2 citations · 2 across the 3 of their papers we have counts for
5 papers
Multi-Head Residual-Gated DeepONet for Coherent Nonlinear Wave Dynamics
Zhiwei Fan, Yiming Pan, Daniel Coca
Coherent nonlinear wave dynamics are often strongly shaped by a compact set of physically meaningful descriptors of the initial state. Traditional neural operators typically treat…
Recovery of Missing Data in Correlated Smart Grid Datasets
Cristian Genes, Iñaki Esnaola, Samir Perlaza +1
We study the recovery of missing data from multiple smart grid datasets within a matrix completion framework. The datasets contain the electrical magnitudes required for monitoring…
Learning with precise spike times: A new decoding algorithm for liquid state machines
Dorian Florescu, Daniel Coca
There is extensive evidence that biological neural networks encode information in the precise timing of the spikes generated and transmitted by neurons, which offers several advant…
Robust Recovery of Missing Data in Electricity Distribution Systems
Cristian Genes, Iñaki Esnaola, Samir. M. Perlaza +2
The advanced operation of future electricity distribution systems is likely to require significant observability of the different parameters of interest (e.g., demand, voltages, cu…
Kinetic description of avalanching systems
M. Gedalin, M. Balikhin, D. Coca +2
Avalanching systems are treated analytically using the renormalization group (in the self-organized-criticality regime) or mean-field approximation, respectively. The latter descri…