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Efficient Tabu Search Procedure for Short-Term Planning of Large-Scale Hydropower Systems

机译:大型水电系统短期规划的禁忌搜索程序

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摘要

Short-term hydrogeneration scheduling aims at minimizing water consumption for the next 7-15 days on an hourly basis, while satisfying the electrical load as well as many operational, regulatory, and safety requirements. In an ever-changing environment, planners need to make decisions quickly and often adapt their schedules to new conditions. They need a tool that is fast, reactive, and flexible. This paper presents a new solution approach that provides, within a few minutes of computation, near-optimal solutions to hard problems, in which one seeks to determine the number of committed generating units and turbined and spilled flows on an hourly basis for a planning horizon of 10 days. Our solution approach is based on tabu search with new neighborhoods, allowing simultaneous modifications for several plants and time periods. It can handle multiobjective problems, as well as nonlinear and nonconvex constraints. A decomposition mechanism allows parallelism and search acceleration for long horizons and large production systems. Computational experiments on real instances from Hydro-Quebec show that even with the most naive initial solution, our approach finds solutions almost as good as mixed integer linear programming solutions up to 235 times faster than conventional solvers and with less modeling limitations. Starting from a previous planning solution yields even better results.
机译:短期加氢计划的目的是每小时减少接下来7-15天的耗水量,同时满足电力负荷以及许多运行,法规和安全要求。在瞬息万变的环境中,计划人员需要快速做出决策,并经常使他们的日程安排适应新的条件。他们需要一种快速,反应迅速且灵活的工具。本文提出了一种新的解决方案方法,该方法在计算的几分钟内提供了针对难题的近乎最佳的解决方案,其中,人们试图确定每小时的已承诺发电机组以及涡轮和溢流的数量,以用于规划范围10天。我们的解决方案基于对新社区的禁忌搜索,可以同时修改多个工厂和时间段。它可以处理多目标问题,以及非线性和非凸约束。分解机制允许长距离和大型生产系统的并行性和搜索加速。在来自Hydro-Quebec的真实实例上的计算实验表明,即使使用最幼稚的初始解决方案,我们的方法也能找到与混合整数线性规划解决方案几乎一样好的解决方案,其速度比传统求解器快235倍,并且建模限制更少。从先前的规划解决方案开始,可以产生更好的结果。

著录项

  • 来源
    《Journal of Water Resources Planning and Management》 |2019年第7期|04019025.1-04019025.10|共10页
  • 作者单位

    Polytech Montreal, Dept Math & Ind Engn, Montreal, PQ H3T 1J4, Canada;

    Polytech Montreal, Dept Math & Ind Engn, Montreal, PQ H2Z 1A4, Canada;

    Hydro Quebec Prod, Blvd Rene Levesque, Montreal, PQ H2Z 1A4, Canada;

    Hydro Quebec Prod, Blvd Rene Levesque, Montreal, PQ H3T 1J4, Canada;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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