Towards a Safer Smart Grid: Bayesian Prediction of Non Detectable Electrical Faults at the Edge
Research output: Contribution to book/Conference proceedings/Anthology/Report › Conference contribution › Contributed › peer-review
Contributors
Abstract
Distributed energy resources (DERs), while enhancing the distribution grid efficiency and stability, also challenge the current grid protection systems. In fact, a reverse power flow produced by the DERs can mask an electrical fault by feeding it. This issue can be solved by pervasively monitoring the grid and assessing its state at any given time. In this paper, we address the problem of optimizing the share of network resources required by such a monitoring system. To do that, we predict the probability that a fault would not be detected by the legacy protection system based on the near future grid state. Experimental results show that this system allows to successfully identify future risk conditions, and set the monitoring accuracy accordingly.
Details
| Original language | English |
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| Title of host publication | 26th European Wireless Conference, EW 2021 |
| Publisher | VDE Verlag, Berlin [u. a.] |
| Pages | 77-83 |
| Number of pages | 7 |
| ISBN (electronic) | 9783800756735 |
| Publication status | Published - 2021 |
| Peer-reviewed | Yes |
Conference
| Title | 26th European Wireless Conference |
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| Subtitle | Virtualization paradigms and satellite integration in future generation wireless communications |
| Abbreviated title | EW 2021 |
| Conference number | 26 |
| Duration | 10 - 12 November 2021 |
| Degree of recognition | International event |
| City | Verona |
| Country | Italy |
External IDs
| ORCID | /0000-0001-8469-9573/work/161891170 |
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