Cristin-resultat-ID: 1832993
Sist endret: 10. februar 2021, 13:19
NVI-rapporteringsår: 2020
Resultat
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
2020

Impact of seasonal weather on forecasting of power quality disturbances in distribution grids

Bidragsytere:
  • Katarzyna Michałowska
  • Volker Hoffmann og
  • Christian Andre Andresen

Bok

Om resultatet

Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Publiseringsår: 2020
Sider: 1 - 6
ISBN:
  • 978-1-7281-4701-7
Open Access

Klassifisering

Fagfelt (NPI)

Fagfelt: Elkraft og elektrotekniske fag
- Fagområde: Realfag og teknologi

Beskrivelse Beskrivelse

Tittel

Impact of seasonal weather on forecasting of power quality disturbances in distribution grids

Sammendrag

Power supply disruptions, including short-time disturbances, can lead to large direct and indirect financial losses. The ability to predict the risk of these disturbances allows for preventive actions and increases the reliability of the supply. This paper investigates the impact of using seasonal data of combined common weather conditions on the power quality prediction in distribution grids. Our main contribution consists of weatherbased predictive models for three types of events that frequently occur in these grids, as well as an analysis of the influence of two training approaches: with either seasonal or all-year data, on their performance. All developed models score higher than arbitrary guessing; in several instances the improvement is considerable. It is demonstrated that in some cases the models improve when the training data is limited to a subset corresponding to a particular meteorological season. Examining variable importance values and distributions of the models’ data, it is shown that this situation takes place particularly when weather conditions correlated with the occurrence of power grid events vary across seasons

Bidragsytere

Katarzyna Michalowska

Bidragsyterens navn vises på dette resultatet som Katarzyna Michałowska
  • Tilknyttet:
    Forfatter
    ved Mathematics and Cybernetics ved SINTEF AS

Volker Hoffmann

  • Tilknyttet:
    Forfatter
    ved Software and Service Innovation ved SINTEF AS

Christian Andre Andresen

  • Tilknyttet:
    Forfatter
    ved Energisystemer ved SINTEF Energi AS
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Resultatet er en del av Resultatet er en del av

2020 International Conference on Smart Energy Systems and Technologies - SEST.

SEST 2020, .. 2020, IEEE. Vitenskapelig antologi/Konferanseserie
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