The coordinated bidding of a hydropower producer in three-settlement markets with time-dependent risk measure

被引:20
|
作者
Vardanyan, Y. [1 ]
Hesamzadeh, M. R. [1 ]
机构
[1] KTH Royal Inst Technol, Elect Market Res Grp, Sch Elect Engn, Teknikringen 33, SE-10044 Stockholm, Sweden
关键词
Coordinated bidding; Three-settlement market; Hydropower producer; Time-dependent risk measure; UNIT COMMITMENT; OPTIMIZATION; UNCERTAINTY; STRATEGIES;
D O I
10.1016/j.epsr.2017.05.007
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a stochastic and dynamic mixed-integer linear program (SD-MILP) for optimal coordinated bidding of a risk-averse profit-maximizing hydropower producer. The day-ahead, intra-day, and real-time markets are considered. To model and predict day-ahead, intra-day, and real-time prices, the Holt-Winter (HW) and the Generalized Autoregressive Conditional Heteroscedastic (GARCH) predictors are combined using a proposed Markov switch. The discrete behavior of intra-day and real-time prices is modeled as different Markov states. The proposed Markov-based HW-GARCH model with a standard scenario generation-reduction technique is used to capture the uncertainty in day-ahead, intra-day, and real-time prices. The time-dependent conditional value at risk (T-CVaR) is proposed to model the risk of trading in different considered markets. The convex combination of the expected profit and T-CVaR is used as the objective of SD-MILP. The Markov-based HW-GARCH is modeled in Matlab and the SD-MILP is coded in GAMS. The Markov-based HW-GARCH predictor and the SD-MILP are used to develop the bidding curve of a three-reservoir hydropower producer using the electricity prices from the Nordic power market. To further examine the developed models a seven-reservoir hydropower producer is also studied. For these two cases, the coordinated bidding curves are derived and discussed. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:40 / 58
页数:19
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