Optimal Control of Epidemic Information Dissemination Over Networks

被引:72
作者
Chen, Pin-Yu [1 ]
Cheng, Shin-Ming [2 ]
Chen, Kwang-Cheng [3 ]
机构
[1] Univ Michigan, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USA
[2] Natl Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei 10607, Taiwan
[3] Natl Taiwan Univ, Grad Inst Commun Engn, Taipei 10617, Taiwan
关键词
Epidemic model; information dissemination control; information dynamics; malware propagation; message delivery; mobile and social networks; CONSENSUS; SPREAD; TRANSMISSION; PROPAGATION; PERFORMANCE; EQUATION;
D O I
10.1109/TCYB.2014.2306781
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Information dissemination control is of crucial importance to facilitate reliable and efficient data delivery, especially in networks consisting of time-varying links or heterogeneous links. Since the abstraction of information dissemination much resembles the spread of epidemics, epidemic models are utilized to characterize the collective dynamics of information dissemination over networks. From a systematic point of view, we aim to explore the optimal control policy for information dissemination given that the control capability is a function of its distribution time, which is a more realistic model in many applications. The main contributions of this paper are to provide an analytically tractable model for information dissemination over networks, to solve the optimal control signal distribution time for minimizing the accumulated network cost via dynamic programming, and to establish a parametric plug-in model for information dissemination control. In particular, we evaluate its performance in mobile and generalized social networks as typical examples.
引用
收藏
页码:2316 / 2328
页数:13
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