TY - BOOK
T1 - A fast and flexible stochastic dynamic programming model of the electricity market
T2 - VTT-EMM - structure and use
AU - Tamminen, Eero
AU - Kekkonen, Veikko
AU - Koreneff, Göran
AU - Koljonen, Tiina
PY - 2014
Y1 - 2014
N2 - The Nordic power system and electricity market consists
of Finland, Sweden, Norway and Denmark, which have a
common market place. Most of the electricity produced and
consumed goes through the Nord Pool Spot exchange. Our
main objective was to develop a fast, agile, robust and
transparent, mediumto long-term mathematical model of the
stochastic development of the spot price of electricity
on the Nord Pool market. In this report we present the
Electricity Market Model of VTT Technical Research Centre
of Finland, VTT-EMM. The model is a mathematical
representation, based on stochastic dynamic programming,
of the dynamics of the demand, production and market
price of electricity in the power system of the Nordic
countries. The power system is versatile and dominated by
hydropower, and modelling the market is a demanding task.
There are structural simplifications (one hydro
reservoir, time aggregation) as well as data input
generalisations (index series for power and CHP heat
demand, modelled hydro inflow, and capacity aggregation)
in the VTT-EMM model, which affect the results.
Simplification and aggregation cut the computing time and
data acquisition effort required and improve the
flexibility of the model.
Can we obtain reasonable market price and production
estimates using a greatly simplified representation of
the hydro system and the other power plants? Test results
are compared with both spot prices and forward prices on
the market. The results are considered to be good enough
empirically, especially on an annual level. One weakness
is that short-term spot price fluctuations are not
captured very well. Further model development could,
thus, include methods to integrate the short-term
intermittency of wind power into the model and modelling
of intra-market price areas. One strength can be found in
the assessment of a more long-term future using multiple
scenarios, even up to several hundred.
AB - The Nordic power system and electricity market consists
of Finland, Sweden, Norway and Denmark, which have a
common market place. Most of the electricity produced and
consumed goes through the Nord Pool Spot exchange. Our
main objective was to develop a fast, agile, robust and
transparent, mediumto long-term mathematical model of the
stochastic development of the spot price of electricity
on the Nord Pool market. In this report we present the
Electricity Market Model of VTT Technical Research Centre
of Finland, VTT-EMM. The model is a mathematical
representation, based on stochastic dynamic programming,
of the dynamics of the demand, production and market
price of electricity in the power system of the Nordic
countries. The power system is versatile and dominated by
hydropower, and modelling the market is a demanding task.
There are structural simplifications (one hydro
reservoir, time aggregation) as well as data input
generalisations (index series for power and CHP heat
demand, modelled hydro inflow, and capacity aggregation)
in the VTT-EMM model, which affect the results.
Simplification and aggregation cut the computing time and
data acquisition effort required and improve the
flexibility of the model.
Can we obtain reasonable market price and production
estimates using a greatly simplified representation of
the hydro system and the other power plants? Test results
are compared with both spot prices and forward prices on
the market. The results are considered to be good enough
empirically, especially on an annual level. One weakness
is that short-term spot price fluctuations are not
captured very well. Further model development could,
thus, include methods to integrate the short-term
intermittency of wind power into the model and modelling
of intra-market price areas. One strength can be found in
the assessment of a more long-term future using multiple
scenarios, even up to several hundred.
KW - electricity market model
KW - stochastic dynamic programming
KW - Nordic electricity market
KW - price forecast
M3 - Report
SN - 978-951-38-8201-3
T3 - VTT Technology
BT - A fast and flexible stochastic dynamic programming model of the electricity market
PB - VTT Technical Research Centre of Finland
CY - Espoo
ER -