602 citations · 3.2k across the 61 of their papers we have counts for
69 papers
Single-Integrator Consensus Dynamics over Minimally Reactive Networks
Amirhossein Nazerian, David Phillips, Hernan A. Makse +1
The problem of achieving consensus in a network of connected systems arises in many science and engineering applications. In contrast to previous works, we focus on the system reac…
Synchronizing Chaos using Reservoir Computing
Amirhossein Nazerian, Chad Nathe, Joseph D. Hart +1
We attempt to achieve isochronal synchronization between a drive system unidirectionally coupled to a response system, under the assumption that limited knowledge on the states of…
Synchronization in networked systems with large parameter heterogeneity
Amirhossein Nazerian, Shirin Panahi, Francesco Sorrentino
Systems that synchronize in nature are intrinsically different from one another, with possibly large differences from system to system. While a vast part of the literature has inve…
Reservoir Computing with Noise
Chad Nathe, Chandra Pappu, Nicholas A. Mecholsky +3
This paper investigates in detail the effects of noise on the performance of reservoir computing. We focus on an application in which reservoir computers are used to learn the rela…
Time-shift selection for reservoir computing using a rank-revealing QR algorithm
Joseph D. Hart, Francesco Sorrentino, Thomas L. Carroll
Reservoir computing, a recurrent neural network paradigm in which only the output layer is trained, has demonstrated remarkable performance on tasks such as prediction and control…
Pinning control of networks: dimensionality reduction through simultaneous block-diagonalization of matrices
Shirin Panahi, Matteo Lodi, Marco Storace +1
In this paper, we study the network pinning control problem in the presence of two different types of coupling: (i) node-to-node coupling among the network nodes and (ii) input-to-…