A day-ahead generation scheduling with energy storage considering cycling ramp costs

W. Tan, M. Abdullah, M. Shaaban
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引用次数: 1

Abstract

Variability and uncertainty associated with the growth of variable renewable generation, particularly wind power, introduce significant challenges to grid system operators. This paper proposes a day-ahead chance constraint generation scheduling (CCGS) approach, considering variable wind generation and energy storage. Cycling ramp cost is introduced in this paper as a penalty in the objective cost function, to model the operation and maintenance (O&M) costs, which leads to the reduction of the wear and tear of the generator. The cycling of conventional generation as well as the dispatch of energy storage is utilized to enhance the load following and flexible ramping support capabilities; thus mitigate the impact of net load ramps. The chance constraint is converted into an equivalent mixed-integer linear programming (MILP) expression by using the Projected Disjunctive Reformulation (PDR), with the aim to maintain compatibility with commercially state-of-the-art optimization solvers. Results show the merits of the proposed scheduling model in controlling the fluctuating characteristics due to high wind penetration levels. The impact of introducing cycling ramp cost and the benefits of energy storage in reducing the respective cost, are also investigated in the test cases.
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考虑循环坡道成本的储能日前发电调度
与可变可再生能源发电(特别是风力发电)增长相关的可变性和不确定性给电网系统运营商带来了重大挑战。本文提出了一种考虑可变风力发电和储能的日前机会约束发电调度方法。本文在目标成本函数中引入循环坡道成本作为惩罚,以模拟运行和维护成本,从而减少发电机的磨损。利用常规发电的循环和储能的调度,增强负荷跟随能力和灵活的爬坡保障能力;因此,减轻净负荷坡道的影响。通过使用投影析取重构(PDR)将机会约束转换为等效的混合整数线性规划(MILP)表达式,目的是保持与商业上最先进的优化求解器的兼容性。结果表明,所提出的调度模型在控制高风侵彻度引起的波动特性方面具有一定的优越性。在测试案例中,还研究了引入自行车坡道成本的影响和能源存储在降低各自成本方面的好处。
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