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Solving the Short-Term Scheduling Problem of Hydrothermal Systems via Lagrangian Relaxation and Augmented Lagrangian

机译:通过拉格朗日放松和增强拉格朗日的水热系统短期调度问题

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摘要

This paper addresses the short-term scheduling problem of hydrothermal power systems, which results in a large-scale mixed-integer nonlinear programming problem. The objective consists in minimizing the operation cost over a two-day horizon with a one-hour time resolution. To solve this difficult problem, a Lagrangian Relaxation (LR) based on variable splitting is designed where the resulting dual problem is solved by a Bundle method. Given that the LR usually fails to find a feasible solution, we use an inexact Augmented Lagrangian method to improve the quality of the solution supplied by the LR. We assess our approach by using a real-life hydrothermal configuration extracted from the Brazilian power system, proving the conceptual and practical feasibility of the proposed algorithm. In summary, the main contributions of this paper are (i) a detailed and compatible modelling for this problem is presented; (ii) in order to solve efficiently the entire problem, a suitable decomposition strategy is presented. As a result of these contributions, the proposed model is able to find practical solutions with moderate computational burden, which is absolutely necessary in the modern power industry.
机译:本文介绍了水热源系统的短期调度问题,导致大规模的混合整数非线性编程问题。目标包括最小化运营成本,在两天的地平线上以一小时的时间分辨率。为了解决这一难题,基于可变分裂的拉格朗日弛豫(LR)被设计为通过束法解决所得到的双问题。鉴于LR通常无法找到可行的解决方案,我们使用不精确的增强拉格朗日方法来提高LR提供的解决方案的质量。我们通过使用从巴西电力系统中提取的现实生活水热配置来评估我们的方法,证明了所提出的算法的概念和实际可行性。总之,本文的主要贡献是(i)介绍了这个问题的详细和兼容的建模; (ii)为了有效地解决整个问题,提出了合适的分解策略。由于这些贡献,所提出的模型能够找到具有中等计算负担的实用解决方案,这在现代电力行业绝对必要。

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