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A STOCHASTIC PROGRAMMING APPROACH TO QUANTIFYING EFFECTS OF CONTINGENCIES ON LOCATIONAL MARGINAL PRICES

机译:一种随机规划方法,以量化突发事件对地方边际价格的影响

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This paper focuses on quantifying effects of contingencies and network parameter changes on variations of Locational Marginal Prices (LMPs) in restructured power markets. The process of planning for contingencies typically results in the use of more expensive facilities (spinning and/or non-spinning reserves) and/or generation curtailment/load shedding, leading to different prices and energy availability at the various parts of the network. In this paper we explore a stochastic programming (SP) model for incorporating contingency and parameter uncertainties, and maximizing the expected social welfare. SP is compared with the conventional security-constrained deterministic programming (DP) model that includes a pre-specified list of outages (and disregards parametric uncertainties). We provide a probabilistic interpretation of DP model that may incorporate post-fault recourse activities, like load shedding and generation adjustment (reduction or utilizing the reserves).SP model with random uncertainties (created by a Monte Carlo sampling technique) is solved as a two-stage (recourse function (RF) based) problem, using an interior-point log-barrier method coupled with Benders decomposition. The model is verified on the IEEE medium-scale example (with 300 nodes/411 branches).
机译:本文侧重于量化突发事件和网络参数变化对重组电力市场中基地边际价格(LMP)变化的影响。突发事件的规划过程通常导致使用更昂贵的设施(纺纱和/或非旋转储量)和/或发电缩减/负载脱落,从而导致网络各个部分的不同价格和能量可用性。在本文中,我们探索了一个随机编程(SP)模型,用于纳入应急和参数不确定性,并最大限度地提高预期的社会福利。与传统的安全受限的确定性编程(DP)模型进行比较,其中包括预先指定的中断列表(并忽略参数不确定性)。我们提供对DP模型的概率解释,该模型可以包含故障后追索活动,如负载脱落和发电调整(减少或利用储量).SP模型,随机不确定性(由蒙特卡罗采样技术创建)被解决为两个-Stage(基于追索功能(RF))问题,使用与弯曲分解的内部点对数屏障方法进行问题。在IEEE中尺度示例中验证了模型(具有300个节点/ 411分支)。

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