Secure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approach

Detalhes bibliográficos
Ano de defesa: 2023
Autor(a) principal: Rocha, Acquila Santos lattes
Orientador(a): Borges, Vinicius da Cunha Martins lattes
Banca de defesa: Borges, Vinicius da Cunha Martins, Pinheiro, Billy Anderson, Cordeiro, Weverton Luis da Costa, Carvalho, Sérgio Teixeira de
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Universidade Federal de Goiás
Programa de Pós-Graduação: Programa de Pós-graduação em Ciência da Computação (INF)
Departamento: Instituto de Informática - INF (RMG)
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://repositorio.bc.ufg.br/tede/handle/tede/13092
Resumo: Device–to-Device communication (D2D), combined with edge caching and mobile edge computing, is a promising approach that allows offloading data from the wireless mobile network. However, user security is still an open issue in D2D communication. Security vulnerabilities remain possible owing to easy, direct and spontaneous interactions between untrustworthy users and different degrees of mobility. This dissertation encompasses the designing of a multi-layer framework that combines diverse technologies inspired in blockchain to come up with a secure multi domain D2D caching framework. Regarding the intra-domain aspect we establish Secure D2D Caching framework inspired on trUst management and Blockchain (SeCDUB) to improve the security of D2D communication in video caching, through the combination of direct and indirect observations. In addition, blockchain concepts were adapted to the dynamic and restricted scenario of D2D networks to prevent data interception and alteration of indirect observations. This adaptation considered the development of a Clustering Approach (CA) that enables scalable and lightweight blockchain for D2D networks. Two different uncertainty mathematical models were used to infer direct and indirect trust values: Bayesian inference and the Theory Of Dempster Shafer (TDS) respectively. Regarding the inter-domain approach we developed Trust in Multiple Domains (TrustMD) framework. This approach combines edge trust storage with blockchain for distributed storage management in a multi layer architecture, designed to efficiently store trust control data in edge across different domains. Regarding the collected results, we performed simulations to test SecDUB’s intra-domain approach. The proposed clustering approach plays a key role to mitigate the SecDuB overhead as well as the consensus time. TrustMD results demonstrated a significant enhancement in goodput, reaching at best, 95% of the total network throughput, whicle SecDUB achieved approximately 80%. Even though there was a 7% increase in D2D overhead, TrustMD effectively keep control of latency levels, resulting in a slight decrease of 1.3 seconds. Hence, the achieved results indicates that TrustMD efficiently manages securitywithout compromising network performance reducing false negative rate up to 31% on the best case scenario. Actually, the combination of SecDUB and TrustMD offers a scalable and effective security solution that boosts network performance and ensures robust protection.
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spelling Borges, Vinicius da Cunha Martinshttp://lattes.cnpq.br/6904676677900593Pinheiro, Billy Andersonhttp://lattes.cnpq.br/1882589984835011Borges, Vinicius da Cunha MartinsPinheiro, Billy AndersonCordeiro, Weverton Luis da CostaCarvalho, Sérgio Teixeira dehttp://lattes.cnpq.br/7177151113942814Rocha, Acquila Santos2023-10-26T11:13:12Z2023-10-26T11:13:12Z2023-08-18ROCHA, A. S. Secure D2D caching framework based on trust management and blockchain for mobile edge caching - a multi domain approach. 2023. 105 f. Dissertação (Mestrado em Ciência da Computação) - Instituto de Informática, Universidade Federal de Goiás, 2023.http://repositorio.bc.ufg.br/tede/handle/tede/13092Device–to-Device communication (D2D), combined with edge caching and mobile edge computing, is a promising approach that allows offloading data from the wireless mobile network. However, user security is still an open issue in D2D communication. Security vulnerabilities remain possible owing to easy, direct and spontaneous interactions between untrustworthy users and different degrees of mobility. This dissertation encompasses the designing of a multi-layer framework that combines diverse technologies inspired in blockchain to come up with a secure multi domain D2D caching framework. Regarding the intra-domain aspect we establish Secure D2D Caching framework inspired on trUst management and Blockchain (SeCDUB) to improve the security of D2D communication in video caching, through the combination of direct and indirect observations. In addition, blockchain concepts were adapted to the dynamic and restricted scenario of D2D networks to prevent data interception and alteration of indirect observations. This adaptation considered the development of a Clustering Approach (CA) that enables scalable and lightweight blockchain for D2D networks. Two different uncertainty mathematical models were used to infer direct and indirect trust values: Bayesian inference and the Theory Of Dempster Shafer (TDS) respectively. Regarding the inter-domain approach we developed Trust in Multiple Domains (TrustMD) framework. This approach combines edge trust storage with blockchain for distributed storage management in a multi layer architecture, designed to efficiently store trust control data in edge across different domains. Regarding the collected results, we performed simulations to test SecDUB’s intra-domain approach. The proposed clustering approach plays a key role to mitigate the SecDuB overhead as well as the consensus time. TrustMD results demonstrated a significant enhancement in goodput, reaching at best, 95% of the total network throughput, whicle SecDUB achieved approximately 80%. Even though there was a 7% increase in D2D overhead, TrustMD effectively keep control of latency levels, resulting in a slight decrease of 1.3 seconds. Hence, the achieved results indicates that TrustMD efficiently manages securitywithout compromising network performance reducing false negative rate up to 31% on the best case scenario. Actually, the combination of SecDUB and TrustMD offers a scalable and effective security solution that boosts network performance and ensures robust protection.Comunicação Dispositivo-a-Dispositivo (D2D), combinado com cache de borda e computação de borda móvel, é uma abordagem promissora que permite a transferência de dados da rede móvel sem fio. No entanto, a segurança do usuário ainda é uma questão em aberto na comunicação D2D. Vulnerabilidades de segurança ainda são possíveis devido às interações diretas, espontâneas e fáceis entre usuários não confiáveis e diferentes graus de mobilidade. Esta dissertação abrange o design de um framework multicamada que combina diversas tecnologias inspiradas na blockchain para criar um framework de cache D2D multidomínio seguro. No que diz respeito ao aspecto intradomínio, estabelecemos o framework de cache D2D seguro inspirado em gerenciamento de confiança e blockchain (SeCDUB) para melhorar a segurança da comunicação D2D no cache de vídeo, por meio da combinação de observações diretas e indiretas. Além disso, os conceitos de blockchain foram adaptados ao cenário dinâmico e restrito das redes D2D para impedir a interceptação e alteração de dados de observações indiretas. Essa adaptação considerou o desenvolvimento de uma Abordagem de Clusterização (CA) que permite um blockchain escalável e leve para redes D2D. Foram usados dois modelos matemáticos de incerteza diferentes para inferir valores de confiança direta e indireta: inferência bayesiana e a Teoria de Dempster Shafer (TDS), respectivamente. No que diz respeito à abordagem interdomínio, desenvolvemos o framework Trust in Multiple Domains (TrustMD). Essa abordagem combina o armazenamento de confiança de borda com a blockchain para o gerenciamento de armazenamento distribuído em uma arquitetura de várias camadas, projetada para armazenar eficientemente dados de controle de confiança na borda em diferentes domínios. Quanto aos resultados coletados, realizamos simulações para testar a abordagem intradomínio do SecDUB. A abordagem de clusterização proposta desempenha um papel fundamental na mitigação do overhead do SecDuB, bem como no tempo de consenso. Os resultados do TrustMD demonstraram um aumento significativono goodput, atingindo 95% do throughput total da rede quando comparado com a abordagem que emprega apenas o SecDUB. Mesmo que tenha havido um aumento de 7% no overhead D2D, o TrustMD controla efetivamente os níveis de latência, resultando em uma ligeira diminuição de 1, 3 segundos.Portanto, os resultados alcançados indicam que o TrustMD gerencia a segurança de forma eficiente sem comprometer o desempenho da rede, reduzindo a taxa de falsos negativos em até 31% no melhor cenário. Na verdade, a combinação do SecDUB e do TrustMD oferece uma solução de segurança escalável e eficaz que impulsiona o desempenho da rede e garante proteção robusta.Submitted by Dayane Basílio (dayanebasilio@ufg.br) on 2023-10-23T16:24:35Z workflow start=Step: editstep - action:claimaction No. of bitstreams: 2 Dissertação - Acquila Santos Rocha - 2023.pdf: 2110831 bytes, checksum: 07fe0519da679d2e74fa88ab9c0c577b (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Step: editstep - action:editaction Approved for entry into archive by Luciana Ferreira(lucgeral@gmail.com) on 2023-10-26T11:13:12Z (GMT)Made available in DSpace on 2023-10-26T11:13:12Z (GMT). No. of bitstreams: 2 Dissertação - Acquila Santos Rocha - 2023.pdf: 2110831 bytes, checksum: 07fe0519da679d2e74fa88ab9c0c577b (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5) Previous issue date: 2023-08-18engUniversidade Federal de GoiásPrograma de Pós-graduação em Ciência da Computação (INF)UFGBrasilInstituto de Informática - INF (RMG)Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessD2D cachingGestão de confiançaBlockchainSegurançaRedes 5GComputação de borda móvelMulti-domínioTrust managementSecurity5G networksMobile edge computingMulti-domainCIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAOSecure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approachEstrutura de cache D2D segura baseada em gerenciamento de confiança e blockchain para cache de borda móvel - uma abordagem multi domínioinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisreponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGORIGINALDissertação - Acquila Santos Rocha - 2023.pdfDissertação - Acquila Santos Rocha - 2023.pdfapplication/pdf2110831http://repositorio.bc.ufg.br/tede/bitstreams/2d0c2d59-2ff4-4d09-a696-e9bd21dac1de/download07fe0519da679d2e74fa88ab9c0c577bMD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.bc.ufg.br/tede/bitstreams/c1013b3e-27ee-4556-92b8-6a266a93f982/download8a4605be74aa9ea9d79846c1fba20a33MD52CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8805http://repositorio.bc.ufg.br/tede/bitstreams/b0939b12-04a3-4de3-af56-b5c5e97d9116/download4460e5956bc1d1639be9ae6146a50347MD53tede/130922023-10-26 08:13:12.524http://creativecommons.org/licenses/by-nc-nd/4.0/Attribution-NonCommercial-NoDerivatives 4.0 Internationalopen.accessoai:repositorio.bc.ufg.br:tede/13092http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttp://repositorio.bc.ufg.br/oai/requesttasesdissertacoes.bc@ufg.bropendoar:2023-10-26T11:13:12Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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
dc.title.none.fl_str_mv Secure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approach
dc.title.alternative.por.fl_str_mv Estrutura de cache D2D segura baseada em gerenciamento de confiança e blockchain para cache de borda móvel - uma abordagem multi domínio
title Secure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approach
spellingShingle Secure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approach
Rocha, Acquila Santos
D2D caching
Gestão de confiança
Blockchain
Segurança
Redes 5G
Computação de borda móvel
Multi-domínio
Trust management
Security
5G networks
Mobile edge computing
Multi-domain
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
title_short Secure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approach
title_full Secure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approach
title_fullStr Secure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approach
title_full_unstemmed Secure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approach
title_sort Secure D2Dcaching framework based on trust management and blockchain for mobile edge caching - a multi domain approach
author Rocha, Acquila Santos
author_facet Rocha, Acquila Santos
author_role author
dc.contributor.advisor1.fl_str_mv Borges, Vinicius da Cunha Martins
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/6904676677900593
dc.contributor.advisor-co1.fl_str_mv Pinheiro, Billy Anderson
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/1882589984835011
dc.contributor.referee1.fl_str_mv Borges, Vinicius da Cunha Martins
dc.contributor.referee2.fl_str_mv Pinheiro, Billy Anderson
dc.contributor.referee3.fl_str_mv Cordeiro, Weverton Luis da Costa
dc.contributor.referee4.fl_str_mv Carvalho, Sérgio Teixeira de
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/7177151113942814
dc.contributor.author.fl_str_mv Rocha, Acquila Santos
contributor_str_mv Borges, Vinicius da Cunha Martins
Pinheiro, Billy Anderson
Borges, Vinicius da Cunha Martins
Pinheiro, Billy Anderson
Cordeiro, Weverton Luis da Costa
Carvalho, Sérgio Teixeira de
dc.subject.por.fl_str_mv D2D caching
Gestão de confiança
Blockchain
Segurança
Redes 5G
Computação de borda móvel
Multi-domínio
topic D2D caching
Gestão de confiança
Blockchain
Segurança
Redes 5G
Computação de borda móvel
Multi-domínio
Trust management
Security
5G networks
Mobile edge computing
Multi-domain
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
dc.subject.eng.fl_str_mv Trust management
Security
5G networks
Mobile edge computing
Multi-domain
dc.subject.cnpq.fl_str_mv CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
description Device–to-Device communication (D2D), combined with edge caching and mobile edge computing, is a promising approach that allows offloading data from the wireless mobile network. However, user security is still an open issue in D2D communication. Security vulnerabilities remain possible owing to easy, direct and spontaneous interactions between untrustworthy users and different degrees of mobility. This dissertation encompasses the designing of a multi-layer framework that combines diverse technologies inspired in blockchain to come up with a secure multi domain D2D caching framework. Regarding the intra-domain aspect we establish Secure D2D Caching framework inspired on trUst management and Blockchain (SeCDUB) to improve the security of D2D communication in video caching, through the combination of direct and indirect observations. In addition, blockchain concepts were adapted to the dynamic and restricted scenario of D2D networks to prevent data interception and alteration of indirect observations. This adaptation considered the development of a Clustering Approach (CA) that enables scalable and lightweight blockchain for D2D networks. Two different uncertainty mathematical models were used to infer direct and indirect trust values: Bayesian inference and the Theory Of Dempster Shafer (TDS) respectively. Regarding the inter-domain approach we developed Trust in Multiple Domains (TrustMD) framework. This approach combines edge trust storage with blockchain for distributed storage management in a multi layer architecture, designed to efficiently store trust control data in edge across different domains. Regarding the collected results, we performed simulations to test SecDUB’s intra-domain approach. The proposed clustering approach plays a key role to mitigate the SecDuB overhead as well as the consensus time. TrustMD results demonstrated a significant enhancement in goodput, reaching at best, 95% of the total network throughput, whicle SecDUB achieved approximately 80%. Even though there was a 7% increase in D2D overhead, TrustMD effectively keep control of latency levels, resulting in a slight decrease of 1.3 seconds. Hence, the achieved results indicates that TrustMD efficiently manages securitywithout compromising network performance reducing false negative rate up to 31% on the best case scenario. Actually, the combination of SecDUB and TrustMD offers a scalable and effective security solution that boosts network performance and ensures robust protection.
publishDate 2023
dc.date.accessioned.fl_str_mv 2023-10-26T11:13:12Z
dc.date.available.fl_str_mv 2023-10-26T11:13:12Z
dc.date.issued.fl_str_mv 2023-08-18
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
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dc.identifier.citation.fl_str_mv ROCHA, A. S. Secure D2D caching framework based on trust management and blockchain for mobile edge caching - a multi domain approach. 2023. 105 f. Dissertação (Mestrado em Ciência da Computação) - Instituto de Informática, Universidade Federal de Goiás, 2023.
dc.identifier.uri.fl_str_mv http://repositorio.bc.ufg.br/tede/handle/tede/13092
identifier_str_mv ROCHA, A. S. Secure D2D caching framework based on trust management and blockchain for mobile edge caching - a multi domain approach. 2023. 105 f. Dissertação (Mestrado em Ciência da Computação) - Instituto de Informática, Universidade Federal de Goiás, 2023.
url http://repositorio.bc.ufg.br/tede/handle/tede/13092
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal de Goiás
dc.publisher.program.fl_str_mv Programa de Pós-graduação em Ciência da Computação (INF)
dc.publisher.initials.fl_str_mv UFG
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Instituto de Informática - INF (RMG)
publisher.none.fl_str_mv Universidade Federal de Goiás
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFG
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