Short-Term Wind Speed Forecasting by Spectral Analysis

AKÇAY H., FİLİK T.

29th Irish Signals and Systems Conference (ISSC), Belfast, İngiltere, 21 - 22 Haziran 2018 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1109/issc.2018.8585384
  • Basıldığı Şehir: Belfast
  • Basıldığı Ülke: İngiltere
  • Anahtar Kelimeler: wind speed forecasting, time-series, subspace method, auto-regressive moving-average, Kalman filter, spectrum estimation
  • Anadolu Üniversitesi Adresli: Evet

Özet

In this paper, we apply a wind speed forecasting framework developed earlier by the authors to the two-dimensional wind velocity measurements collected from a meteorological station in the Marmara region of Turkey over a short-term. In the application of the framework, first the measurements are de-trended for the diurnal and the weekly patterns. Other stages of the framework are covariance-factorization via a recently developed subspace method and one-step-ahead and/or multi-step-ahead Kalman filter predictions.