An Efficient Hybrid Control Strategy for Restraining Rumor Spreading

被引:69
作者
Ding, Li [1 ]
Hu, Ping [1 ]
Guan, Zhi-Hong [2 ]
Li, Tao [3 ]
机构
[1] Wuhan Univ, Sch Elect Engn & Automat, Wuhan 430072, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Artificial Intelligence & Automat, Wuhan 430074, Peoples R China
[3] Yangtze Univ, Sch Elect & Informat, Jingzhou 434023, Peoples R China
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2021年 / 51卷 / 11期
基金
中国国家自然科学基金;
关键词
Stability analysis; Optimal control; Numerical stability; Media; Process control; Malware; Epidemics; Hybrid control; optimal control; rumor spreading; stability analysis; SOCIAL NETWORKS; INFORMATION; DIFFUSION; STABILITY; MODELS; TIME;
D O I
10.1109/TSMC.2019.2963418
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Toward combating the malicious rumor spreading on online social networks, we discuss a hybrid control strategy that combines a continuous truth spreading method and an impulsive rumor blocking method in this article. In this strategy, the truth is introduced as an anti-rumor to compete with the rumor while the rumor-infected users would be quarantined with a limited isolation period. The stability of the rumor-free equilibrium of the rumor-truth propagation system is analyzed and conditions to reach uniform asymptotic stability as well as global exponential stability are obtained. For the endemic case, the conditions under which rumor would persist uniformly are obtained. An optimal hybrid control problem is formulated to address the tradeoff between restraining rumor and minimizing the cost of control. The necessary conditions for optimal system and the structure of optimal hybrid control are obtained. Numerical simulations are carried out to illustrate the theoretical results and evaluate the potential roles of the hybrid control strategy.
引用
收藏
页码:6779 / 6791
页数:13
相关论文
共 34 条
[11]   Diffusion in Social Networks: A Multiagent Perspective [J].
Jiang, Yichuan ;
Jiang, J. C. .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2015, 45 (02) :198-213
[12]   Using Node Centrality and Optimal Control to Maximize Information Diffusion in Social Networks [J].
Kandhway, Kundan ;
Kuri, Joy .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2017, 47 (07) :1099-1110
[13]   Optimal Resource Allocation Over Time and Degree Classes for Maximizing Information Dissemination in Social Networks [J].
Kandhway, Kundan ;
Kuri, Joy .
IEEE-ACM TRANSACTIONS ON NETWORKING, 2016, 24 (05) :3204-3217
[14]   Observer-Based Fuzzy Adaptive Event-Triggered Control Codesign for a Class of Uncertain Nonlinear Systems [J].
Li, Yuan-Xin ;
Yang, Guang-Hong .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (03) :1589-1599
[15]   Model-Based Adaptive Event-Triggered Control of Strict-Feedback Nonlinear Systems [J].
Li, Yuan-Xin ;
Yang, Guang-Hong .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 29 (04) :1033-1045
[16]   Stability analysis of generalized impulsive functional differential equations [J].
Lin, Diwang ;
Li, Xiaodi ;
O'Regan, Donal .
MATHEMATICAL AND COMPUTER MODELLING, 2012, 55 (5-6) :1682-1690
[17]  
Lin Y., IEEE T SYST MAN CYBE
[18]   Incentive Mechanisms for Crowdblocking Rumors in Mobile Social Networks [J].
Lin, Yaguang ;
Cai, Zhipeng ;
Wang, Xiaoming ;
Hao, Fei .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (09) :9220-9232
[19]   SIS models with switching and pulse control [J].
Liu, Xinzhi ;
Stechlinski, Peter .
APPLIED MATHEMATICS AND COMPUTATION, 2014, 232 :727-742
[20]  
Nguyen NP, 2012, PROCEEDINGS OF THE 3RD ANNUAL ACM WEB SCIENCE CONFERENCE, 2012, P213