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Predicting Power Outages Using Graph Neural Networks

Abstract: 

Power outages have a major impact on economic development due to the dependence of (virtually all) productive sectors on electric power. Thus, many resources within the scientific and engineering communities have been employed to improve the efficiency and reliability of power grids. In particular, we consider the problem of predicting power outages based on the current weather conditions. Weather measurements taken by a sensor network naturally fit within the graph signal processing framework since the measurements are related by the relative position of the sensors. We deploy novel graph neural networks to adequately process weather measurements in order to determine the likelihood of a power outage. Tests on weather measurements taken in the region of New York City show a 1.04% error in the prediction.

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Paper Details

Authors:
Damian Owerko, Fernando Gama, Alejandro Ribeiro
Submitted On:
26 November 2018 - 10:11pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Damian Owerko
Paper Code:
1396
Document Year:
2018
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Document Files

globalsip_2018_poster.pdf

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[1] Damian Owerko, Fernando Gama, Alejandro Ribeiro, "Predicting Power Outages Using Graph Neural Networks", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3800. Accessed: Dec. 13, 2018.
@article{3800-18,
url = {http://sigport.org/3800},
author = {Damian Owerko; Fernando Gama; Alejandro Ribeiro },
publisher = {IEEE SigPort},
title = {Predicting Power Outages Using Graph Neural Networks},
year = {2018} }
TY - EJOUR
T1 - Predicting Power Outages Using Graph Neural Networks
AU - Damian Owerko; Fernando Gama; Alejandro Ribeiro
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3800
ER -
Damian Owerko, Fernando Gama, Alejandro Ribeiro. (2018). Predicting Power Outages Using Graph Neural Networks. IEEE SigPort. http://sigport.org/3800
Damian Owerko, Fernando Gama, Alejandro Ribeiro, 2018. Predicting Power Outages Using Graph Neural Networks. Available at: http://sigport.org/3800.
Damian Owerko, Fernando Gama, Alejandro Ribeiro. (2018). "Predicting Power Outages Using Graph Neural Networks." Web.
1. Damian Owerko, Fernando Gama, Alejandro Ribeiro. Predicting Power Outages Using Graph Neural Networks [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3800