Address

Campus Río Ebro, University of Zaragoza
C/María de Luna 1, Ada Byron Building,
50018, Zaragoza, Spain

Contact Information

Email: alcolea@unizar.es

Adrián Alcolea Moreno

PhD student

University of Zaragoza

Biography

I am a PhD student at the Computer Architecture Group (gaZ) at the University of Zaragoza under the supervision of Javier Resano, where I am working on the development of hardware support for DNNs.

Before that, I graduated in Social Work from the University of Zaragoza, Spain (2010), I obtained my master degree in International Peace, Conflict and Development Studies from the University Jaume I of Castellón, Spain (2012), and then I graduated in Informatics Engineering from the University of Zaragoza, Spain (2017).

Current research

Our research is mainly focused on the development of efficient accelerators for Machine Learning techniques on Embedded Systems. Our main target application has been on-board classification of Hyperspectral Images (HI).

Publications

6 entries « 1 of 2 »

2021

Journal Articles

Alcolea, Adrián; Resano, Javier

FPGA Accelerator for Gradient Boosting Decision Trees Journal Article

In: Electronics, vol. 10, no. 3, pp. 314, 2021.

BibTeX

2020

Journal Articles

Moreno, Adrián Alcolea; Olivito, Javier; Resano, Javier; Mecha, Hortensia

Analysis of a Pipelined Architecture for Sparse DNNs on Embedded Systems Journal Article

In: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 28, no. 9, pp. 1993–2003, 2020.

BibTeX

Alcolea, Adrián; Paoletti, Mercedes E; Haut, Juan M; Resano, Javier; Plaza, Antonio

Inference in supervised spectral classifiers for on-board hyperspectral imaging: An overview Journal Article

In: Remote Sensing, vol. 12, no. 3, pp. 534, 2020.

BibTeX

Haut, Juan M; Alcolea, Adrian; Paoletti, Mercedes E; Plaza, Javier; Resano, Javier; Plaza, Antonio

GPU-Friendly Neural Networks for Remote Sensing Scene Classification Journal Article

In: IEEE Geoscience and Remote Sensing Letters, 2020.

BibTeX

2018

Journal Articles

Moreno, Adrián Alcolea; Olivito, Javier; Resano, Javier

An Efficient Hardware Accelerator to Handle Compressed Filters and Avoid Useless Operations in CNNs Journal Article

In: Jornada de Jóvenes Investigadores del I3A, vol. 6, 2018.

BibTeX

6 entries « 1 of 2 »
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