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A decision tree model to estimate the value of information provided by a groundwater quality monitoring network

机译:决策树模型,用于估算地下水质量监测网络提供的信息的价值

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Groundwater contaminated with nitrate poses a serious health risk to infants when this contaminated water is used for culinary purposes. To avoid this health risk, people need to know whether their culinary water is contaminated or not. Therefore, there is a need to design an effective groundwater monitoring network, acquire information on groundwater conditions, and use acquired information to inform management options. These actions require time, money, and effort. This paper presents a method to estimate the value of information (VOI) provided by a groundwater quality monitoring network located in an aquifer whose water poses a spatially heterogeneous and uncertain health risk. A decision tree model describes the structure of the decision alternatives facing the decision-maker and the expected outcomes from these alternatives. The alternatives include (i) ignore the health risk of nitrate-contaminated water, (ii) switch to alternative water sources such as bottled water, or (iii) implement a previously designed groundwater quality monitoring network that takes into account uncertainties in aquifer properties, contaminant transport processes, and climate (Khader, 2012). The VOI is estimated as the difference between the expected costs of implementing the monitoring network and the lowest-cost uninformed alternative. We illustrate the method for the Eocene Aquifer, West Bank, Palestine, where methemoglobinemia (blue baby syndrome) is the main health problem associated with the principal contaminant nitrate. The expected cost of each alternative is estimated as the weighted sum of the costs and probabilities (likelihoods) associated with the uncertain outcomes resulting from the alternative. Uncertain outcomes include actual nitrate concentrations in the aquifer, concentrations reported by the monitoring system, whether people abide by manager recommendations to useot use aquifer water, and whether people get sick from drinking contaminated water. Outcome costs include healthcare for methemoglobinemia, purchase of bottled water, and installation and maintenance of the groundwater monitoring system. At current methemoglobinemia and bottled water costs of $ 150/person and $ 0.6/baby/day, the decision tree results show that the expected cost of establishing the proposed groundwater quality monitoring network exceeds the expected costs of the uninformed alternatives and there is no value to the information the monitoring system provides. However, the monitoring system will be preferred to ignoring the health risk or using alternative sources if the methemoglobinemia cost rises to $ 300/person or the bottled water cost increases to $ 2.3/baby/day. Similarly, the monitoring system has value if the system can more accurately report actual aquifer concentrations and the public more fully abides by manager recommendations to useot use the aquifer. The system also has value if it will serve a larger population or if its installation costs can be reduced, for example using a smaller number of monitoring wells. The VOI analysis shows how monitoring system design, accuracy, installation and operating costs, public awareness of health risks, costs of alternatives, and demographics together affect the value of implementing a system to monitor groundwater quality.
机译:当硝酸盐污染的地下水用于烹饪时,会对婴儿构成严重的健康风险。为了避免这种健康风险,人们需要知道他们的烹饪水是否被污染。因此,需要设计有效的地下水监测网络,获取有关地下水状况的信息,并使用获取的信息来告知管理方案。这些动作需要时间,金钱和精力。本文提出了一种估算位于地下水层中的地下水质量监测网络提供的信息(VOI)值的方法,该含水层构成了空间异质性和不确定的健康风险。决策树模型描述了决策者面临的决策选择的结构以及这些选择的预期结果。替代方案包括(i)忽略受硝酸盐污染的水对健康的危害;(ii)改用瓶装水等替代水源;或(iii)实施先前设计的地下水质量监控网络,其中要考虑含水层特性的不确定性,污染物的运输过程和气候(Khader,2012年)。 VOI估计为实施监控网络的预期成本与成本最低的不知情的替代方案之间的差额。我们说明了巴勒斯坦西岸始新世含水层的方法,其中高铁血红蛋白血症(蓝色婴儿综合症)是与主要污染物硝酸盐有关的主要健康问题。每个替代方案的预期成本估计为与替代方案导致的不确定结果相关的成本和概率(可能性)的加权总和。不确定的结果包括含水层中的实际硝酸盐浓度,监测系统报告的浓度,人们是否遵守管理人员的建议使用/不使用含水层水以及人们是否因饮用被污染的水而生病。结果成本包括高铁血红蛋白血症的医疗保健,瓶装水的购买以及地下水监测系统的安装和维护。在当前的高铁血红蛋白血症和瓶装水成本为150美元/人和0.6美元/婴儿/天的情况下,决策树结果表明,建立拟议的地下水质量监测网络的预期成本超过了未获知的替代品的预期成本,没有任何价值。监视系统提供的信息。但是,如果高铁血红蛋白血症的费用增加到300美元/人或瓶装水的费用增加到2.3美元/婴儿/天,则首选监视系统而不考虑健康风险或使用其他来源。同样,如果监控系统可以更准确地报告实际含水层浓度,并且公众更充分地遵守管理者关于使用/不使用含水层的建议,则该监控系统也具有价值。如果该系统可服务于更大的人群或降低安装成本(例如使用较少数量的监控井),那么它也具有价值。 VOI分析显示了监视系统的设计,准确性,安装和运行成本,公众对健康风险的意识,替代品的成本以及人口统计信息如何影响实施监视地下水质量的系统的价值。

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