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Big Data Analysis of Massive PMU Datasets: A Data Platform Perspective
February 2021 • Vijay S. Kumar, Tianyi Wang, Kareem S. Aggour, Pengyuan Wang, Philip J. Hart, Weizhong Yan
The discovery of `event signatures' and useful insights from very large historical Phasor Measurement Unit (PMU) datasets is predicated on offline Big Data analysis approaches that rely on the generation of predictive features on a massive scale. This paper presents lessons learned from a data platform perspective towards reducing barriers to adoption of Big Data analytics against a real dataset of almost half a trillion data points drawn from over 400 PMUs distributed across the North American power grid. We demo…
Big Data
Computer Science
Data Science
Perspective (Graphical)
Data Analysis
Data Mining
Database
Artificial Intelligence
Quantum Mechanics
Physics