Blockchain-Based Trust and Reputation Management in SIoT

【Author】 Alam, Sana; Zardari, Shehnila; Shamsi, Jawwad Ahmed

【Source】ELECTRONICS

【影响因子】2.690

【Abstract】In the Social Internet of Things (SIoT), trust refers to the decision-making process used by the trustor (Service Requesters (SRs) or Service Consumers (SCs)) to decide whether or not to entrust the trustee (Service Providers (SPs)) with specific services. Trust is the key factor in SIoT domain. The designing of a two-way, two-stage parameterized feedback-based, service-driven, attacks-resistant trust and reputation system for SIoT accompanied by a penalty mechanism for dishonest SPs and SRs is our main contribution that mitigates the trust-related issues occurring during service provisioning and service acquisition amongst various entities (SPs or SRs) and enhances trust amongst them. Our proposed methodology examines a SP's local trust, global trust, and reputation by taking into account "Social Trust" and "Quality of Service (QoS)" factors". Two-Stage Parameterized feedback" is incorporated in our proposed strategy to better manage "intention" and "ability" of SRs and provides early identification of suspicious SRs. This feature compels SRs to act honestly and rate the corresponding SPs in a more accurate way. Our recommended paradigm sorts SPs into three SP status lists (White List, Grey List, and Black List) based on reputation values where each list has a threshold with respect to the maximum service fee that can be charged. SPs in White List charge the most per service. SPs in other lists have a lower selection probability. Every feedback updates the SP's trust and reputation value. Sorting SPs increases resistance against On Off Attack, Discriminatory Attack, Opportunistic Service Attack, and Selective Behavior Attacks. SPs must operate honestly and offer the complete scope of stated services since their reputation value relies on all their global trust values (Tglobal) for various services. Service requests may be accepted or denied by SPs. "Temporarily banned" SRs can only request unblocked services. SRs lose all privileges once on a "permanently banned" list. If local and global trust values differ by more than the threshold, the SR is banned. Our method also provides resistance against Bad Mouthing Attack, Ballot Stuffing Attack. Good Mouthing Attack/Self-Propagating Attack. Experiments indicate our trust and reputation management system recognizes and bans fraudulent SRs. "Dishonest SPs" are "blacklisted," which affects their reputation, trust, and service charges. [Alam, Sana] NEDUET, Dept Comp Sci & Informat Technol, Karachi 75270, Pakistan; [Alam, Sana] SSUET, Dept Comp Engn, Karachi 75300, Pakistan; [Zardari, Shehnila] NEDUET, Dept Software Engn, Karachi 75270, Pakistan; [Shamsi, Jawwad Ahmed] FAST Natl Univ Comp & Emerging Sci NUCES, Dept Comp Sci, Karachi 75270, Pakistan Ned University of Engineering & Technology; Ned University of Engineering & Technology Alam, S (通讯作者)，NEDUET, Dept Comp Sci & Informat Technol, Karachi 75270, Pakistan.; Alam, S (通讯作者)，SSUET, Dept Comp Engn, Karachi 75300, Pakistan. sana.email43@gmail.com Aalibagi S, 2022, IEEE T DEPEND SECURE, V19, P2274, DOI 10.1109/TDSC.2021.3052953; Abdelghani W, 2022, J SUPERCOMPUT, V78, P8137, DOI 10.1007/s11227-021-04205-5; Abidi R, 2021, 2021 6TH INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY: GENERATION AND APPLICATIONS (ICREGA), P1, DOI 10.1109/ICREGA50506.2021.9388314; Afzal B, 2019, FUTURE GENER COMP SY, V92, P718, DOI 10.1016/j.future.2017.12.002; Alam S, 2022, IEEE ACCESS, V10, P108924, DOI 10.1109/ACCESS.2022.3213699; Ali-Eldin Amr M. T., 2021, 2021 International Mobile, Intelligent, and Ubiquitous Computing Conference (MIUCC), P161, DOI 10.1109/MIUCC52538.2021.9447667; Amiri-Zarandi Mohammad, 2020, 2020 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech), P49, DOI 10.1109/DASC-PICom-CBDCom-CyberSciTech49142.2020.00024; Amiri-Zarandi M, 2022, J SUPERCOMPUT, V78, P8302, DOI 10.1007/s11227-021-04231-3; Atzori L., 2015, NEWSLETTER; Atzori L, 2012, COMPUT NETW, V56, P3594, DOI 10.1016/j.comnet.2012.07.010; Azad MA, 2020, IEEE INTERNET THINGS, V7, P2690, DOI 10.1109/JIOT.2019.2962282; Ben Abderrahim O, 2017, INT WIREL COMMUN, P1903, DOI 10.1109/IWCMC.2017.7986574; Ben Abderrahim O, 2017, INT WIREL COMMUN, P747, DOI 10.1109/IWCMC.2017.7986378; Benedict S, 2020, IEEE T COMPUT SOC SY, V7, P1146, DOI 10.1109/TCSS.2020.3008995; Chahal RK, 2020, COMPUT COMMUN, V150, P13, DOI 10.1016/j.comcom.2019.10.034; Chen IR, 2016, IEEE T DEPEND SECURE, V13, P684, DOI 10.1109/TDSC.2015.2420552; Cho JH, 2015, ACM COMPUT SURV, V48, DOI 10.1145/2815595; Ekbatanifard G., 2019, J ADV COMPUT ENG TEC, V5, P57; Gorski T, 2022, APPL SCI-BASEL, V12, DOI 10.3390/app12115339; Gorski T, 2022, SENSORS-BASEL, V22, DOI 10.3390/s22010128; Gorski T, 2021, APPL SCI-BASEL, V11, DOI 10.3390/app112411745; Hankare P, 2021, TEH GLAS, V15, P43, DOI 10.31803/tg-20210204180217; Jafarian B, 2020, COMPUT NETW, V178, DOI 10.1016/j.comnet.2020.107254; Jayasinghe U, 2016, 2016 INT IEEE CONFERENCES ON UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTING, SCALABLE COMPUTING AND COMMUNICATIONS, CLOUD AND BIG DATA COMPUTING, INTERNET OF PEOPLE, AND SMART WORLD CONGRESS (UIC/ATC/SCALCOM/CBDCOM/IOP/SMARTWORLD), P930, DOI [10.1109/UIC-ATC-ScalCom-CBDCom-IoP-SmartWorld.2016.129, 10.1109/UIC-ATC-ScalCom-CBDCom-IoP-SmartWorld.2016.0146]; Khan PW, 2020, SENSORS-BASEL, V20, DOI 10.3390/s20102990; Khan WZ, 2021, IEEE INTERNET THINGS, V8, P7768, DOI 10.1109/JIOT.2020.3039296; Kokoris-Kogias E., 2016, P 2016 IEEE 21 INT C, P1; Kouicem DE, 2022, IEEE T DEPEND SECURE, V19, P1292, DOI 10.1109/TDSC.2020.3003232; Kowshalya AM, 2018, SADHANA-ACAD P ENG S, V43, DOI 10.1007/s12046-018-0885-z; Kowshalya AM, 2017, WIRELESS PERS COMMUN, V96, P2681, DOI 10.1007/s11277-017-4319-8; Kowshalya AM, 2017, IET NETW, V6, P75, DOI 10.1049/iet-net.2017.0021; Kumar S, 2019, J BIG DATA-GER, V6, DOI 10.1186/s40537-019-0268-2; Lakshmanaprabu SK, 2018, IEEE ACCESS, V6, P24196, DOI 10.1109/ACCESS.2018.2830651; Latif R, 2022, IEEE ACCESS, V10, P46526, DOI 10.1109/ACCESS.2022.3169788; Lin ZT, 2018, IEEE T KNOWL DATA EN, V30, P234, DOI 10.1109/TKDE.2017.2762678; Marche C, 2021, IEEE T NETW SERV MAN, V18, P3297, DOI 10.1109/TNSM.2020.3046906; Masmoudi M, 2020, LECT NOTE DATA ENG, V41, P389, DOI 10.1007/978-3-030-34986-8_28; Motlagh NH, 2020, ENERGIES, V13, DOI 10.3390/en13020494; Truong NB, 2017, SENSORS-BASEL, V17, DOI 10.3390/s17061346; Nguyen DC, 2019, IEEE ACCESS, V7, P66792, DOI 10.1109/ACCESS.2019.2917555; Nitti M, 2014, IEEE T KNOWL DATA EN, V26, P1253, DOI 10.1109/TKDE.2013.105; Nitti M, 2012, 2012 IEEE 23RD INTERNATIONAL SYMPOSIUM ON PERSONAL INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC), P18, DOI 10.1109/PIMRC.2012.6362662; Pourghebleh B, 2019, IEEE INTERNET THINGS, V6, P9326, DOI 10.1109/JIOT.2019.2933518; Premarathne US, 2017, INT CONF IND INF SYS, P64; Rad MM, 2020, HUM-CENT COMPUT INFO, V10, DOI 10.1186/s13673-020-00254-6; Rajendran S, 2022, WIRELESS PERS COMMUN, V123, P2625, DOI 10.1007/s11277-021-09256-8; Rehman Ateeq Ur, 2019, 2019 IEEE 5th International Conference on Computer and Communications (ICCC), P1644, DOI 10.1109/ICCC47050.2019.9064242; Sagar S, 2020, IEEE ICC; Sagar S, 2020, IEEE GLOB COMM CONF, DOI 10.1109/GLOBECOM42002.2020.9322540; Saraf C., 2018, P 2018 IEEE INT C IN, P1; Shahab Saima, 2022, ICT Analysis and Applications. Lecture Notes in Networks and Systems (314), P289, DOI 10.1007/978-981-16-5655-2_28; Sharma V, 2019, FUTURE GENER COMP SY, V92, P758, DOI 10.1016/j.future.2017.12.039; Suciu George, 2018, 2018 Global Wireless Summit (GWS), P370, DOI 10.1109/GWS.2018.8686563; Talbi S, 2020, J AMB INTEL HUM COMP, V11, P1129, DOI 10.1007/s12652-019-01256-8; Toyoda K, 2020, IEEE ACCESS, V8, P141611, DOI 10.1109/ACCESS.2020.3011876; Tripathy BK, 2016, MODEL OPTIM SCI TECH, V8, P153, DOI 10.1007/978-3-319-30913-2_8; Truong N.B., 2016, P 19 INNOVATIONS CLO, P104; Truong NB, 2017, IEEE GLOB COMM CONF; Wang K, 2016, IEEE WIREL COMMUN, V23, P30, DOI 10.1109/MWC.2016.7721739; Wei LJ, 2020, CHIN AUTOM CONGR, P159, DOI 10.1109/CAC51589.2020.9326856; Xia H, 2019, IEEE INFOCOM SER, P838, DOI 10.1109/INFOCOM.2019.8737491; Xiao HN, 2015, INT WIREL COMMUN, P600, DOI 10.1109/IWCMC.2015.7289151; Yi X., 2022, BLOCKCHAIN FDN APPL, DOI [10.1007/978-3-031-09670-9_2, DOI 10.1007/978-3-031-09670-9_2]; Zheng ZB, 2018, INT J WEB GRID SERV, V14, P352, DOI 10.1504/IJWGS.2018.095647 64 0 0 0 0 MDPI BASEL ST ALBAN-ANLAGE 66, CH-4052 BASEL, SWITZERLAND 2079-9292 ELECTRONICS-SWITZ Electronics DEC 2022 11 23 3871 10.3390/electronics11233871 http://dx.doi.org/10.3390/electronics11233871 33 Computer Science, Information Systems; Engineering, Electrical & Electronic; Physics, Applied Science Citation Index Expanded (SCI-EXPANDED) Computer Science; Engineering; Physics 6X2MD gold 2023-01-05 WOS:000896252700001

【Keywords】trust; reputation; parameterized feedback; service-based; SIoT; blockchain; penalty

【发表时间】2022 DEC

【收录时间】2023-01-04

【文献类型】理论模型

【主题类别】

区块链技术-协同技术-物联网