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Inferring lake depth using diatom assemblages in the shallow, seasonally variable lakes of the Nebraska Sand Hills (USA): Calibration, validation, and application of a 69-lake training set

机译:在内布拉斯加州沙丘(美国)的浅季节变化湖泊中使用硅藻组合推断湖泊深度:69湖训练集的校准,验证和应用

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摘要

The Nebraska Sand Hills are a distinctive eco-region in the semi-arid Great Plains of the western United States. The water table underlying the Sand Hills is part of the High Plains/ Ogallala aquifer, an important water resource for the central Great Plains. Lake levels are affected directly by fluctuations in the water table, which is recharged primarily by local precipitation and responds quickly to climatically induced changes in regional water balance. Instrumental records are available for only 50–100 years, and paleolimnological data provide important insights into the extremes and variability in moisture balance over longer time scales. A set of 69 lakes from across Nebraska was used to establish a statistical relationship between diatom community composition and water depth. This relationship was then used to develop a diatombased inference model for water depth using weighted averaging regression and calibration techniques. Development of the inference model was complicated by strong intra-seasonal variability in water depth and the linkages between depth and other limnologic characteristics, including alkalinity, water clarity and nutrient concentrations. Analysis of historical diatom communities from eight lakes allowed for the reconstruction of lake-level fluctuations over the past several thousand years. Comparisons of the more recent portion of these reconstructions with the instrumental Palmer Drought Severity Index (PDSI) showed that sediment records may not faithfully reflect short-term fluctuations in water level, except where sedimentation rates are very high. However, large and persistent changes in moisture availability were discernible even in longer, low-resolution records. Thus, diatoms are a useful addition to the tools available for understanding past drought in the central Great Plains, especially when trajectories of change are constrained by data from multiple sites or other proxies.
机译:内布拉斯加州沙丘是美国西部半干旱大平原的一个独特生态区。沙丘下面的地下水位是高平原/奥加拉拉含水层的一部分,高平原/大加拉拉含水层是大平原中部的重要水资源。湖泊水位直接受到地下水位波动的影响,而地下水位的波动主要是由当地的降水补给的,并且对气候引起的区域水平衡的变化做出了快速反应。仪器记录仅可使用50-100年,而古脂理学数据可为较长时期内水分平衡的极端和变化提供重要的见识。一组来自内布拉斯加州的69个湖泊被用来建立硅藻群落组成与水深之间的统计关系。然后,使用加权平均回归和校准技术,将该关系用于开发基于硅藻的水深推断模型。旺季内水深的强烈季节性变化以及深度与其他盐度特征(包括碱度,水的净度和养分浓度)之间的联系使推理模型的开发变得复杂。对来自八个湖泊的历史硅藻群落的分析使得过去几千年来的湖泊水位波动得以重建。将这些重建的较新部分与仪器的Palmer干旱严重程度指数(PDSI)进行比较,结果表明,除非沉积速率非常高,否则沉积物记录可能无法如实反映水位的短期波动。但是,即使在较长的低分辨率记录中,也仍然可以看到水分持续大量变化。因此,硅藻是有用的工具,可用于了解大平原中部过去的干旱,特别是当变化轨迹受到来自多个站点或其他代理的数据约束时。

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