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Estimating joint distributions of contaminants in United States community water system sources.

机译:估算美国社区水系统源中污染物的联合分布。

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摘要

The 1996 amendments to the U.S. Safe Drinking Water Act mandate revision of current maximum contaminant levels (MCLs) for various harmful substances in community drinking water supplies. A revised MCL for any contaminant must reflect a judicious compromise between the potential costs and benefits of lowering exposure. This evaluation requires detailed information about the occurrence of the contaminant and the costs and efficiencies of the available treatment technologies. Although community water systems must comply concurrently with the MCLs for over 80 regulated substances, regulations generally are set one contaminant at a time. The failure to consider the joint behaviors of multiple contaminants during the regulatory process can lead to mischaracterization of the actual costs and benefits.; In order to estimate more effectively the true costs and benefits of simultaneous compliance with standards for several contaminants, the U.S. Environmental Protection Agency is attempting to expand existing regulatory evaluation methods to account for multiple contaminants. Such technology requires not only the joint consideration of treatment options, but also the joint occurrence distributions of the contaminants. The purpose of this thesis is to develop and implement methods to assimilate contaminant co-occurrence information from a number of water quality databases.; This thesis begins by reviewing existing water quality modeling methodology, highlighting a number of trends that are not ideal from a statistical perspective. Through a detailed model comparison study for arsenic, it next establishes a reasonable structure for modeling a single contaminant. It then provides the requisite statistical and implementational theory for an extension of this model to the simultaneous consideration of multiple contaminants. It examines the performance of this extension relative to independent models, and presents modifications to the model that can be used to account for database heterogeneity. It then uses the models to make inferences about national contaminant levels, showing how these inferences can be sensitive to marginal versus joint modeling. Finally, it derives statistical theory allowing finished water concentrations to inform the model via the synthesis with models for treatment mechanisms. The methods presented in this thesis make significant progress in redressing all of the enumerated shortcomings of existing analyses.
机译:1996年《美国安全饮用水法》修正案要求修订社区饮用水供应中各种有害物质的当前最大污染物水平(MCL)。修订后的任何污染物的MCL必须反映出降低暴露的潜在成本与收益之间的明智折衷。该评估需要有关污染物的发生以及可用处理技术的成本和效率的详细信息。尽管社区水系统必须同时符合MCL的80多种受管制物质的规定,但法规通常一次设置一种污染物。未能在监管过程中考虑多种污染物的联合行为,可能导致对实际成本和收益的错误描述。为了更有效地估算同时符合多种污染物标准的真实成本和收益,美国环境保护署正在尝试扩展现有的法规评估方法,以解决多种污染物的问题。这样的技术不仅需要共同考虑处理方案,而且还需要污染物的联合发生分布。本文的目的是开发和实现吸收来自多个水质数据库的污染物共现信息的方法。本文首先回顾了现有的水质建模方法,从统计角度突出了一些不理想的趋势。通过对砷进行详细的模型比较研究,接下来,它建立了用于建模单个污染物的合理结构。然后,它为将该模型扩展到同时考虑多种污染物提供了必要的统计和实施理论。它检查了此扩展相对于独立模型的性能,并提出了可用于解释数据库异构性的模型修改。然后,使用模型对国家污染物水平进行推断,显示这些推断如何对边际模型与联合模型敏感。最后,它推导了统计理论,允许最终水的浓度通过综合处理机理模型告知模型。本文提出的方法在解决现有分析中列举的所有缺点方面取得了重大进展。

著录项

  • 作者

    Lockwood, John R., III.;

  • 作者单位

    Carnegie Mellon University.;

  • 授予单位 Carnegie Mellon University.;
  • 学科 Statistics.; Environmental Sciences.
  • 学位 Ph.D.
  • 年度 2001
  • 页码 225 p.
  • 总页数 225
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 统计学;环境科学基础理论;
  • 关键词

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