Optimal participation and risk mitigation of wind generators in an electricity market
Forecasted output of wind electric generators (WEGs) in a 24-h horizon has large uncertainties. These uncertainties pose a challenge while computing optimal bids necessary for participating in the day-ahead unit commitment process (DACP) thus limiting their integration and success. This study propos...
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| Published in: | IET renewable power generation Vol. 4; no. 2; pp. 165 - 175 |
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| Main Authors: | , , , |
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| Language: | English |
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The Institution of Engineering & Technology
01.03.2010
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| Abstract | Forecasted output of wind electric generators (WEGs) in a 24-h horizon has large uncertainties. These uncertainties pose a challenge while computing optimal bids necessary for participating in the day-ahead unit commitment process (DACP) thus limiting their integration and success. This study proposes a new optimal participation strategy for a WEG that employs an energy storage device (ESD) for participating in the DACP. The WEG is modelled to function as a price-taker. The proposed formulation has two objectives: (a) maximise returns from the market considering the best forecast; and (b) minimise risks considering the forecast uncertainties. Risk in the participation strategy is quantified by computing expected energy not served (EENS). The multiobjective mixed integer linear programming formulation is transformed into a fuzzy optimisation problem and solved. Through suitable examples, the ESD is shown to play two important roles: (a) it helps to shift wind energy produced during hours with low marginal prices to those hours with higher marginal prices by appropriately storing and releasing it. This shift can be forward or backward in time, (b) The second crucial role played by ESD, upon minimising EENS, is to maintain an energy reserve akin to spinning reserve such that the risk of the optimal participation schedule is the least. |
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| AbstractList | Forecasted output of wind electric generators (WEGs) in a 24-h horizon has large uncertainties. These uncertainties pose a challenge while computing optimal bids necessary for participating in the day-ahead unit commitment process (DACP) thus limiting their integration and success. This study proposes a new optimal participation strategy for a WEG that employs an energy storage device (ESD) for participating in the DACP. The WEG is modelled to function as a price-taker. The proposed formulation has two objectives: (a) maximise returns from the market considering the best forecast; and (b) minimise risks considering the forecast uncertainties. Risk in the participation strategy is quantified by computing expected energy not served (EENS). The multiobjective mixed integer linear programming formulation is transformed into a fuzzy optimisation problem and solved. Through suitable examples, the ESD is shown to play two important roles: (a) it helps to shift wind energy produced during hours with low marginal prices to those hours with higher marginal prices by appropriately storing and releasing it. This shift can be forward or backward in time, (b) The second crucial role played by ESD, upon minimising EENS, is to maintain an energy reserve akin to spinning reserve such that the risk of the optimal participation schedule is the least. This study proposes a new optimal participation strategy for a wind electric generators (WEG) that employs an energy storage device (ESD) for participating in the day-ahead unit commitment process (DACP). The WEG is modelled to function as a price-taker. The proposed formulation aims to maximise returns from the market considering the best forecast; and minimise risks considering the forecast uncertainties. Risk in the participation strategy is quantified by computing expected energy not served (EENS). The multiobjective mixed integer linear programming formulation is transformed into a fuzzy optimisation problem and solved. The ESD helps to shift wind energy produced during hours with low marginal prices to those hours with higher marginal prices by appropriately storing and releasing it. This shift can be forward or backward in time. The ESD also maintains an energy reserve akin to spinning reserve such that the risk of the optimal participation schedule is the least. |
| Author | Venkatesh, B. Duggal, I. Dukpa, A. Chang, L. |
| Author_xml | – sequence: 1 givenname: A. surname: Dukpa fullname: Dukpa, A. organization: The Department of Electrical and Computer Engineering, University of New Brunswick, Canada – sequence: 2 givenname: I. surname: Duggal fullname: Duggal, I. organization: The Department of Electrical and Computer Engineering, Ryerson University, Toronto, Canada – sequence: 3 givenname: B. surname: Venkatesh fullname: Venkatesh, B. organization: The Department of Electrical and Computer Engineering, Ryerson University, Toronto, Canada – sequence: 4 givenname: L. surname: Chang fullname: Chang, L. organization: The Department of Electrical and Computer Engineering, University of New Brunswick, Canada |
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| Snippet | This study proposes a new optimal participation strategy for a wind electric generators (WEG) that employs an energy storage device (ESD) for participating in... Forecasted output of wind electric generators (WEGs) in a 24-h horizon has large uncertainties. These uncertainties pose a challenge while computing optimal... |
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| SubjectTerms | Electric generators Energy reserves Energy storage Markets Mathematical models Optimization Reserves Risk Risk reduction Strategy Uncertainty Wind power Wind power generation |
| Title | Optimal participation and risk mitigation of wind generators in an electricity market |
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