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Operationally Perfect Solar Power Forecasts: A Scalable Strategy to Lowest-Cost Firm Solar Power Generation

机译:运营上完美的太阳能发电预测:低成本企业太阳能发电的可扩展策略

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The SUNY solar irradiance forecast model is implemented in the SolarAnywhere platform. In this article, we evaluate its latest version and present a fully independent validation for climatically distinct individual US locations as well as one extended region. In addition to standard performance metrics such as mean absolute error or forecast skill, we apply a new operational metric that quantifies the lowest cost of operationally achieving perfect forecasts. This cost represents the amount of solar production curtailment and backup storage necessary to correct all over/under-prediction situations. This perfect forecast metric applies a recently developed algorithm to optimally transform intermittent renewable power generation into firm power generation with the optimal - least-cost – amount of curtailment and energy storage. We discuss how perfect forecast logistics can gradually evolve and scale up into firm solar power generation logistics, with the objective of cost-optimally displacing conventional [dispatchable] power generation.
机译:SUNY太阳辐照度预测模型是在SolarAnywhere平台中实现的。在本文中,我们将评估其最新版本,并针对气候独特的美国各个地点以及一个扩展区域提供完全独立的验证。除了平均绝对误差或预测技能等标准绩效指标外,我们还应用了一种新的运营指标,该指标量化了实现理想预测所需的最低成本。该成本代表了纠正所有过高/过低预测情况所需的太阳能生产缩减和备用存储的数量。这种完美的预测指标应用了最新开发的算法,可将间歇性可再生能源发电最佳地转换为具有最佳(最少成本)削减量和能源存储的固定发电。我们讨论了理想的预测物流如何逐步发展并逐步扩展为牢固的太阳能发电物流,目的是以成本优化的方式替代传统的[可调度]发电。

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