A Bi-level optimization model of integrated energy system considering wind power uncertainty

数学优化 稳健优化 稳健性(进化) 最优化问题 可再生能源 储能 电力系统 风力发电 适应性 上下界 计算机科学 控制理论(社会学) 功率(物理) 数学 工程类 经济 电气工程 物理 基因 数学分析 量子力学 人工智能 生物化学 化学 管理 控制(管理)
作者
Wei Fan,Qingbo Tan,Amin Zhang,Liwei Ju,Yuwei Wang,Zhe Yin,Xudong Li
出处
期刊:Renewable Energy [Elsevier BV]
卷期号:202: 973-991 被引量:50
标识
DOI:10.1016/j.renene.2022.12.007
摘要

To cope with the volatility of renewable energy and improve the efficiency of energy storage investment, a bi-level (B-L) optimization model of an integrated energy system (IES) with multiple types of energy storage is established by considering the uncertainty of wind power. The upper-level optimization model considers the lowest configuration cost of energy storage as the objective function and satisfies the constraints of the energy storage configuration. The lower-level optimization model considers the lowest operation cost of the IES as the objective function and satisfies the constraints of the system operation. Second, to overcome the fluctuation problem of wind power output, a robust optimization theory is introduced to describe the uncertainty. Robust coefficients are set to reflect different risk attitudes, which improves the adaptability of the system to uncertainty. Third, the B-L optimization model is solved using the Karush–Kuhn Tucker condition. Finally, a new park is used to implement the simulation. The conclusions are as follows: (1) The economic configuration strategy and optimal operation scheme can be obtained by applying the B-L optimization model, and the upper- and lower-levels interact with each other. The optimal targets of the upper- and lower-level models are −115,848 ¥ and 57,131,102 ¥, respectively. (2) The robust optimization theory improves the ability of a system to deal with risks. Robust optimization theory improves the ability of a system to deal with risks. With an increase in the robustness coefficient, the profit space of the upper-level model increases; however, the operation cost of the lower-level model increases.

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