Inra, UMR1069, Sol Agro et hydrosystème Spatialisation , FR-35000 Rennes, France.
Environ Sci Technol. 2014 Jan 21;48(2):930-7. doi: 10.1021/es403723r. Epub 2014 Jan 7.
Recently developed measurement technologies can monitor surface water quality almost continuously, creating high-frequency multiparameter time series and raising the question of how best to extract insights from such rich data sets. Here we use spectral analysis to characterize the variability of water quality at the AgrHys observatory (Western France) over time scales ranging from 20 min to 12 years. Three years of daily sampling at the intensively farmed Kervidy-Naizin watershed reveal universal 1/f scaling for all 36 solutes, yielding spectral slopes of 1.05 ± 0.11 (mean ± standard deviation). These 36 solute concentrations show varying degrees of annual cycling, suggesting different controls on watershed export processes. Twelve years of daily samples of SO4, NO3, and dissolved organic carbon (DOC) show that 1/f scaling does not continue at frequencies below 1/year in those constituents, whereas a 12-year daily record of Cl shows a general 1/f trend down to the lowest measurable frequencies. Conversely, approximately 12 months of 20 min NO3 and DOC measurements show that at frequencies higher than 1/day, the spectra of these solutes steepen to slopes of roughly 3, and at time scales shorter than 2-3 h, the spectra flatten to slopes near zero, reflecting analytical noise. These results confirm and extend the recent discovery of universal fractal 1/f scaling in water quality at the relatively pristine Plynlimon watershed in Wales, further demonstrating the importance of advective-dispersive transport mixing in catchments. However, the steeper scaling at subdaily time scales suggests additional short-term damping of solute concentrations, potentially due to in-stream or riparian processes.
最近开发的测量技术可以几乎连续地监测地表水质量,创建高频多参数时间序列,并提出了如何从这些丰富的数据集中提取见解的问题。在这里,我们使用谱分析来描述法国西部 AgrHys 观测站的水质随时间变化的可变性,时间尺度从 20 分钟到 12 年不等。在集约化农场化的 Kervidy-Naizin 流域进行了三年的每日采样,揭示了所有 36 种溶质的普遍 1/f 标度,得出的谱斜率为 1.05±0.11(平均值±标准偏差)。这些 36 种溶质浓度表现出不同程度的年度循环,表明流域出口过程受到不同的控制。12 年的每日 SO4、NO3 和溶解有机碳(DOC)样本表明,1/f 标度在这些成分的频率低于 1/年时不会继续,而 Cl 的 12 年每日记录则显示出普遍的 1/f 趋势,降至可测量的最低频率。相反,大约 12 个月的 20 分钟 NO3 和 DOC 测量结果表明,在高于 1/天的频率下,这些溶质的谱线变得陡峭,斜率约为 3,在 2-3 小时以下的时间尺度下,谱线变平,斜率接近零,反映了分析噪声。这些结果证实并扩展了最近在威尔士相对原始的 Plynlimon 流域水质中发现的普遍分形 1/f 标度的发现,进一步证明了在集水区中,平流-弥散输运混合的重要性。然而,在亚日时间尺度上的更陡峭的标度表明溶质浓度存在额外的短期阻尼,这可能是由于流域内或河岸过程引起的。