Abstract
State Estimation (SE) supports Situation Awareness for Cyber-Physical Systems (CPS). Time-synchronized Phasor Measurement Unit (PMU) measurements are used for SE in a Smart Grid. Data injection attacks on PMU measurements can lead to incorrect estimation of a system’s state and decrease the trustworthiness of SE. Anomaly detection and root cause analysis can help apply appropriate mitigations to the power system. Executing anomaly identification on measurements before estimating the states of a system makes the estimated states trustworthy. In this work, we propose a Knowledge-Based Anomaly Identification System (KBAIS) for detecting an anomaly and identifying its root cause. An ontology, a knowledge graph, and context are used for analysis. We also present a case study - applying the KBAIS to Ecole Polytechnique Federale de Lausanne (EPFL) electrical network. It illustrates anomaly identification in PMU measurements in the context of the EPFL PMUs network.
| Originalsprache | Englisch |
|---|---|
| Titel | Database and Expert Systems Applications - DEXA 2024 Workshops |
| Untertitel | IWCFS, AISys, CIU, Naples, Italy, August 26–28, 2024, Proceedings |
| Erscheinungsort | Springer Nature Switzerland |
| Herausgeber (Verlag) | Springer |
| Seiten | 44-53 |
| Seitenumfang | 10 |
| Band | 2169 |
| ISBN (elektronisch) | 978-3-031-68302-2 |
| ISBN (Print) | 978-3-031-68302-2 |
| DOIs | |
| Publikationsstatus | Veröffentlicht - 26 Aug. 2024 |
| Veranstaltung | Database and Expert Systems Applications: The 9th International Workshop on Cyber-Security and Functional Safety in Cyber-Physical Systems - Naples, Italien Dauer: 26 Aug. 2024 → 28 Aug. 2024 https://www.dexa.org/dexa2024/www.dexa.org/iwcfs2024.html |
Publikationsreihe
| Name | Communications in Computer and Information Science |
|---|---|
| ISSN (Print) | 1865-0929 |
| ISSN (elektronisch) | 1865-0937 |
Workshop
| Workshop | Database and Expert Systems Applications |
|---|---|
| Kurztitel | IWCFS 2024 |
| Land/Gebiet | Italien |
| Stadt | Naples |
| Zeitraum | 26/08/24 → 28/08/24 |
| Internetadresse |
Research Field
- Dependable Systems Engineering