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Optimal Policies for Simultaneous Energy Consumption and Ancillary Service Provision for Flexible Loads under Stochastic Prices and No Capacity Reservation Constraint

机译:同时能耗与辅助的最优政策   随机价格和无能力下的柔性负荷服务提供   预约约束

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摘要

Flexible loads, i.e. the loads whose power trajectory is not bound to aspecific one, constitute a sizable portion of current and future electricdemand. This flexibility can be used to improve the performance of the grid,should the right incentives be in place. In this paper, we consider the optimal decision making problem faced by aflexible load, demanding a certain amount of energy over its availabilityperiod, subject to rate constraints. The load is also capable of providingAncillary Services (AS) by decreasing or increasing its consumption in responseto signals from the Independent System Operator. Under arbitrarily distributedand correlated Markovian energy and AS prices, we obtain the optimal policy forminimizing expected total cost, which includes cost of energy and benefits fromAS provision, assuming no capacity reservation requirement for AS provision. Wealso prove that the optimal policy has a multi-threshold form and can becomputed, stored and operated efficiently. We further study the effectivenessof our proposed optimal policy and its impact on the grid. We show that, while optimal simultaneous consumption and AS provision underreal-time stochastic prices is achievable with acceptable computational burden,the impact of adopting such real-time pricing schemes on the network might notbe as good as suggested by the majority of the existing literature. In fact, weshow that such price responsive loads are likely to induce peak-to-averageratios much more than what is observed in the current distribution networks andadversely affect the grid.
机译:柔性负载,即其功率轨迹未绑定到特定负载的负载,构成了当前和未来用电需求的相当大的一部分。如果有适当的激励措施,这种灵活性可以用来提高网格的性能。在本文中,我们考虑了灵活负载所面临的最优决策问题,在速率限制下,在其可用期内需要一定量的能量。该负载还可以通过响应于来自独立系统运营商的信号来减少或增加其消耗,从而提供辅助服务(AS)。在任意分配和相关的马尔可夫能源和自治系统价格的情况下,假设没有为自治系统提供容量预留的条件,我们获得了一种使预期总成本最小化的最优策略,该预期总成本包括能源成本和自治系统提供的收益。我们还证明了最优策略具有多阈值形式,可以被有效地计算,存储和操作。我们进一步研究了我们提出的最优政策的有效性及其对电网的影响。我们表明,虽然可以在可接受的计算负担下实现实时随机价格下的最优同时消费和AS设置,但采用这种实时定价方案对网络的影响可能不如大多数现有文献所建议的那样好。实际上,我们表明,这种价格响应负载可能比当前配电网络中观察到的峰值引起的平均峰值更大,并且对电网产生不利影响。

著录项

  • 作者

    Kefayati, Mahdi; Baldick, Ross;

  • 作者单位
  • 年度 2014
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
  • 中图分类

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