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Hedging Strategy and Electricity Contract Engineering - IFOR

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6.6 Power portfolio optimization with CVaR 163<br />

the time horizon studied. Hence, the optimal dual variable yú6 corresponding<br />

to the sixth constraint <strong>and</strong> consequently the ’resource’ V end will give us the<br />

value of one unit of additional water V ì. ì zÿ end<br />

¢<br />

V end<br />

, i. e. the marginal value<br />

of water. One could argue that for an almost empty dam the value of having<br />

the possibility to leave one unit less of water to the periods after the zÿ horizon<br />

will differ from having one additional unit of water at disposal already at<br />

period one. When the constraints (6.56) <strong>and</strong> (6.57), stating that for all k <strong>and</strong><br />

j, 0 V kã j V max , are not binding then these values will however coincide.<br />

In any case the dual variable yú6<br />

will give the marginal value of water made<br />

available in the end of the horizon.<br />

The dimension of the dual variable yú6<br />

is expected profit divided by amount of<br />

water [CHF/MWh] <strong>and</strong> is hence comparable with the average price of produced<br />

electricity S h . A marginal value of water that exceeds the value that this water,<br />

on average, has on the market, given the current dispatch strategy S h is a result<br />

of the hydro storage plant’s ability to manage risk. This ability allows us, for<br />

example, to take on more aggressive positions in the contract portfolio, which<br />

motivates a high marginal value of water. We hence quantify the hedging value<br />

of water as the difference between the marginal value of water <strong>and</strong> the average<br />

price of produced electricity<br />

Definition 6.9<br />

The hedging value of water is given by<br />

zÿ V end<br />

ì.<br />

S h ,<br />

zÿ<br />

¢<br />

V end<br />

ì<br />

which in the non-degenerate case will equal<br />

yú6<br />

S h .<br />

From Proposition 6.5 we know that the hedging value will be negative if the<br />

risk constraint <strong>and</strong> the water constraints (6.56) <strong>and</strong> (6.57) are non-binding.<br />

This difference will however typically be close to zero. 5<br />

In the risk averse case the value of the operational flexibility thus can be seen as<br />

the sum of the ability to produce at high prices <strong>and</strong> arbitrage between peak <strong>and</strong><br />

5 This is verified in the case study in Chapter 7.

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