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
  • [31] Identification and Authentication in Healthcare Internet-of-Things Using Integrated Fog Computing Based Blockchain Model
    Shukla, Saurabh
    Thakur, Subhasis
    Hussain, Shahid
    Breslin, John G.
    Jameel, Syed Muslim
    INTERNET OF THINGS, 2021, 15
  • [32] RepChain: A Reputation-Based Secure, Fast, and High Incentive Blockchain System via Sharding
    Huang, Chenyu
    Wang, Zeyu
    Chen, Huangxun
    Hu, Qiwei
    Zhang, Qian
    Wang, Wei
    Guan, Xia
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (06) : 4291 - 4304
  • [33] On the Design of a Flexible Delegation Model for the Internet of Things Using Blockchain
    Pal, Shantanu
    Rabehaja, Tahiry
    Hitchens, Michael
    Varadharajan, Vijay
    Hill, Ambrose
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 16 (05) : 3521 - 3530
  • [34] RC-chain: Reputation-based crowdsourcing blockchain for vehicular networks
    Sun, Lijun
    Yang, Qian
    Chen, Xiao
    Chen, Zhenxiang
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2021, 176
  • [35] RC-chain: Reputation-based crowdsourcing blockchain for vehicular networks
    Sun, Lijun
    Yang, Qian
    Chen, Xiao
    Chen, Zhenxiang
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2021, 176
  • [36] Security Framework for Internet-of-Things-Based Software-Defined Networks Using Blockchain
    Rani, Shalli
    Babbar, Himanshi
    Srivastava, Gautam
    Gadekallu, Thippa Reddy
    Dhiman, Gaurav
    IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (07) : 6074 - 6081
  • [37] Reputation-Based Blockchain for Spatial Crowdsourcing in Vehicular Networks
    Guo, Wenlong
    Chang, Zheng
    Su, Yunfei
    Guo, Xijuan
    Hamalainen, Timo
    Li, Jian
    Li, Yuan
    APPLIED SCIENCES-BASEL, 2022, 12 (21):
  • [38] Reputation-based Distributed Knowledge Sharing System in Blockchain
    Hu, Shuang
    Hou, Lin
    Chen, Gongliang
    Weng, Jian
    Li, Jianhua
    PROCEEDINGS OF THE 15TH EAI INTERNATIONAL CONFERENCE ON MOBILE AND UBIQUITOUS SYSTEMS: COMPUTING, NETWORKING AND SERVICES (MOBIQUITOUS 2018), 2018, : 476 - 481
  • [39] RC-chain: Reputation-based crowdsourcing blockchain for vehicular networks
    Sun, Lijun
    Yang, Qian
    Chen, Xiao
    Chen, Zhenxiang
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2021, 176
  • [40] A Reputation-Based Mechanism for Transaction Processing in Blockchain Systems
    Zhang, Jiarui
    Cheng, Yukun
    Deng, Xiaotie
    Wang, Bo
    Xie, Jan
    Yang, Yuanyuan
    Zhang, Mengqian
    IEEE TRANSACTIONS ON COMPUTERS, 2022, 71 (10) : 2423 - 2434