Publications
PUBLICATIONS
2021 |
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1. | Sun, Zhonglin; Spyridis, Yannis; Sessis, Achilleas; Efstathopoulos, Georgios; Grigoriou, Elisavet; Lagkas, Thomas; Sarigiannidis, Panagiotis Intentional Islanding of Power Systems Through Self-Embedding Learning (Inproceedings) In: 2021 IEEE Globecom Workshops (GC Wkshps), pp. 1–6, IEEE 2021. (Abstract | Links | BibTeX | Tags: Deep Learning, Intentional islanding, Smart Grid) @inproceedings{sun2021intentional, Intentional islanding is a procedure to divide the electrical grid into several parts to guarantee the stability of a system in the case of failure. This study provides an unsupervised deep neural network to deal with the issue of intentional islanding. We propose to use a self-learning neural network to improve the generalisation performance of the islanding task. In addition, we use a merging technology to assign isolated buses to their neighbour's label. Experiments are carried out on several grid cases to illustrate the effect of our solution. |
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