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Assessing the Value of Improved Load Forecasting and Coordinated Economic Dispatch in Central America

机译:评估中美洲改善负荷预测和协调经济调度的价值

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摘要

The global increase in renewable penetration within electricity grids leads to increased variability and uncertainty, which must be met through available ramping reserves. These reserves can be derived from several sources such as electro-chemical or mechanical storage, fast-ramping generators, demand response, or through purchases from neighboring grids. Reserve requirements can also be reduced through improved load and non-dispatchable generator forecasting.;Central America, a region leading the low-carbon energy transition, must contend with managing the increased uncertainty and variability coming from some of these sources. Further, consistent demand growth in the region has led to increasing capacity requirements. However, there is limited literature regarding system adequacy in the region using traditional planning metrics for capacity and flexibility. Further, there are opportunities for significant research contributions regarding how improved forecasting and cooperation could ease the low-carbon energy transition as well as reduce overall system costs, particularly for countries with high electricity prices such as Nicaragua and Costa Rica.;This dissertation evaluated the capacity adequacy and flexibility of three countries in Central America: Nicaragua, Costa Rica, and Panama. This dissertation focused on two methods of managing and improving the flexibility of an electricity grid. First, improved load forecasting methods for Nicaragua were constructed and compared to the existing dispatch forecast. A methodology was then constructed for measuring the value of improved forecasting for any country. In order to do so, Unit Commitment and Economic Dispatch simulations were conducted in order to evaluate how dispatch differs from imperfect and perfect forecasts. This dissertation also sought to study the impact of increased regional cooperation by quantifying the value of combining the dispatch scheduling processes of Nicaragua, Costa Rica, and Panama into a single centralized dispatch.;Overall, this dissertation provides a methodology for evaluating grid flexibility strategies (specifically improved forecasting methods and increased cooperation) and considers Nicaragua as a case study to examine how improved forecasting and cooperation impacts electricity grids with high renewable penetration.
机译:全球电网中可再生能源渗透率的提高导致可变性和不确定性增加,必须通过可用的增加储备来解决。这些储备可以来自多种来源,例如电化学或机械存储,快速升温的发电机,需求响应或通过从相邻电网购买而来。还可以通过改善负荷和不可调度的发电量预测来减少储备需求。中美洲这个低碳能源转型的领先地区,必须应对其中某些来源带来的不确定性和可变性增加的问题。此外,该地区需求的持续增长导致容量需求增加。但是,关于该地区使用容量和灵活性的传统计划指标的系统充分性的文献很少。此外,在改进的预测与合作如何能够缓解低碳能源过渡以及降低整体系统成本方面,尤其是对于尼加拉瓜和哥斯达黎加等电价高的国家,还有大量的研究机会。中美洲三个国家(尼加拉瓜,哥斯达黎加和巴拿马)的能力充足性和灵活性。本文主要研究两种管理和提高电网灵活性的方法。首先,构建了尼加拉瓜改进的负荷预测方法,并将其与现有调度预测进行比较。然后建立了一种方法,用于衡量任何国家改进预报的价值。为了做到这一点,进行了单位承诺和经济调度模拟,以评估调度与不完善和完善的预测有何不同。本论文还试图通过量化将尼加拉瓜,哥斯达黎加和巴拿马的调度计划流程合并为一个集中式调度的价值来研究增加区域合作的影响。总的来说,本论文提供了一种评估网格灵活性策略的方法( (特别是改进了预测方法并加强了合作)),并将尼加拉瓜作为案例研究,以研究改进的预测和合作如何对具有高可再生能源渗透率的电网产生影响。

著录项

  • 作者

    Suffian, Stephen Michael.;

  • 作者单位

    Villanova University.;

  • 授予单位 Villanova University.;
  • 学科 Energy.;Engineering.
  • 学位 Ph.D.
  • 年度 2018
  • 页码 198 p.
  • 总页数 198
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:53:23

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