A Linear Representation of Dynamics of Boolean Networks

被引:591
作者
Cheng, Daizhan [1 ]
Qi, Hongsheng [1 ]
机构
[1] Chinese Acad Sci, Acad Math & Syst Sci, Key Lab Syst & Control, Inst Syst Sci, Beijing 100190, Peoples R China
关键词
Boolean network; cycle; fixed point; semi-tensor product; transient period; SCALAR EQUATIONS; DIFFERENTIATION; IDENTIFICATION; ATTRACTORS; CYCLE; MODEL;
D O I
10.1109/TAC.2010.2043294
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A new matrix product, called semi-tensor product of matrices, is reviewed. Using it, a matrix expression of logic is proposed, where a logical variable is expressed as a vector, a logical function is expressed as a multiple linear mapping. Under this framework, a Boolean network equation is converted into an equivalent algebraic form as a conventional discrete-time linear system. Analyzing the transition matrix of the linear system, formulas are obtained to show a) the number of fixed points; b) the numbers of cycles of different lengths; c) transient period, for all points to enter the set of attractors; and d) basin of each attractor. The corresponding algorithms are developed and used to some examples.
引用
收藏
页码:2251 / 2258
页数:8
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