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Using Water Quality Models in Management - A Multiple Model Assessment, Analysis of Confidence, and Evaluation of Climate Change Impacts.

机译:在管理中使用水质模型-多种模型评估,信心分析和气候变化影响评估。

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摘要

Human impacts on the Chesapeake Bay through increased nutrient run-off as a result of land-use change, urbanization, and industrialization, have resulted in a degradation of water quality over the last half-century. These direct impacts, compounded with human-induced climate changes such as warming, rising sea-level, and changes in precipitation, have elevated the conversation surrounding the future of water quality in the Bay. The overall goal of this dissertation project is to use a combination of models and data to better understand and quantify the impact of changes in nutrient loads and climate on water quality in the Chesapeake Bay. This research achieves that goal in three parts.;First, a set of eight water quality models is used to establish a model mean and assess model skill. All models were found to exhibit similar skill in resolving dissolved oxygen concentrations as well as a number of dissolved oxygen-influencing variables (temperature, salinity, stratification, chlorophyll and nitrate) and the model mean exhibited the highest individual skill. The location of stratification within the water column was found to be a limiting factor in the models' ability to adequately simulate habitat compression resulting from low-oxygen conditions.;Second, two of the previous models underwent the regulatory Chesapeake Bay pollution diet mandated by the Environmental Protection Agency. Both models exhibited a similar relative improvement in dissolved oxygen concentrations as a result of the reduction of nutrients stipulated in the pollution diet. A Confidence Index was developed to identify the locations of the Bay where the models are in agreement and disagreement regarding the impacts of the pollution diet. The models were least certain in the deep part of the upper main stem of the Bay and the uncertainty primarily stemmed from the post-processing methodology.;Finally, by projecting the impacts of climate change in 2050 on the Bay, the potential success of the pollution diet in light of future projections for air temperature, sea level, and precipitation was examined. While a changing climate will reduce the ability of the nutrient reduction to improve oxygen concentrations, that effect is trumped by the improvements in dissolved oxygen stemming from the pollution diet itself. However, climate change still has the potential to cause the current level of nutrient reduction to be inadequate. This is primarily due to the fact that low-oxygen conditions are predicted to start one week earlier, on average, in the future, with the primary changes resulting from the increase in temperature.;Overall, this research lends an increased degree of confidence in the water quality modeling of the potential impact of the Chesapeake Bay pollution diet. This research also establishes the efficacy of utilizing a multiple model approach to examining projected changes in water quality while establishing that the pollution diet trumps the impact from climate change. This work will lead directly to advances in scientific understanding of the response of water quality, ecosystem health, and ecological resilience to the impacts of nutrient reduction and climate change.
机译:由于土地用途的变化,城市化和工业化,营养物质流失增加,对切萨皮克湾的人类影响导致了过去半个世纪的水质下降。这些直接影响,加上人为引起的气候变化,例如变暖,海平面上升和降水变化,加剧了围绕海湾水质未来的讨论。本研究项目的总体目标是使用模型和数据的组合,以更好地理解和量化切萨皮克湾养分负荷和气候变化对水质的影响。本研究分三个部分实现了该目标。首先,使用八个水质模型集来建立模型均值和评估模型技能。发现所有模型在解决溶解氧浓度以及许多影响溶解氧的变量(温度,盐度,分层,叶绿素和硝酸盐)方面显示出相似的技能,并且模型均值显示出最高的个人技能。发现水柱内分层的位置是模型充分模拟低氧条件导致的生境压缩的能力的限制因素。第二,先前的两个模型接受了切萨皮克湾污染饮食的控制环保局。由于污染饮食中规定的营养物质减少,两种模型在溶解氧浓度方面均表现出相似的相对改善。建立了置信度指数,以识别在模型上就污染饮食影响达成一致和不同意见的海湾位置。这些模型在海湾上部主干的较深部分不确定性最大,不确定性主要来自后处理方法。最后,通过预测2050年气候变化对海湾的影响,该模型的潜在成功根据未来对气温,海平面和降水的预测,对污染饮食进行了检查。虽然气候变化会降低养分减少的能力,以改善氧气浓度,但这种效果却被污染饮食本身所产生的溶解氧改善所抵消。但是,气候变化仍然有可能导致目前的营养减少水平不足。这主要是由于以下事实:低氧条件预计将在未来的一周内平均开始,随着温度的升高而发生主要变化。总体而言,这项研究使人们对低氧条件的信心提高了。切萨皮克湾污染饮食的潜在影响的水质模型。这项研究还建立了利用多模型方法来检查预计的水质变化的有效性,同时确定污染饮食要胜过气候变化的影响。这项工作将直接导致对水质,生态系统健康和生态适应力对养分减少和气候变化影响的反应的科学理解的进步。

著录项

  • 作者

    Irby, Isaac David.;

  • 作者单位

    The College of William and Mary.;

  • 授予单位 The College of William and Mary.;
  • 学科 Physical oceanography.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 206 p.
  • 总页数 206
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:54:23

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