Probabilistic Assessment of Narrowband vs Broadband Solar Irradiance Temporal Variability in Ottawa

N. Anderson, V. Tatsiankou, K. Hinzer, R. Beal, H. Schriemer
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Abstract

Using a recently-created database for Ottawa, Canada, a 9-month longitudinal study of the solar irradiance, measured with a custom spectral pyranometer every 250ms, was conducted with a specific focus on comparing the narrowband and broadband response to the temporal variability. Deterministic diurnal and orbital dependencies of the spectral irradiance were removed by clear sky normalization, and the resulting clear sky index was forward differenced across time steps ranging from the sub-second to ~30 minutes. The stochastic behavior of this spectral clear sky index increment was assessed by kernel density estimates of the probability distributions for data from each of the nine narrow wavelength channels of the spectral pyranometer and the derived broadband global horizontal irradiance (GHI). Scaling analyses of their peak densities and their full widths at half maximum (FWHM) with increment time step revealed power law scaling with consistent stationary breaks at very-short and short times. Broadband scaling was consistent with some narrowband dependencies, but not with others, which may reflect the wavelength dependence of different sky conditions. The existence of three distinct scaling regimes, each of which coincides with an operationally significant time period (primary/secondary control, automatic generation control, and real time market dispatch), has implications for short term probabilistic forecasting.
渥太华窄带与宽带太阳辐照度时间变率的概率评估
利用最近为加拿大渥太华建立的数据库,对太阳辐照度进行了为期9个月的纵向研究,用定制的光谱辐射计每250毫秒测量一次,重点比较了窄带和宽带对时间变化的响应。通过晴空归一化去除光谱辐照度的确定性日、轨道依赖性,得到晴空指数在亚秒到~30分钟的时间步长上正演差分。光谱晴空指数增量的随机行为通过光谱高强计9个窄波长通道数据概率分布的核密度估计和推导出的宽带全球水平辐照度(GHI)来评估。对它们的峰密度和半峰全宽随时间步长增加的标度分析表明,它们的幂律标度在很短和很短的时间内具有一致的平稳中断。宽带尺度与某些窄带依赖性一致,但与其他窄带依赖性不一致,这可能反映了不同天象条件下的波长依赖性。存在三种不同的标度机制,每一种都与运行的重要时间段相吻合(一级/二级控制、自动发电控制和实时市场调度),这对短期概率预测有影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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