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Found 7 papers, 0 papers with code
GraphPMU: Event Clustering via Graph Representation Learning Using Locationally-Scarce Distribution-Level Fundamental and Harmonic PMU Measurements
To tackle these challenges, we propose an unsupervised graph-representation learning method, called GraphPMU, to significantly improve the performance in event clustering under locationally-scarce data availability by proposing the following two new directions: 1) using the topological information about the relative location of the few available phasor measurement units on the graph of the power distribution network; 2) utilizing not only the commonly used fundamental phasor measurements, bus also the less explored harmonic phasor measurements in the process of analyzing the signatures of various events.
Equitable Community Resilience: The Case of Winter Storm Uri in Texas
Community resilience in the face of natural hazards relies on a community's potential to bounce back.
A Data-Driven Convergence Bidding Strategy Based on Reverse Engineering of Market Participants' Performance: A Case of California ISO
Our analysis includes developing a new strategy for convergence bidding.
A Data-Driven Study to Discover, Characterize, and Classify Convergence Bidding Strategies in California ISO Energy Market
To address this open problem, in this paper, we study three years of real-world market data from the California ISO energy market.
Unsupervised Event Detection, Clustering, and Use Case Exposition in Micro-PMU Measurements
The proposed unsupervised event detection and clustering methods are applied to real-world micro-PMU data.
Event Detection in Micro-PMU Data: A Generative Adversarial Network Scoring Method
It uses the same features that are often used in the literature to detect events in micro-PMU data.
Transforming Energy Networks via Peer to Peer Energy Trading: Potential of Game Theoretic Approaches
Peer-to-peer (P2P) energy trading has emerged as a next-generation energy management mechanism for the smart grid that enables each prosumer of the network to participate in energy trading with one another and the grid.
