Using Blockchain in a Reputation-Based Model for Grouping Agents in the Internet of Things

被引:67
|
作者
Fortino, Giancarlo [1 ]
Messina, Fabrizio [2 ]
Rosaci, Domenico [3 ]
Sarne, Giuseppe M. L. [4 ]
机构
[1] Univ Calabria, Dept Informat, Modeling, Elect, I-87036 Arcavacata Di Rende, CS, Italy
[2] Univ Catania, Dept Math & Informat, I-95126 Catania, CT, Italy
[3] Univ Mediterranea, Dept Informat Infrastruct & Sustainable Energy En, I-89122 Reggio Di Calabria, RC, Italy
[4] Univ Mediterranea, Dept Civil Energy Environm & Mat Engn, I-89122 Reggio Di Calabria, RC, Italy
关键词
Internet of Things; Reliability; Blockchain; Proposals; Task analysis; Performance evaluation; Multi-agent systems; group formation; Internet of Things (IoT) device; multiagent system; reputation capital; TRUST MANAGEMENT; LOCAL TRUST; SECURITY; PRIVACY; SYSTEMS; COMMUNITIES; CHALLENGES;
D O I
10.1109/TEM.2019.2918162
中图分类号
F [经济];
学科分类号
02 ;
摘要
The Internet of Things (IoT) makes attractive services available to smart objects and humans. To aim this, IoT devices need high sensing, reasoning, and real-time acting capabilities that can be also obtained by promoting adaptive forms of cooperation machine-to-machine among smart objects. The convergence of IoT and multiagent systems also relies on the association between software agents with IoT devices for exploiting their social attitude of interacting and cooperating for services. However, the choice of reliable partners for cooperation can be very difficult when IoT devices migrate across different environments, where the most part of their members will be unreferenced with respect to their trustworthiness. It is well known that agents reputation can be a viable aspect to consider to form social groups; therefore, a possible solution to this problem is to form groups of agents in each IoT environment, based on their social capabilities. In this respect, the first contribution of this paper is represented by a reputation model focused on building the reputation capital of each agent. Second, an algorithm capable to form groups of agents in IoT environments on the basis of their reputation capital was designed. Finally, since in this contest, it is important to spread reliable and certified information about the device/agent reputation in a distributed environment, the third contribution is represented by the adoption of the blockchain technology to certify the reputation capital. Some experiments we have performed show that the model is capable to detect almost all the misleading agents if their percentage is under a high enough threshold, and that good results in term of group composition are obtained. Moreover, the simulations show that, by adopting our model, malicious devices always pay for services significantly more than honest ones. We argue that the individual reputation capital of devices and, consequently, the overall reputation capital of the IoT community can take benefit from the adoption of the proposed approach.
引用
收藏
页码:1231 / 1243
页数:13
相关论文
共 50 条
  • [41] zkRep: A Privacy-Preserving Scheme for Reputation-Based Blockchain System
    Huang, Chenyu
    Zhao, Yongjun
    Chen, Huangxun
    Wang, Xu
    Zhang, Qian
    Chen, Yanjiao
    Wang, Huaxiong
    Lam, Kwok-Yan
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (06) : 4330 - 4342
  • [42] Securing the Internet of things using Blockchain
    Showkat, Sadia
    Qureshi, Shaima
    PROCEEDINGS OF THE CONFLUENCE 2020: 10TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING, 2020, : 540 - 545
  • [43] Reputation-based Internet Sharing in Wireless Neighborhood Community Networks
    Satsiou, Anna
    Tassiulas, Leandros
    2010 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, 2010,
  • [44] A reputation-based market model in grid environment
    Lu, Weina
    Yang, Shoubao
    Guo, Liangmin
    Wei, Dong
    Ji, Wen
    PROCEEDINGS OF THE FIRST INTERNATIONAL SYMPOSIUM ON DATA, PRIVACY, AND E-COMMERCE, 2007, : 379 - 384
  • [45] A reputation-based trust model for agent societies
    Lam, YH
    Zhang, ZL
    Ong, KL
    PRICAI 2004: TRENDS IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2004, 3157 : 979 - 980
  • [46] Evaluating the Impact of Reputation-based Agents in Social Coalition Formation
    Perez Barrios de Souza, Cristina Vercosa
    Enembreck, Fabricio
    PROCEEDINGS OF 2016 5TH BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS 2016), 2016, : 211 - 216
  • [47] Reputation-Based Miner Node Selection in Blockchain-Based Vehicular Edge Computing
    Maskey, Shirshak Raja
    Badsha, Shahriar
    Sengupta, Shamik
    Khalil, Ibrahim
    IEEE CONSUMER ELECTRONICS MAGAZINE, 2021, 10 (05) : 14 - 22
  • [48] A Model of Decentralized Social Internet of Things using Blockchain Offline Channels
    Thakur, Subhasis
    Breslin, John G.
    2020 SECOND INTERNATIONAL CONFERENCE ON BLOCKCHAIN COMPUTING AND APPLICATIONS (BCCA), 2020, : 115 - 121
  • [49] The IoT electric business model: Using blockchain technology for the internet of things
    Zhang, Yu
    Wen, Jiangtao
    PEER-TO-PEER NETWORKING AND APPLICATIONS, 2017, 10 (04) : 983 - 994
  • [50] The IoT electric business model: Using blockchain technology for the internet of things
    Yu Zhang
    Jiangtao Wen
    Peer-to-Peer Networking and Applications, 2017, 10 : 983 - 994