Optimal scheduling of virtual power plant with battery degradation cost

被引:79
|
作者
Zhou, Bin [1 ]
Liu, Xi [1 ]
Cao, Yijia [1 ]
Li, Canbing [1 ]
Chung, Chi Yung [2 ]
Chan, Ka Wing [3 ]
机构
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
[2] Univ Saskatchewan, Dept Elect & Comp Engn, Saskatoon, SK S7N 0W0, Canada
[3] Hong Kong Polytech Univ, Dept Elect Engn, Hong Kong, Hong Kong, Peoples R China
关键词
power generation scheduling; battery storage plants; costing; energy storage; distributed power generation; power generation dispatch; approximation theory; stochastic programming; integer programming; linear programming; profitability; power generation economics; power distribution economics; virtual power plant; battery degradation costing; optimal generation scheduling model; energy storage system; ESS; distributed energy resource; flexible VPP dispatching; battery storage system; piecewise linear function; optimal VPP scheduling problem; two-stage stochastic mixed-integer linear programming; WIND POWER; ELECTRIC VEHICLE; FREQUENCY REGULATION; NEURAL-NETWORK; OPTIMIZATION; PREDICTION; SYSTEMS; MINIMIZATION; PENETRATION; INTEGRATION;
D O I
10.1049/iet-gtd.2015.0103
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 study proposes a novel optimal generation scheduling model for virtual power plant (VPP) considering the degradation cost of energy storage system (ESS). The VPP is generally formed by a mix of distributed energy resources, and the ESS is an important installation for flexible VPP dispatch due to its controllable and schedulable behaviours. For the operations of battery storage systems, the ambient temperature and depth of discharge have significant impacts on the wear and tear of the ESS as well as battery degradation cost. Furthermore, the battery degradation cost is modelled and approximated by a piecewise linear function, and then incorporated into the proposed optimal VPP scheduling model. Consequently, the optimal VPP scheduling problem is formulated as a two-stage stochastic mixed-integer linear programming in order to maximise the expected profits of the VPP. The proposed model has been successfully implemented and tested through a representative case study, and the influence of battery degradation cost on optimal VPP scheduling has also been thoroughly analysed and demonstrated.
引用
收藏
页码:712 / 725
页数:14
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