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Electrical and Computer Engineering

Graduate College Dissertations and Theses

2023

Deep learning

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Intelligent Wide-Area Monitoring Systems Using Deep Learning, Mustafa Matar Jan 2023

Intelligent Wide-Area Monitoring Systems Using Deep Learning, Mustafa Matar

Graduate College Dissertations and Theses

Scientific advancements based on the wide-area measurements as a way to monitor systems, are fundamental in reliable operation of different types of complex networks. These advanced measurement units capable of real-time wide-area monitoring, which enables capture system dynamic behavior. Therefore, advanced technology is urgently necessary to analyze substantial streaming data from these networks and handle system uncertainties. As an example, uncertainties in power systems due to renewable energy and demand response. Power system operation, and planning have become more complex and vulnerable to extreme weather and natural disasters. Thus, increasing power system resilience has gained more attention.Machine Learning (ML), and …