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Erschienen in: Journal of Visualization 5/2021

10.05.2021 | Regular Paper

FaultTracer: interactive visual exploration of fault propagation patterns in power grid simulation data

verfasst von: Tianye Zhang, Zexian Chen, Zhe Zhao, Xiaonan Luo, Wenting Zheng, Wei Chen

Erschienen in: Journal of Visualization | Ausgabe 5/2021

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Abstract

The modern power grids are vulnerable to faults. Without proper management and control methods, a single fault could result in the entire malfunction of the power grid, resulting in huge economic loss. Power grid simulation offers a cost-effective way to simulate possible faults. By analyzing the propagation patterns of different faults, analysts can make corresponding plans for different situations in advance. However, fault propagation analysis relies heavily on human expertise and is always performed manually based on the simulation results. To address this problem, we introduce FaultTracer, a visual analysis system that supports interactive exploration of fault propagation patterns in power grid simulation data. We propose an advanced statistical quality control theory-based anomaly detection method to identify the abnormal bus status caused by the fault. Novel visual representations for multi-dimensional time series are also introduced to display the simulation details and the anomaly detection process. Propagation of the fault is revealed by partitioning the simulation into different stages according to the abnormal status of buses. The effectiveness of FaultTracer is demonstrated by the case studies.

Graphic abstract

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Metadaten
Titel
FaultTracer: interactive visual exploration of fault propagation patterns in power grid simulation data
verfasst von
Tianye Zhang
Zexian Chen
Zhe Zhao
Xiaonan Luo
Wenting Zheng
Wei Chen
Publikationsdatum
10.05.2021
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Visualization / Ausgabe 5/2021
Print ISSN: 1343-8875
Elektronische ISSN: 1875-8975
DOI
https://doi.org/10.1007/s12650-020-00741-z

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