A novel optimization model for biding in the deregulated power market with pay as a bid settlement mechanism, based on the stochastic market clearing price

被引:7
|
作者
Motamedisedeh, Omid [1 ]
Ostadi, Bakhtiar [2 ]
Zagia, Faranak [3 ]
Kashan, Ali Husseinzadeh [1 ]
机构
[1] Tarbiat Modares Univ, Fac Ind & Syst Engn, Tehran, Iran
[2] Tarbiat Modares Univ, Fac Ind & Syst Engn, Jalal AleAhmad,Nasr,POB 14115-111, Tehran, Iran
[3] Islamic Azad Univ, Ctr Tehran Branch, Master Civil Engn, Tehran, Iran
关键词
Day-ahead market; Deregulated market; Generation cost; League championship algorithm; NEURAL-NETWORK; PREDICTION; ALGORITHM; FORECAST; SPIKES; PLANTS; WIND;
D O I
10.1016/j.epsr.2022.108122
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
In this paper, a novel optimization-based bidding strategy will propose for an electricity generation company in the day-ahead market with a pay-as-bid settlement system. In this proposed model, Market Clearing Price is considered as a stochastic parameter with different distribution functions per hour. Moreover, days are also clustered in three different clusters based on the historical data by using the K-Means Algorithm. In addition, three types of linear, quadratic, and cubic cost functions are taken into account in the proposed model, where the results indicated that the cubic function is the best estimation model for the generation cost. Finally, the League Championship Algorithm is applied in order to solve our proposed model. The proposed model has been applied to real case studies where the obtained results indicated that the proposed model is able to improve the expected revenue by 17% in comparison with the basic model.
引用
收藏
页数:10
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