Heterogeneous Hegselmann-Krause Dynamics With Environment and Communication Noise

被引:28
作者
Chen, Ge [1 ,2 ]
Su, Wei [3 ]
Ding, Songyuan [4 ,5 ]
Hong, Yiguang [2 ]
机构
[1] Chinese Acad Sci, Acad Math & Syst Sci, Natl Ctr Math & Interdisciplinary Sci, Beijing 100190, Peoples R China
[2] Chinese Acad Sci, Acad Math & Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China
[3] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
[4] Xiamen Univ, Collaborat Innovat Ctr Chem Energy Mat, Xiamen 361005, Peoples R China
[5] Xiamen Univ, Coll Chem & Chem Engn, Dept Chem, Xiamen 361005, Peoples R China
基金
中国国家自然科学基金;
关键词
Analytical models; Synchronization; Convergence; STEM; Chemistry; Exponential distribution; Heterogeneous Hegselmann-Krause (HK) model; multiagent systems; noise; opinion dynamics; synchronization; OPINION DYNAMICS; BOUNDED CONFIDENCE; CONVERGENCE;
D O I
10.1109/TAC.2019.2956902
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Hegselmann-Krause (HK) model is a well-known opinion dynamics, attracting a significant amount of interest from a number of fields. However, the heterogeneous HK model is difficult to analyze-even the most basic property of convergence is still open to prove. For the first time, this article takes into consideration heterogeneous HK models with environment or communication noise. Under environment noise, it has been revealed that the heterogeneous HK model with or without global information has a phase transition for the upper limit of the maximum opinion difference and has a critical noise amplitude depending on the minimal confidence threshold for quasi-synchronization. In addition, the convergence time to quasi-synchronization is bounded by a negative exponential distribution. The heterogeneous HK model with global information and communication noise is also analyzed. Finally, for the basic HK model with communication noise, we show that the heterogeneous case exhibits a different behavior regarding quasi-synchronization from the homogenous case. Interestingly, raising the confidence thresholds of constituent agents may break quasi-synchronization. Our results reveal that the heterogeneity of individuals is harmful to synchronization, which may be the reason why the synchronization of opinions is hard to reach in reality, even within that of a small group.
引用
收藏
页码:3409 / 3424
页数:16
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