光伏建筑一体化系统鲁棒优化配置调度方法

Robust Optimal Allocation and Scheduling Method for Photovoltaic Energy Storage System

  • 摘要: 针对光伏发电与负荷需求不确定性对光伏建筑一体化(Building integrated photovoltaic,BIPV)系统规划运行的影响,提出一种基于鲁棒优化的光储容量协同配置及能量调度方法。首先,对光伏发电及建筑负荷的不确定性进行建模,考虑全寿命周期系统成本与收益,根据分时电价分布特点建立了光伏储能容量优化配置及经济调度模型,充分发挥储能“峰谷套利”的优势;随后,基于鲁棒优化理论,参考列约束生成(Column-and-constraint generation,C&CG)算法思路,将含有不确定性变量的模型转化为双层含确定性变量的主、子问题交替迭代求解;最后,仿真分析表明光伏发电和建筑负荷的“时间逆向分布”特性导致了“最恶劣”场景。同时,将所提模型与传统均值确定性模型进行比较,发现“最恶劣”场景下,鲁棒优化方法的日运行收益较均值模型提高25%。所提模型和方法能够有效应对发电、负荷曲线波动较大的情况并保障系统收益,为BIPV系统的储能建设规划和运行调度设计提供参考。

     

    Abstract: Considering the impact of the uncertainty of photovoltaic output and load demand on the planning and operation of the building integrated photovoltaic(BIPV) system, a method of cooperative allocation of photovoltaic and energy storage capacity and energy scheduling based on robust optimization is proposed. Firstly, the uncertainty of PV power generation and building load is modeled, the whole life cycle system costs and benefits are considered, and the optimal allocation of PV energy storage capacity and system economic dispatch model are established according to the characteristics of time-of-use tariff distribution, so as to give full play to the advantages of energy storage “peak-valley arbitrage”. Secondly, based on the robust optimization theory and column-and-constraint generation(C&CG) algorithm, the model with uncertain variables is transformed into the main and sub-problems with uncertain variables and solved alternately. Finally, the simulation analysis proves that the “time inverse distribution” characteristics of photovoltaic power generation and building loads lead to the “worst” scenario. Meanwhile, comparing the proposed model with the traditional mean deterministic model, it is found that the daily operating returns of the robust optimization method are 25% higher than that of the mean model in the “worst” scenario. The proposed model and method can effectively cope with the large fluctuation of power generation and load curve and guarantee the system benefits, and provide a reference for the energy storage construction planning and operation scheduling design of BIPV system.

     

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