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Erschienen in: OR Spectrum 3/2014

01.07.2014 | Regular Article

Medium-term planning for thermal electricity production

verfasst von: Raimund M. Kovacevic, Florentina Paraschiv

Erschienen in: OR Spectrum | Ausgabe 3/2014

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Abstract

In the present paper, we present a mid-term planning model for thermal power generation which is based on multistage stochastic optimization and involves stochastic electricity spot prices, a mixture of fuels with stochastic prices, the effect of CO\(_2\) emission prices and various types of further operating costs. Going from data to decisions, the first goal was to estimate simulation models for various commodity prices. We apply Geometric Brownian motions with jumps to model gas, coal, oil and emission allowance spot prices. Electricity spot prices are modeled by a regime switching approach which takes into account seasonal effects and spikes. Given the estimated models, we simulate scenario paths and then use a multiperiod generalization of the Wasserstein distance for constructing the stochastic trees used in the optimization model. Finally, we solve a 1-year planning problem for a fictitious configuration of thermal units, producing against the markets. We use the implemented model to demonstrate the effect of CO\(_2\) prices on cumulated emissions and to apply the indifference pricing principle to simple electricity delivery contracts.

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Fußnoten
1
Results are available on request.
 
2
The MAPE represents the normalized deviation of simulated prices from historical ones in absolute numbers (see Keles et al. 2011, p. 12).
 
3
In the original model (Fleten and Lemming 2003), applied for daily steps, a smoothing factor prevents large jumps in the forward curve. However, in the case of HPFCs, Blöchlinger (2008) (p. 154), concludes that the higher the relative weight of the smoothing term, the more the hourly structure disappears. We want our HPFC to reflect the hourly pattern of electricity prices and therefore in this study we set the smoothing term to \(0\).
 
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Metadaten
Titel
Medium-term planning for thermal electricity production
verfasst von
Raimund M. Kovacevic
Florentina Paraschiv
Publikationsdatum
01.07.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
OR Spectrum / Ausgabe 3/2014
Print ISSN: 0171-6468
Elektronische ISSN: 1436-6304
DOI
https://doi.org/10.1007/s00291-013-0340-9

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