Mining and Construction of Information Opportunity Cooperation Mode Based on Big Data Fusion Internet of Things

被引:3
|
作者
Chen, Difang [1 ]
Xu, Yuhua [2 ]
Luo, Shijun [1 ]
机构
[1] Hubei Univ Automot Technol, Sch Sci, Shiyan 442002, Peoples R China
[2] Nanjing Audit Univ, Sch Finance, Nanjing 211815, Peoples R China
关键词
Licenses; Collaboration; Internet of Things; Analytical models; Games; XML; Wireless sensor networks; Opportunity network; collaboration mechanism; evolutionary game; big data; DATA-COLLECTION; CLASSIFICATION; NETWORK;
D O I
10.1109/ACCESS.2021.3058357
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper introduces evolutionary game theory as an analysis tool to study the evolution of the cooperative behavior of nodes in the opportunistic network. At the same time, considering the spatial distribution of nodes in the opportunistic network and the corresponding cooperative interaction relationship, the evolutionary graph theory is further applied to study the cooperative behavior in the context of considering the network space. In the collaboration model of this article, the vertices in the evolutionary graph theory are used to represent the nodes in the network, and the edges in the graph represent that the node pairs are within the communication range of each other. The node will play a game with neighboring nodes according to the payout matrix. Through repeated games between nodes, the network reaches a relatively stable final state, and the distribution of nodes with different behaviors in the final state of the network is checked. By adjusting the network parameters, we can analyze the distribution and evolution of cooperation in the network, and study the stability of the network. We realize the credible collaborative evolutionary game model by building a comprehensive simulation platform and verify its effectiveness and scalability. We design and implement an evolutionary game model independent of routing protocols, so that the model can be quickly deployed in traditional routing protocols. Subsequently, simulations verified that the reputation model played a role in guiding nodes to actively participate in network collaboration during the collaborative evolution process. And the greater the strength of the reputation incentive mechanism, the better the effect of the evolutionary model. The evolution model is deployed in multiple routing protocols, verifying that the model can play a role in different routing protocols. In addition, the evolution model can also play a role in different network environments and has good scalability.
引用
收藏
页码:29401 / 29415
页数:15
相关论文
共 50 条
  • [31] Wisdom Tourism Management Mode in the Background of Big Data of the Internet of Things
    Huang, Zong
    Wen, Qiong
    Song, Yanqiong
    MOBILE INFORMATION SYSTEMS, 2022, 2022
  • [32] 'BIG DATA', THE 'INTERNET OF THINGS' AND THE 'INTERNET OF SIGNS'
    O'Leary, Daniel E.
    INTELLIGENT SYSTEMS IN ACCOUNTING FINANCE & MANAGEMENT, 2013, 20 (01): : 53 - 65
  • [33] Distributed Data Mining Based on Actors for Internet of Things
    Kholod, Ivan
    Kuprianov, Mikhail
    Petukhov, Ilya
    2016 5TH MEDITERRANEAN CONFERENCE ON EMBEDDED COMPUTING (MECO), 2016, : 480 - 484
  • [34] Construction of Logistics Management System of Internet of Things Based on Genetic Algorithm Driven by Big Data
    Zhang, Ying
    2022 INTERNATIONAL CONFERENCE ON INDUSTRIAL IOT, BIG DATA AND SUPPLY CHAIN, IIOTBDSC, 2022, : 356 - 360
  • [35] Data fusion in the Internet of Things
    Qin, Xiaotie
    Gu, Yuesheng
    CEIS 2011, 2011, 15
  • [36] Data Interactive Control System Based on Heterogeneous Database of Information Fusion and Internet of Things
    Han, Jianying
    JOURNAL OF TESTING AND EVALUATION, 2024, 52 (03) : 1487 - 1500
  • [37] Information construction of construction project management based on internet of things blockchain
    Zhou, Jingdong
    SECURITY AND PRIVACY, 2023, 6 (02):
  • [38] Medical data fusion algorithm based on Internet of things
    Zhang, Weiping
    Yang, Jingzhi
    Su, Hang
    Kumar, Mohit
    Mao, Yihua
    PERSONAL AND UBIQUITOUS COMPUTING, 2018, 22 (5-6) : 895 - 902
  • [39] Medical data fusion algorithm based on Internet of things
    Weiping Zhang
    Jingzhi Yang
    Hang Su
    Mohit Kumar
    Yihua Mao
    Personal and Ubiquitous Computing, 2018, 22 : 895 - 902
  • [40] Research on Novel Information Management Mode for Construction Engineering based on Big Data and Information Enhancement
    Wang, Yan
    PROCEEDINGS OF THE 2015 CONFERENCE ON INFORMATIZATION IN EDUCATION, MANAGEMENT AND BUSINESS, 2015, 20 : 1038 - 1042