Search Results for author: Damian Owerko

Found 4 papers, 2 papers with code

Transferability of Convolutional Neural Networks in Stationary Learning Tasks

1 code implementation21 Jul 2023 Damian Owerko, Charilaos I. Kanatsoulis, Jennifer Bondarchuk, Donald J. Bucci Jr, Alejandro Ribeiro

To accomplish this we investigate the properties of CNNs for tasks where the underlying signals are stationary.

Solving Large-scale Spatial Problems with Convolutional Neural Networks

no code implementations14 Jun 2023 Damian Owerko, Charilaos I. Kanatsoulis, Alejandro Ribeiro

Over the past decade, deep learning research has been accelerated by increasingly powerful hardware, which facilitated rapid growth in the model complexity and the amount of data ingested.

Transfer Learning

Multi-Target Tracking with Transferable Convolutional Neural Networks

1 code implementation27 Oct 2022 Damian Owerko, Charilaos I. Kanatsoulis, Jennifer Bondarchuk, Donald J. Bucci Jr, Alejandro Ribeiro

Multi-target tracking (MTT) is a classical signal processing task, where the goal is to estimate the states of an unknown number of moving targets from noisy sensor measurements.

Transfer Learning

Unsupervised Optimal Power Flow Using Graph Neural Networks

no code implementations17 Oct 2022 Damian Owerko, Fernando Gama, Alejandro Ribeiro

Optimal power flow (OPF) is a critical optimization problem that allocates power to the generators in order to satisfy the demand at a minimum cost.

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