Climate, Hydrology, and Nutrients Control the Seasonality of Si Concentrations in Rivers

IF 3.7 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES
Keira Johnson, Kathi Jo Jankowski, Joanna C. Carey, Lienne R. Sethna, Sidney A. Bush, Diane McKnight, William H. McDowell, Adam S. Wymore, Pirkko Kortelainen, Jeremy B. Jones, Nicholas J. Lyon, Hjalmar Laudon, Amanda E. Poste, Pamela L. Sullivan
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Abstract

The seasonal behavior of fluvial dissolved silica (DSi) concentrations, termed DSi regime, mediates the timing of DSi delivery to downstream waters and thus governs river biogeochemical function and aquatic community condition. Previous work identified five distinct DSi regimes across rivers spanning the Northern Hemisphere, with many rivers exhibiting multiple DSi regimes over time. Several potential drivers of DSi regime behavior have been identified at small scales, including climate, land cover, and lithology, and yet the large-scale spatiotemporal controls on DSi regimes have not been identified. We evaluate the role of environmental variables on the behavior of DSi regimes in nearly 200 rivers across the Northern Hemisphere using random forest models. Our models aim to elucidate the controls that give rise to (a) average DSi regime behavior, (b) interannual variability in DSi regime behavior (i.e., Annual DSi regime), and (c) controls on DSi regime shape (i.e., minimum and maximum DSi concentrations). Average DSi regime behavior across the period of record was classified accurately 59% of the time, whereas Annual DSi regime behavior was classified accurately 80% of the time. Climate and primary productivity variables were important in predicting Average DSi regime behavior, whereas climate and hydrologic variables were important in predicting Annual DSi regime behavior. Median nitrogen and phosphorus concentrations were important drivers of minimum and maximum DSi concentrations, indicating that these macronutrients may be important for seasonal DSi drawdown and rebound. Our findings demonstrate that fluctuations in climate, hydrology, and nutrient availability of rivers shape the temporal availability of fluvial DSi.

Abstract Image

气候、水文和营养物质控制着河流中硅浓度的季节性变化
河流溶解二氧化硅(DSi)浓度的季节性变化被称为 DSi 状态,它介导着向下游水域输送 DSi 的时间,从而影响着河流的生物地球化学功能和水生群落状况。之前的研究发现,北半球的河流存在五种不同的 DSi 体系,许多河流随着时间的推移呈现出多种 DSi 体系。在小尺度上,DSi 状态行为的几个潜在驱动因素已被确定,包括气候、土地覆盖和岩性,但对 DSi 状态的大尺度时空控制尚未确定。我们在北半球近 200 条河流中使用随机森林模型评估了环境变量对 DSi 机制行为的作用。我们的模型旨在阐明导致以下情况的控制因素:(a)DSi 体系的平均行为;(b)DSi 体系行为的年际变化(即 DSi 年变化);以及(c)DSi 体系形状的控制因素(即 DSi 浓度的最小值和最大值)。在整个记录期间,59%的时间对平均 DSi 体系行为进行了准确分类,而 80%的时间对年度 DSi 体系行为进行了准确分类。气候和初级生产力变量对预测平均 DSi 体系行为很重要,而气候和水文变量对预测年度 DSi 体系行为很重要。氮和磷的中位浓度是 DSi 浓度最小值和最大值的重要驱动因素,这表明这些宏量营养元素可能对 DSi 的季节性下降和反弹很重要。我们的研究结果表明,河流的气候、水文和营养物质可用性的波动决定了河川 DSi 的时间可用性。
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来源期刊
Journal of Geophysical Research: Biogeosciences
Journal of Geophysical Research: Biogeosciences Earth and Planetary Sciences-Paleontology
CiteScore
6.60
自引率
5.40%
发文量
242
期刊介绍: JGR-Biogeosciences focuses on biogeosciences of the Earth system in the past, present, and future and the extension of this research to planetary studies. The emerging field of biogeosciences spans the intellectual interface between biology and the geosciences and attempts to understand the functions of the Earth system across multiple spatial and temporal scales. Studies in biogeosciences may use multiple lines of evidence drawn from diverse fields to gain a holistic understanding of terrestrial, freshwater, and marine ecosystems and extreme environments. Specific topics within the scope of the section include process-based theoretical, experimental, and field studies of biogeochemistry, biogeophysics, atmosphere-, land-, and ocean-ecosystem interactions, biomineralization, life in extreme environments, astrobiology, microbial processes, geomicrobiology, and evolutionary geobiology
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