Cristin-resultat-ID: 2038757
Sist endret: 11. november 2022, 15:24
NVI-rapporteringsår: 2022
Resultat
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
2022

A tree based classifier for transient stability prediction following island splitting

Bidragsytere:
  • Erlend Sandø Kiel
  • Sigurd Hofsmo Jakobsen
  • Eirik Haugen
  • Sondre Duna Lundemo
  • Signe Riemer-Sørensen og
  • Filippo Remonato

Bok

2022 17th International Conference on Probabilistic Methods Applied to Power Systems - PMAPS
ISBN:
  • 978-1-6654-1211-7

Utgiver

IEEE (Institute of Electrical and Electronics Engineers)
NVI-nivå 1

Om resultatet

Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Publiseringsår: 2022
ISBN:
  • 978-1-6654-1211-7
Open Access

Klassifisering

Fagfelt (NPI)

Fagfelt: Elektrofag
- Fagområde: Realfag og teknologi

Beskrivelse Beskrivelse

Tittel

A tree based classifier for transient stability prediction following island splitting

Sammendrag

An unexpected failure or outage of one or multiple system components can cause a new operational situation that requires remedial actions. An important remedial action to model correctly is islanding. Finding the transient stability of an island is computationally heavy, and it may be necessary with a trade-off between speed and accuracy in the classification of island stability. This is especially the case if one has to perform a large number of simulations.In this paper, a decision tree based ensemble method is used to predict the stability of islands in the power system during a contingency event. A comparison study shows that the trained model can contribute with a large reduction in time spent on the transient stability assessment, while being substantially more accurate than a static power flow simulation.

Bidragsytere

Erlend Sandø Kiel

  • Tilknyttet:
    Forfatter
    ved Energisystemer ved SINTEF Energi AS

Sigurd Hofsmo Jakobsen

  • Tilknyttet:
    Forfatter
    ved Energisystemer ved SINTEF Energi AS

Eirik Haugen

  • Tilknyttet:
    Forfatter
    ved Energisystemer ved SINTEF Energi AS

Sondre Duna Lundemo

  • Tilknyttet:
    Forfatter
    ved Energisystemer ved SINTEF Energi AS

Signe Riemer-Sørensen

  • Tilknyttet:
    Forfatter
    ved Mathematics and Cybernetics ved SINTEF AS
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2022 17th International Conference on Probabilistic Methods Applied to Power Systems - PMAPS.

PMAPS 2022, .. 2022, IEEE (Institute of Electrical and Electronics Engineers). Vitenskapelig antologi/Konferanseserie
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