Coexistence of cyclic sequential pattern recognition and associative memory in neural networks by attractor mechanisms

J Huo, J Yu, M Wang, Z Yi, J Leng… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Neural networks are developed to model the behavior of the brain. One crucial question in
this field pertains to when and how a neural network can memorize a given set of patterns …

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 …

Output Stabilizing Control of Complex Biological Networks Based on Boolean Algebra Analysis

JM Yang, CK Lee, KH Cho - IEEE Transactions on Neural …, 2024 - ieeexplore.ieee.org
Output stabilizing control of biological systems is of utmost importance in systems biology
since key phenotypes of biological networks are often encoded by a small subset of their …

Minimal pinning control for set stability of Boolean networks

Y Wang, J Zhong, Q Pan, N Li - Applied Mathematics and Computation, 2024 - Elsevier
In this paper, set stability of Boolean networks (BNs) is studied based on semi-tensor
product of matrices. First, an index-vector is introduced to verify whether a BN can be set …

Design of reduced-order and pinning controllers for probabilistic Boolean networks using reinforcement learning

M Takizawa, K Kobayashi, Y Yamashita - Applied Mathematics and …, 2023 - Elsevier
In this paper, we study a stabilization method for probabilistic Boolean networks (PBNs)
using Q-learning, which is one of the typical methods in reinforcement learning. A PBN is a …

Optimal State Feedback Preview Control of Boolean Networks

L Wu, J Sun - Neural Processing Letters, 2023 - Springer
We investigate the optimal preview control problem of Boolean Networks (BNs) in this paper.
An augmented system, which can control BNs with a minimal cost function, is established …

[HTML][HTML] Symmetrizable Boolean networks

JA Aledo, E Goles, M Montalva-Medel… - Information …, 2023 - Elsevier
In this work, we provide a procedure that allows us to transform certain kinds of deterministic
Boolean networks on minterm or maxterm functions into symmetric ones, so inferring that …

Controllability of delayed generalized asynchronous Boolean control networks under disturbances

H Zhang, X Su, L Xu, P Yan - Nonlinear Analysis: Hybrid Systems, 2024 - Elsevier
For delayed generalized asynchronous Boolean networks with random disturbances, it is
still uncertain about their robust controllability. This paper uses the semi-tensor product to …

A Reinforcement Learning Method to Identify Pinned Nodes

Y Fan, Y Liu - 2024 43rd Chinese Control Conference (CCC), 2024 - ieeexplore.ieee.org
In this paper, a new method of identifying pinned nodes by model-free reinforcement
learning is proposed. With the form of graph, the information of attractors and basins of the …