3 citations · 3 across the 5 of their papers we have counts for
5 papers
Photonic reservoir computing with dimensionally compressed readout
Gerald Kobi, Mohab Abdalla, Miguel C. Soriano +1
This work addresses a hardware constraint in reservoir computing: the limited size of the readout layer imposed by systems with a physical readout. We investigate a strategy to acc…
Organization of computation in reservoir computing
Mohab Abdalla, Damien Rontani
Reservoir computing exploits nonlinear dynamical systems to encode temporal inputs into high-dimensional state space representations. Although reservoir performance is often charac…
The Impact of Feature Representation on the Accuracy of Photonic Neural Networks
Mauricio Gomes de Queiroz, Paul Jimenez, Raphael Cardoso +5
Photonic Neural Networks (PNNs) are gaining significant interest in the research community due to their potential for high parallelization, low latency, and energy efficiency. PNNs…
Complexity Assessment of Analog and Digital Security Primitives Signals Using the Disentropy of Autocorrelation
Paul Jimenez, Raphael Cardoso, Maurìcio Gomes de Queiroz +4
The study of regularity in signals can be of great importance, typically in medicine to analyse electrocardiogram (ECG) or electromyography (EMG) signals, but also in climate studi…
Hitless memory-reconfigurable photonic reservoir computing architecture
Mohab Abdalla, Clément Zrounba, Raphael Cardoso +7
Reservoir computing is an analog bio-inspired computation model for efficiently processing time-dependent signals, the photonic implementations of which promise a combination of ma…