降雪量变化对水电和太阳能季节性互补的影响

A. Marshall, Jie Chen
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引用次数: 4

摘要

为了保证脱碳能源系统的可靠性,可变可再生能源在多个时间尺度上的互补性至关重要。在这项研究中,我们研究了这样一个假设,即降雪的降水比例(SWE/P)的减少会增加美国西部水电和太阳能发电的月度互补性。我们重点研究了123座水坝,占发电量的93%,我们发现这些资源在大约一半的水坝中是季节性互补的,如相关系数(ρ)的符号所示。正如假设的那样,各个水坝的平均SWE/P通常与ρ正相关,但ρ对SWE/P的依赖是非线性的,SWE/P只解释了互补方差的适度部分。评估了各坝区2002-2020年年ρ对SWE/P年际变化的依赖性;这些关系在72%的水坝中是正的,但在单个水坝的水平上没有统计学意义。最后,在系统尺度上,ρ与SWE/P显著相关,比总水力发电量对SWE/P的依赖关系更强。值得注意的是,ρ和SWE/P之间的系统尺度关系在时间域后半段(2012-2020)发生了显著变化,SWE/P的斜率更陡,方差占比更大。这些结果说明了SWE/P、水电和太阳能的月互补性之间的历史关系,这些关系的复杂性由于降雪、流域水文和水库管理,以及SWE/P与水电发电时间之间的变化关系。就水电和太阳能发电的互补性对SWE/P的响应而言,SWE/P的预期下降可能表明更大的季节性互补性,但在太阳能发电最高时可用于负载平衡的水电减少。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Impacts of changing snowfall on seasonal complementarity of hydroelectric and solar power
Complementarity of variable renewable energy sources at multiple temporal scales is important in order to ensure reliability of a decarbonizing energy system. In this study, we investigate the hypothesis that a decrease in the fraction of precipitation falling as snow (SWE/P) would increase monthly complementarity of hydro and solar power generation in the western U.S. With a focus on 123 dams responsible for 93% of generation, we found that these resources are seasonally complementary at about half of dams, as indicated by the sign of correlation coefficients (ρ). As hypothesized, average SWE/P at individual dams was generally positively correlated with ρ, but the dependence of ρ on SWE/P was non-linear and SWE/P only explained a modest portion of the variance in complementarity. At each dam, the dependence of annual ρ on interannual variations in SWE/P between 2002–2020 was assessed; these relationships were positive at 72% of dams but not statistically significant at the level of individual dams. Finally, at the system scale ρ was significantly related to SWE/P, with a stronger relationship observed than the dependence of total hydropower generation on SWE/P. Notably, the system-scale relationship between ρ and SWE/P changed dramatically in the latter part of the temporal domain (2012–2020), with a much steeper slope and greater fraction of variance explained by SWE/P. These results illustrate the historical relationship between SWE/P, monthly complementarity of hydro and solar power, complexities of these relationships due to snow and watershed hydrology and reservoir management, and a change in the observed relationship between SWE/P and hydropower generation timing. To the extent that hydro and solar power generation complementarity is responsive to SWE/P, expected declines in SWE/P may indicate greater seasonal complementarity but reduced hydropower available for load-balancing when solar power generation is highest.
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