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This paper proposes a novel image embedding aided deep learning framework called DeVLearn for faulted line location using PMU measurements at generator buses. ... Frequently recurring transient faults in a transmission network may be indicative of impending permanent failures. Hence, determining their location is a critical task. ... CONCLUSION This paper provides a proof of concept that image embedding aided deep learning may be used to determine temporary fault locations in power systems with high accuracy. ...arXiv:1911.03759v1 fatcat:6qrzii4edjdnjiu3w6amzgjtvy