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Found 5 papers, 1 papers with code
Deep Time-Delay Reservoir Computing: Dynamics and Memory Capacity
We present how the dynamical properties of a deep Ikeda-based reservoir are related to its memory capacity (MC) and how that can be used for optimization.
Insight into Delay Based Reservoir Computing via Eigenvalue Analysis
In this paper we give a profound insight into the computation capability of delay-based reservoir computing via an eigenvalue analysis.
Limitations of the recall capabilities in delay based reservoir computing systems
We analyze the memory capacity of a delay based reservoir computer with a Hopf normal form as nonlinearity and numerically compute the linear as well as the higher order recall capabilities.
Master memory function for delay-based reservoir computers with single-variable dynamics
We show that many delay-based reservoir computers considered in the literature can be characterized by a universal master memory function (MMF).
Attention-Enhanced Reservoir Computing
Photonic reservoir computing has been recently utilized in time series forecasting as the need for hardware implementations to accelerate these predictions has increased.
