Synchronization of an Array of Coupled Probabilistic Boolean Networks

被引:0
|
作者
Huang, Chi [1 ]
Ho, Daniel W. C. [2 ]
Lu, Jianquan [3 ]
Xiong, Wenjun [1 ]
Cao, Jinde [3 ,4 ]
机构
[1] Southwestern Univ Finance & Econ, Dept Comp Sci, Chengdu 610074, Peoples R China
[2] City Univ Hong Kong, Dept Math, Hong Kong, Peoples R China
[3] Southeast Univ, Sch Math, Nanjing 210096, Peoples R China
[4] Yonsei Univ, Yonsei Frontier Lab, Seoul 03722, South Korea
基金
中国国家自然科学基金;
关键词
Synchronization; Steady-state; Probabilistic logic; Genetics; Gene expression; Cybernetics; Couplings; Coupled probabilistic Boolean network (CPBN); semitensor product (STP); synchronization in probability; synchronization with probability one; FEEDBACK STABILIZATION; STABILITY;
D O I
10.1109/TSMC.2021.3073201
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Two synchronization problems, synchronization with probability one and synchronization in probability, are investigated for an array of coupled probabilistic Boolean networks (CPBNs). Compared with the former one, the in-probability problem considers a more general situation, in which synchronization can be achieved with a positive probability, instead of strictly 100%. It reflects the intrinsic randomness of biological systems. For both problems, some necessary and sufficient conditions are proposed, based on which two feasible algorithms are presented for checking two kinds of synchronization, respectively. CPBNs can be seemed as a combination of coupled Boolean networks (CBNs) with assigned probabilities. There are also detailed discussions on the impact of the synchronism of CBNs on the two addressed synchronization problems. The existence of invariant synchronization subsets is studied, which deepens our understanding on the difference and difficulty of these problems. Finally, numerical simulations show the effectiveness of the theoretical results.
引用
收藏
页码:3834 / 3846
页数:13
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