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Analysis of Forecasting Models in Electricity Market Under Volatility: What We Learn from Sweden

In: Revisiting Electricity Market Reforms

Author

Listed:
  • Gazi Salah Uddin

    (Linköping University)

  • Ou Tang

    (Linköping University)

  • Maziar Sahamkhadam

    (Linnaeus University)

  • Farhad Taghizadeh-Hesary

    (Tokai University)

  • Muhammad Yahya

    (University of Applied Sciences)

  • Pontus Cerin

    (Linköping University)

  • Jakob Rehmea

    (Linköping University)

Abstract

Understanding short-term electricity price forecasting has received considerable attention in recent years. Despite this increased interest, the literature lacks concrete consensus on the best-suited forecasting approach. This study conducts an extensive empirical analysis to evaluate the short-term price forecasting dynamics of different regions in the Swedish electricity market (SEM). We utilise several forecasting approaches ranging from standard conditional volatility models to wavelet-based forecasting. In addition, we perform out-of-sample forecasting and back-testing, and evaluate the performance of these models. Our empirical analysis indicates that the ARMA-GARCH model with the Student’s t-distribution significantly outperforms other frameworks. Wavelet-based forecasting is only performed based on the mean absolute percent error (MAPE). Our results of the robust forecasting methods can display the importance of proper forecasting process design, policy implications for market efficiency, and predictability in SEM.

Suggested Citation

  • Gazi Salah Uddin & Ou Tang & Maziar Sahamkhadam & Farhad Taghizadeh-Hesary & Muhammad Yahya & Pontus Cerin & Jakob Rehmea, 2022. "Analysis of Forecasting Models in Electricity Market Under Volatility: What We Learn from Sweden," Springer Books, in: Han Phoumin & Rabindra Nepal & Fukunari Kimura & Gazi Salah Uddin & Farhad Taghizadeh-Hesary (ed.), Revisiting Electricity Market Reforms, pages 117-142, Springer.
  • Handle: RePEc:spr:sprchp:978-981-19-4266-2_5
    DOI: 10.1007/978-981-19-4266-2_5
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