Multilayer time delay reservoir with double feedback loops for time series forecasting task
M You, F Li, J Xi, G Wang, B Du - Applied Soft Computing, 2023 - Elsevier
Abstract Time Delay Reservoir (TDR) is a special single-node reservoir to process time
dependent signals simply and efficiently. It has good performance on time series forecasting …
dependent signals simply and efficiently. It has good performance on time series forecasting …
Depth asynchronous time delay reservoir for nonlinear time series forecasting task
M You, G Wang, Z Yang, X Yang - Information Sciences, 2024 - Elsevier
The forecasting of nonlinear time series has a wide range of applications both in theoretical
research and industrial production, as the fitting of nonlinear systems, the early warning of …
research and industrial production, as the fitting of nonlinear systems, the early warning of …
Tackling the trade-off between information processing capacity and rate in delay-based reservoir computers
S Ortín, L Pesquera - Frontiers in Physics, 2019 - frontiersin.org
We study the role of the system response time in the computational capacity of delay-based
reservoir computers. Photonic hardware implementation of these systems offers high …
reservoir computers. Photonic hardware implementation of these systems offers high …
Time delay systems for reservoir computing
S Ortín, L Pesquera, G Van der Sande… - Photonic Reservoir …, 2019 - degruyter.com
Delay-based reservoir computers are reservoir computing implementations based on
dynamical systems with delay. The dynamical system is often a single nonlinear node. As it …
dynamical systems with delay. The dynamical system is often a single nonlinear node. As it …
[PDF][PDF] Time delay systems for reservoir computing
S Ortín González, L Pesquera, G Van der Sande… - 2019 - digital.csic.es
Delay-based reservoir computers are reservoir computing implementations based on
dynamical systems with delay. The dynamical system is often a single nonlinear node. As it …
dynamical systems with delay. The dynamical system is often a single nonlinear node. As it …
Tackling the Trade-Off Between Information Processing Capacity and Rate in Delay-Based Reservoir Computers
S Ortín González, L Pesquera González - 2019 - repositorio.unican.es
We study the role of the system response time in the computational capacity of delay-based
reservoir computers. Photonic hardware implementation of these systems offers high …
reservoir computers. Photonic hardware implementation of these systems offers high …