalex.org/W2155027007","https://openalex.org/W2155903900","https://openalex.org/W2155968351","https://openalex.org/W2173248099","https://openalex.org/W2291202542","https://openalex.org/W2492794003","https://openalex.org/W2512250250","https://openalex.org/W2522231289","https://openalex.org/W2746553466","https://openalex.org/W2753648400","https://openalex.org/W2787938642","https://openalex.org/W2799451850","https://openalex.org/W2800471367","https://openalex.org/W2805536616","https://openalex.org/W2890196942","https://openalex.org/W2895938468","https://openalex.org/W2898035736","https://openalex.org/W2901202555","https://openalex.org/W2909823930","https://openalex.org/W2912560663","https://openalex.org/W2914434280","https://openalex.org/W2963864421","https://openalex.org/W2969320674","https://openalex.org/W2982399527","https://openalex.org/W2999708632","https://openalex.org/W3010598929","https://openalex.org/W3014778812","https://openalex.org/W4302570325","https://openalex.org/W6659643068","https://openalex.org/W6683195989","https://openalex.org/W6684205842","https://openalex.org/W6996945035"],"related_works":["https://openalex.org/W2138325001","https://openalex.org/W4286799632","https://openalex.org/W3097916513","https://openalex.org/W2418734463","https://openalex.org/W1991205173","https://openalex.org/W2520111978","https://openalex.org/W4252076617","https://openalex.org/W1981008743","https://openalex.org/W2144443679","https://openalex.org/W3015556001"],"abstract_inverted_index":{"Named":[0],"Data":[1],"Networking":[2],"(NDN)":[3],"can":[4,28,37,116],"effectively":[5],"deal":[6],"with":[7,103],"the":[8,24,30,75,98,111,118,122,130],"rapid":[9],"development":[10],"of":[11,32,100,125,132],"mobile":[12,33,63],"video":[13,34,64],"services.":[14],"For":[15,45,68],"NDN,":[16],"selecting":[17],"a":[18,50,85],"suitable":[19],"forwarding":[20,53,71,88,109],"interface":[21],"according":[22],"to":[23,41,83,96,128],"current":[25],"network":[26],"status":[27],"improve":[29,42,129],"efficiency":[31],"communication":[35,43],"and":[36,107,121],"also":[38],"avoid":[39],"attacks":[40],"security.":[44],"this":[46],"reason,":[47],"we":[48,73,91],"propose":[49],"stochastic":[51],"adaptive":[52],"strategy":[54],"based":[55],"on":[56],"deep":[57,78],"reinforcement":[58],"learning":[59],"(SAF-DRL)":[60],"for":[61],"secure":[62],"communications":[65],"in":[66],"NDN.":[67,133],"each":[69],"available":[70],"interface,":[72],"introduce":[74],"twin":[76],"delayed":[77],"deterministic":[79],"policy":[80],"gradient":[81],"algorithm":[82],"obtain":[84],"more":[86],"robust":[87],"strategy.":[89],"Moreover,":[90],"conduct":[92],"various":[93],"numerical":[94],"experiments":[95],"validate":[97],"performance":[99,131],"SAF-DRL.":[101],"Compared":[102],"BR,":[104],"RFA,":[105],"SAF,":[106],"AFSndn":[108],"strategies,":[110],"results":[112],"show":[113],"that":[114],"SAF-DRL":[115],"reduce":[117],"delivery":[119],"time":[120],"average":[123],"number":[124],"lost":[126],"packets":[127]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}