Feedback Stabilization of Boolean Control Networks With Missing Data

被引:14
|
作者
Zhong, Dingyuan [1 ,2 ]
Li, Yuanyuan [1 ]
Lu, Jianquan [2 ]
机构
[1] Nanjing Forestry Univ, Dept Appl Math, Nanjing 210037, Peoples R China
[2] Southeast Univ, Sch Math, Nanjing 210096, Peoples R China
基金
中国国家自然科学基金;
关键词
State feedback; Delay effects; Uncertainty; Transforms; Regulation; Probabilistic logic; Manganese; Boolean control networks (BCNs); feedback stabilization; missing data; semitensor product (STP) of matrices; SYSTEMS; MODELS;
D O I
10.1109/TNNLS.2022.3146262
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Data loss is often random and unavoidable in realistic networks due to transmission failure or node faults. When it comes to Boolean control networks (BCNs), the model actually becomes a delayed system with unbounded time delays. It is difficult to find a suitable way to model it and transform it into a familiar form, so there have been no available results so far. In this article, the stabilization of BCNs is studied with Bernoulli-distributed missing data. First, an augmented probabilistic BCN (PBCN) is constructed to estimate the appearance of data loss items in the model form. Based on this model, some necessary and sufficient conditions are proposed based on the construction of reachable matrices and one-step state transition probability matrices. Moreover, algorithms are proposed to complete the state feedback stabilizability analysis. In addition, a constructive method is developed to design all feasible state feedback controllers. Finally, illustrative examples are given to show the effectiveness of the proposed results.
引用
收藏
页码:7784 / 7795
页数:12
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