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Economic merits of a state-of-the-art concentrating solar power forecasting system for participation in the Spanish electricity market

机译:用于西班牙电力市场的最先进的集中式太阳能预测系统的经济价值

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摘要

Forecasts of power production are necessary for the electricity market participation of Concentrating Solar Power (CSP) plants. Deviations from the production schedule may lead to penalty charges. Therefore, the accuracy of direct normal irradiance (DNI) forecasts is an important issue. This paper elaborates the mitigation impact on deviation penalties of an electricity production forecasting tool for the 50 MW_(e1) parabolic trough plant Andasol 3 in Spain. Only few commercial DNI forecast schemes are available nowadays. One of them, based on a model output statistics (MOS) forecast for the period July 2007 to December 2009, is assessed and compared to the zero cost 2-day persistence approach, which assumes yesterday's weather conditions and electricity generation also for the following day. The quality of the meteorological forecasts is analyzed both with forecast verification methods and from the perspective of a power plant operator. Using MOS, penalties in the study period are reduced by 47.6% compared to the 2-day persistence case. Finally, typical error patterns of existing MOS forecasts and their financial impact are discussed. Overall, the paper aims at quantifying the economic value of nowadays readily available numerical weather prediction in this use case. A special feature of our study is its focus on a real market case and the use of real data, rather than following a purely academic approach, and thus to provide some new insights regarding the economic benefit of using and improving state-of-the-art forecasting techniques.
机译:对于集中式太阳能发电厂(CSP)的电力市场参与而言,发电量的预测是必要的。偏离生产进度表可能会导致罚款。因此,直接法向辐照度(DNI)预报的准确性是一个重要问题。本文阐述了西班牙50 MW_(e1)抛物线槽式电站Andasol 3的电力生产预测工具对偏差惩罚的缓解影响。如今,仅有几种商业DNI预测方案可用。其中一项是根据2007年7月至2009年12月的模型输出统计(MOS)预测进行评估的,并将其与零成本2天持续性方法进行了比较,该方法假设昨天的天气情况和第二天的发电量。气象预报的质量既可以通过预报验证方法进行分析,也可以从电厂运营商的角度进行分析。与2天持续性案例相比,使用MOS可以使研究期间的处罚减少47.6%。最后,讨论了现有MOS预测的典型误差模式及其财务影响。总体而言,本文旨在量化此用例中当今随时可用的数值天气预报的经济价值。我们研究的一个特色是,它专注于真实的市场案例和真实数据的使用,而不是遵循纯粹的学术方法,从而提供了有关使用和改善现状的经济利益的一些新见解。艺术预测技术。

著录项

  • 来源
    《Solar Energy》 |2013年第7期|244-255|共12页
  • 作者单位

    CSP Services GmbH, Alte Gasse 3, 52143 Cologne, Germany;

    German Aerospace Center (DLR), German Remote Sensing Data Center, 82234 Oberpfaffenhofen, Germany;

    Institute for Future Energy Consumer Needs and Behavior (FCN), School of Business and EconomicslE.ON Energy Research Center, RWTH Aachen University Malhieustrasse 10, 52074 Aachen, Germany;

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

    Direct normal irradiance; DNI; Irradiance forecast; Model output statistics; Plant simulation; CSP-FoSyS;

    机译:直接正常辐照度;DNI;辐照度预测;模型输出统计;工厂模拟;CSP软件;

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