5 citations · 5 across the 6 of their papers we have counts for
7 papers
Ordinal-pattern transition networks as a symbolic substrate for reservoir computing
Max Potratzki, Thomas G. de Jong, Michael Small +1
Reservoir computing has established itself as a computationally efficient alternative to fully trained recurrent neural networks using a fixed high-dimensional nonlinear substrate…
Designing learning in high dimensional oscillator networks with low dimensional read-out
Thomas Geert de Jong
In this paper we investigate a oscillator network based reservoir computer with a large number of oscillators and a low dimensional read-out. The read-out is a function on the aver…
Well-posedness results for general reaction-diffusion transport of oxygen in encapsulated cells
Yuma Nakamura, Kharisma Surya Putri, Alef Sterk +1
In this paper, we provide well-posedness results for nonlinear parabolic PDEs given by reaction-diffusion equations describing the concentration of oxygen in encapsulated cells. Th…
Hölder regularity for the trajectories of generalized charged particles in 1D
Thomas Geert de Jong, Patrick van Meurs
We prove Hölder regularity for the trajectories of an interacting particle system. The particle velocities are given by the nonlocal and singular interactions with the other partic…
Virtual reservoir acceleration for CPU and GPU: Case study for coupled spin-torque oscillator reservoir
Thomas Geert de Jong, Nozomi Akashi, Tomohiro Taniguchi +2
We provide high-speed implementations for simulating reservoirs described by -coupled spin-torque oscillators. Here also corresponds to the number of reservoir nodes. We ben…
How neural networks learn to classify chaotic time series
Alessandro Corbetta, Thomas Geert de Jong
Neural networks are increasingly employed to model, analyze and control non-linear dynamical systems ranging from physics to biology. Owing to their universal approximation capabil…
Reaction-diffusion transport into core-shell geometry: Well-posedness and stability of stationary solutions
T. G. de Jong, G. Prokert, A. E. Sterk
We investigate a nonlinear parabolic reaction-diffusion equation describing the oxygen concentration in encapsulated pancreatic cells with a general core-shell geometry. This geome…