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A novel two-stage stochastic programming model for uncertainty characterization in short-term optimal strategy for a distribution company

机译:分销公司短期最优策略不确定性特征的新型两阶段随机规划模型

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In order to supply the demands of the end users in a competitive market, a distribution company purchases energy from the wholesale market while other options would be in access in the case of possessing distributed generation units and interruptible loads. In this regard, this study presents a two stage stochastic programming model for a distribution company energy acquisition market model to manage the involvement of different electric energy resources characterized by uncertainties with the minimum cost. In particular, the distribution company operations planning over a day-ahead horizon is modeled as a stochastic mathematical optimization, with the objective of minimizing costs. By this, distribution company decisions on grid purchase, owned distributed generation units and interruptible load scheduling are determined. Then, these decisions are considered as boundary constraints to a second step, which deals with distribution company's operations in the hour-ahead market with the objective of minimizing the short-term cost. The uncertainties in spot market prices and wind speed are modeled by means of probability distribution functions of their forecast errors and the roulette wheel mechanism and lattice Monte Carlo simulation are used to generate scenarios. Numerical results show the capability of the proposed method. (C) 2016 Elsevier Ltd. All rights reserved.
机译:为了在竞争激烈的市场中满足最终用户的需求,配电公司从批发市场购买能源,而在拥有分布式发电机组和可中断负荷的情况下,其他选择也可以使用。在这方面,本研究为配电公司的能源获取市场模型提供了一个两阶段的随机规划模型,用于以最小的成本来管理以不确定性为特征的不同电能资源的参与。尤其是,将分销公司在日前范围内的运营计划建模为随机数学优化,目的是将成本降到最低。这样,就可以确定配电公司关于电网购买,拥有的分布式发电装置和可中断负荷调度的决策。然后,将这些决策视为第二步的边界约束,第二步处理分销公司在时光冲刺的市场中的运营,目的是最大限度地减少短期成本。利用其预测误差的概率分布函数对现货市场价格和风速的不确定性进行建模,并使用轮盘赌轮机制和蒙特卡罗模拟法生成情景。数值结果表明了该方法的有效性。 (C)2016 Elsevier Ltd.保留所有权利。

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