Data-driven control of complex networks

G Baggio, DS Bassett, F Pasqualetti - Nature communications, 2021 - nature.com
Our ability to manipulate the behavior of complex networks depends on the design of
efficient control algorithms and, critically, on the availability of an accurate and tractable …

Control energy scaling for target control of complex networks

T Meng, G Duan, A Li, L Wang - Chaos, Solitons & Fractals, 2023 - Elsevier
To control complex networks in practice, recent work has focused on the control energy
required to drive the associated system from an initial state to any final state within finite time …

Finite-time optimal feedback control mechanism for knowledge transmission in complex networks via model predictive control

S Wang, J Mei, D Xia, Z Yang, J Hu - Chaos, Solitons & Fractals, 2022 - Elsevier
In this paper, the finite-time (FT) optimal feedback control problems of knowledge
transmission processes in complex networks via model predictive control (MPC) have been …

Target control of complex networks: How to save control energy

T Meng, G Duan, A Li - Physical Review E, 2023 - APS
Controlling complex networks has received much attention in the past two decades. In order
to control complex networks in practice, recent progress is mainly focused on the control …

Input node placement restricting the longest control chain in controllability of complex networks

S Alizadeh, M Pósfai, A Ghasemi - Scientific Reports, 2023 - nature.com
The minimum number of inputs needed to control a network is frequently used to quantify its
controllability. Control of linear dynamics through a minimum set of inputs, however, often …

Controlling target brain regions by optimal selection of input nodes

KKH Manjunatha, G Baron, D Benozzo… - PLOS Computational …, 2024 - journals.plos.org
The network control theory framework holds great potential to inform neurostimulation
experiments aimed at inducing desired activity states in the brain. However, the current …

New phenomena in large-scale internet traffic

J Kepner, K Cho, KC Claffy, V Gadepally… - Massive Graph …, 2022 - api.taylorfrancis.com
The Internet is transforming our society, necessitating a quantitative understanding of
Internet traffic. Our team collects and curates the largest publicly available Internet traffic …

Functional target controllability of networks: Structural properties and efficient algorithms

C Commault, J van der Woude… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In this paper we consider the problem of controlling a limited number of target nodes of a
network. Equivalently, we can see this problem as controlling the target variables of a …

Topology effects on sparse control of complex networks with Laplacian dynamics

PH Constantino, W Tang, P Daoutidis - Scientific reports, 2019 - nature.com
Ease of control of complex networks has been assessed extensively in terms of structural
controllability and observability, and minimum control energy criteria. Here we adopt a …

Controllability gramian as control design objective in aircraft structural design optimization

R Gupta, W Zhao, RK Kapania - AIAA Journal, 2020 - arc.aiaa.org
Because of their higher aerodynamic efficiency and lighter structural weight, thin composite
wings with large aspect ratios are increasingly being used for civil transport aircraft wing …