Strong structural controllability of Boolean networks: Polynomial-time criteria, minimal node control, and distributed pinning strategies

S Zhu, J Lu, S Azuma, WX Zheng - IEEE Transactions on …, 2022‏ - ieeexplore.ieee.org
In this article, we initiate the strong structural controllability of Boolean networks (BNs), in
order to cope with the difficulty of identifying intricate nodal dynamics. The derived …

Minimum-time and minimum-triggering observability of stochastic Boolean networks

S Zhu, J Lu, L Lin, Y Liu - IEEE Transactions on Automatic …, 2021‏ - ieeexplore.ieee.org
This article investigates the observability of Markovian jump Boolean networks (MJBNs) via
algebraic state space representation approach. A necessary and sufficient criterion in the …

Robustness for stability and stabilization of Boolean networks with stochastic function perturbations

H Li, X Yang, S Wang - IEEE Transactions on Automatic …, 2020‏ - ieeexplore.ieee.org
In genetic regulatory networks (GRNs), gene mutations often occur in a stochastic manner.
As an important model of GRNs, gene mutations of Boolean networks are always described …

Recent developments of Boolean networks with switching and constraints

X Ding, J Lu, H Li, Y Liu - International Journal of Systems Science, 2023‏ - Taylor & Francis
A switched Boolean network (SBN) is an important model for describing hybrid phenomena
in gene regulatory networks, and it has received increasing attention since the development …

Asymptotical stability of probabilistic Boolean networks with state delays

S Zhu, J Lu, Y Liu - IEEE Transactions on Automatic Control, 2019‏ - ieeexplore.ieee.org
This paper devotes to establishing a bridge between asymptotical stability of a probabilistic
Boolean network (PBN) and a solution to its induced equations, which are induced from the …

Pinning control for stabilization of Boolean networks under knock-out perturbation

J Zhong, Y Liu, J Lu, W Gui - IEEE Transactions on Automatic …, 2021‏ - ieeexplore.ieee.org
In genetic regulatory networks, steady states represent cell types of cell death or
unregulated growth, which are of significant interest in modeling networks. In this article, a …

A framework of pinning control for nonperiodical stable behaviors of large-scale asynchronous Boolean networks

J Zhong, Q Pan, W Xu, B Chen - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
In this article, two pinning control (PC) schemes are proposed to achieve nonperiodical
stable behaviors for asynchronous Boolean networks (BNs), from the aspects of state …

Set reachability and observability of probabilistic Boolean networks

R Zhou, Y Guo, W Gui - Automatica, 2019‏ - Elsevier
In this paper, the set reachability and observability of probabilistic Boolean networks (PBNs)
are investigated. Using a parallel extension technique, we proved that the observability …

Reinforcement learning approach to feedback stabilization problem of probabilistic Boolean control networks

A Acernese, A Yerudkar, L Glielmo… - IEEE Control Systems …, 2020‏ - ieeexplore.ieee.org
In this letter, we study the control of probabilistic Boolean control networks (PBCNs) by
leveraging a model-free reinforcement learning (RL) technique. In particular, we propose a …

Fault detection and pinning control of Boolean networks

Y Wang, Y Yang, Y Liu, J Lou - Applied Mathematics and Computation, 2022‏ - Elsevier
This paper addresses the fault detection of Boolean networks (BNs) using semi-tensor
product (STP) of matrices. We first introduce the concept of meaningful faults, and give an …