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Baseline and target values for regional and point PV power forecasts: Toward improved solar forecasting

机译:区域和点光伏发电预测的基线和目标值:改进太阳能预测

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Accurate solar photovoltaic (PV) power forecasting allows utilities to reliably utilize solar resources on their systems. However, to truly measure the improvements that any new solar forecasting methods provide, it is important to develop a methodology for determining baseline and target values for the accuracy of solar forecasting at different spatial and temporal scales. This paper aims at developing a framework to derive baseline and target values for a suite of generally applicable, value-based, and custom-designed solar forecasting metrics. The work was informed by close collaboration with utility and independent system operator partners. The baseline values are established based on state-of-the-art numerical weather prediction models and persistence models in combination with a radiative transfer model. The target values are determined based on the reduction in the amount of reserves that must be held to accommodate the uncertainty of PV power output. The proposed reserve-based methodology is a reasonable and practical approach that can be used to assess the economic benefits gained from improvements in accuracy of solar forecasting. The financial baseline and targets can be translated back to forecasting accuracy metrics and requirements, which will guide research on solar forecasting improvements toward the areas that are most beneficial to power systems operations. (C) 2015 Elsevier Ltd. All rights reserved.
机译:准确的太阳能光伏(PV)功率预测使公用事业公司能够可靠地利用其系统上的太阳能资源。但是,要真正衡量任何新的太阳预报方法所提供的改进,开发一种确定基线和目标值的方法对于不同时空尺度上太阳预报的准确性非常重要。本文旨在开发一个框架,以导出一组适用于一般情况,基于价值和定制设计的太阳预报指标的基线和目标值。与公用事业和独立系统操作员合作伙伴的密切合作为这项工作提供了信息。基线值是基于最新的数值天气预报模型和持续性模型以及辐射传递模型而建立的。目标值是根据必须保留的储备量的减少来确定的,以适应光伏发电的不确定性。所提出的基于储备的方法是一种合理且实用的方法,可用于评估从提高太阳预报准确性中获得的经济利益。财务基准和目标可以转换回预测准确性指标和要求,这将指导对太阳能预测改进的研究朝着对电力系统运营最有利的领域进行。 (C)2015 Elsevier Ltd.保留所有权利。

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