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基于水质数据的不确定性下分水岭可靠性、弹性和脆弱性分析。

Watershed reliability, resilience and vulnerability analysis under uncertainty using water quality data.

机构信息

Department of Civil Engineering, Purdue University, West Lafayette, IN 47907, USA.

出版信息

J Environ Manage. 2012 Oct 30;109:101-12. doi: 10.1016/j.jenvman.2012.05.010. Epub 2012 Jun 12.

Abstract

A method for assessment of watershed health is developed by employing measures of reliability, resilience and vulnerability (R-R-V) using stream water quality data. Observed water quality data are usually sparse, so that a water quality time-series is often reconstructed using surrogate variables (streamflow). A Bayesian algorithm based on relevance vector machine (RVM) was employed to quantify the error in the reconstructed series, and a probabilistic assessment of watershed status was conducted based on established thresholds for various constituents. As an application example, observed water quality data for several constituents at different monitoring points within the Cedar Creek watershed in north-east Indiana (USA) were utilized. Considering uncertainty in the data for the period 2002-2007, the R-R-V analysis revealed that the Cedar Creek watershed tends to be in compliance with respect to selected pesticides, ammonia and total phosphorus. However, the watershed was found to be prone to violations of sediment standards. Ignoring uncertainty in the water quality time-series led to misleading results especially in the case of sediments. Results indicate that the methods presented in this study may be used for assessing the effects of different stressors over a watershed. The method shows promise as a management tool for assessing watershed health.

摘要

采用可靠性、弹性和脆弱性(R-R-V)度量方法,利用流域水质数据来评估流域健康状况。由于观测到的水质数据通常比较稀疏,因此通常使用替代变量(水流)来重建水质时间序列。本研究采用基于相关向量机(RVM)的贝叶斯算法来量化重建序列中的误差,并根据各种成分的既定阈值对流域状况进行概率评估。作为应用实例,利用了美国印第安纳州东北部雪松溪流域不同监测点的多种成分的观测水质数据。考虑到 2002-2007 年期间数据的不确定性,R-R-V 分析表明,雪松溪流域在选定的农药、氨和总磷方面趋于符合标准。然而,流域容易违反泥沙标准。忽略水质时间序列中的不确定性会导致误导性结果,尤其是在泥沙方面。结果表明,本研究中提出的方法可用于评估不同胁迫因素对流域的影响。该方法有望成为评估流域健康状况的管理工具。

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