The structure and dynamics of networks with higher order interactions

S Boccaletti, P De Lellis, CI Del Genio, K Alfaro-Bittner… - Physics Reports, 2023 - Elsevier
All beauty, richness and harmony in the emergent dynamics of a complex system largely
depend on the specific way in which its elementary components interact. The last twenty-five …

Machine learning aided design and optimization of thermal metamaterials

C Zhu, EA Bamidele, X Shen, G Zhu, B Li - Chemical Reviews, 2024 - ACS Publications
Artificial Intelligence (AI) has advanced material research that were previously intractable,
for example, the machine learning (ML) has been able to predict some unprecedented …

Controlling complex networks with complex nodes

RM D'Souza, M di Bernardo, YY Liu - Nature Reviews Physics, 2023 - nature.com
Real-world networks often consist of millions of heterogenous elements that interact at
multiple timescales and length scales. The fields of statistical physics and control theory both …

Control principles of complex systems

YY Liu, AL Barabási - Reviews of Modern Physics, 2016 - APS
A reflection of our ultimate understanding of a complex system is our ability to control its
behavior. Typically, control has multiple prerequisites: it requires an accurate map of the …

The fundamental advantages of temporal networks

A Li, SP Cornelius, YY Liu, L Wang, AL Barabási - Science, 2017 - science.org
Most networked systems of scientific interest are characterized by temporal links, meaning
the network's structure changes over time. Link temporality has been shown to hinder many …

Controllability metrics, limitations and algorithms for complex networks

F Pasqualetti, S Zampieri, F Bullo - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
This paper studies the problem of controlling complex networks, ie, the joint problem of
selecting a set of control nodes and of designing a control input to steer a network to a target …

AI Pontryagin or how artificial neural networks learn to control dynamical systems

L Böttcher, N Antulov-Fantulin, T Asikis - Nature communications, 2022 - nature.com
The efficient control of complex dynamical systems has many applications in the natural and
applied sciences. In most real-world control problems, both control energy and cost …

On submodularity and controllability in complex dynamical networks

TH Summers, FL Cortesi… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Controllability and observability have long been recognized as fundamental structural
properties of dynamical systems, but have recently seen renewed interest in the context of …

Exact controllability of complex networks

Z Yuan, C Zhao, Z Di, WX Wang, YC Lai - Nature communications, 2013 - nature.com
Controlling complex networks is of paramount importance in science and engineering.
Despite the recent development of structural controllability theory, we continue to lack a …

Data based identification and prediction of nonlinear and complex dynamical systems

WX Wang, YC Lai, C Grebogi - Physics Reports, 2016 - Elsevier
The problem of reconstructing nonlinear and complex dynamical systems from measured
data or time series is central to many scientific disciplines including physical, biological …