Weak stabilization of Boolean networks under state-flipped control

Z Liu, J Zhong, Y Liu, W Gui - IEEE Transactions on Neural …, 2021 - ieeexplore.ieee.org
In this brief, stabilization of Boolean networks (BNs) by flipping a subset of nodes is
considered, here we call such action state-flipped control. The state-flipped control implies …

A state-flipped approach to complete synchronization of Boolean networks

L Du, Z Zhang, C Xia - Applied Mathematics and Computation, 2023 - Elsevier
State flipping is an effective control method that has just recently been proposed. In this
paper, the state-flipped mechanism is introduced to implement the complete synchronization …

Cluster synchronization of Boolean networks under state-flipped control with reinforcement learning

Z Zhou, Y Liu, J Lu, L Glielmo - IEEE Transactions on Circuits …, 2022 - ieeexplore.ieee.org
In this brief, cluster synchronization of Boolean Networks (BNs) under state-flipped control is
considered. We show how the cluster synchronization problem can be transformed into a set …

Stabilization and set stabilization of switched Boolean control networks via flipping mechanism

Q Zhang, J Feng, Y Zhao, J Zhao - Nonlinear Analysis: Hybrid Systems, 2021 - Elsevier
Stabilization and set stabilization of switched Boolean control networks are investigated by
using flipping mechanism in this paper. Firstly, with the help of Warshall algorithm, an …

Reduction and analysis of Boolean control networks by bisimulation

R Li, Q Zhang, T Chu - SIAM Journal on Control and Optimization, 2021 - SIAM
The concept of bisimulation has been recently introduced in the study of Boolean control
networks (BCNs). The notion provides a perspective that explains how a state trajectory of …

Minimum-cost state-flipped control for reachability of Boolean control networks using reinforcement learning

J Ni, Y Tang, F Li - IEEE Transactions on Cybernetics, 2024 - ieeexplore.ieee.org
This article proposes model-free reinforcement learning methods for minimum-cost state-
flipped control in Boolean control networks (BCNs). We tackle two questions: 1) finding the …

Relation coarsest partition method to observability of probabilistic Boolean networks

Y Li, H Li - Information Sciences, 2024 - Elsevier
Using the relational coarsest partition (RCP) method, this article aims to study the
observability problem of probabilistic Boolean networks (PBNs). The key step to solving this …

Controllability and stabilization of Boolean control networks by the auxiliary function of flipping

B Chen, X Yang, Y Liu, J Qiu - International Journal of Robust …, 2020 - Wiley Online Library
In this article, a hybrid method combining flip matrix approach and an open (or closed) loop
control is proposed to study global controllability and stabilization of Boolean control …

Stabilization of Probabilistic Boolean Networks via State-Flipped Control and Reinforcement Learning

Y Liu, Z Liu, A Yerudkar… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this article, the state-flipped control technique is explored to investigate the stabilization of
probabilistic Boolean networks (PBNs). Changing the values of many nodes from 0 to 1 (or …

On quotients of Boolean control networks

R Li, Q Zhang, T Chu - Automatica, 2021 - Elsevier
In this paper, we focus on the study of quotients of Boolean control networks (BCNs) with the
motivation that they might serve as smaller models that still carry enough information about …