Medium-term planning for thermal electricity production
Journal
OR Spectrum
ISSN
0171-6468
ISSN-Digital
1436-6304
Type
journal article
Date Issued
2014-07
Author(s)
Kovacevic, Raimund
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.
Language
English
Keywords
Multistage stochastic programming
Tree generation
Electricity production
Modeling commodity spot prices
HSG Classification
contribution to scientific community
HSG Profile Area
SEPS - Quantitative Economic Methods
Refereed
Yes
Publisher
Springer
Publisher place
Heidelberg
Volume
36
Number
3
Start page
1
End page
37
Pages
37
Subject(s)
Eprints ID
218680