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

机译:决策树模型来估计地下水质量监测网络提供的信息价值

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摘要

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 use/not 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 use/not 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:当这种受污染的水用于烹饪目的时,用硝酸盐污染的地下水对婴儿产生严重的健康风险。为避免这种健康风险,人们需要知道他们的烹饪水是否受到污染。因此,需要设计有效的地下水监测网络,获取有关地下水条件的信息,并使用获取的信息来告知管理选项。这些行动需要时间,金钱和努力。本文提出了一种方法来估计位于含水层中的地下水质量监测网络提供的信息(VOI)的价值,其水在空间异质和不确定的健康风险。决策树模型描述了决策者面临决策者的结构和这些替代方案的预期结果。替代方案包括(i)忽略硝酸盐污染的水的健康风险,(ii)切换到替代水源,例如瓶装水,或(iii)实施先前设计的地下水质量监测网络,以考虑到含水层属性的不确定性,污染物运输过程和气候(Khader,2012)。 VOI估计是实施监测网络的预期成本与最低成本不合理的替代方案之间的差异。我们说明了虫族含水层,巴勒斯坦西岸,巴勒斯坦,其中甲虫血症血症(蓝宝综合征)是与主要污染物硝酸盐相关的主要健康问题。每种替代方案的预期成本估计是与替代方案产生的不确定结果相关的成本和概率(似然)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,人们是否遵守经理建议使用/不使用含水层水,以及人们是否从饮用受污染的水中生病。成果成本包括甲蛋白血症,购买瓶装水的医疗保健,以及地下水监测系统的安装和维护。在目前的甲蛋白血症和瓶装水成本为150美元/人和0.6美元/婴儿/日,决策树结果表明,建立建议地下水质量监测网络的预期成本超过了不合意替代品的预期成本,没有价值到信息监控系统提供。然而,如果甲虫血红蛋白血症成本上升至300美元/人或瓶装水成本增加至2.3美元/天/天,则将忽略健康风险或使用替代来源。同样,如果系统可以更准确地报告实际的含水层浓度和公众更完全遵守经理建议使用/不使用含水层,监控系统具有值。如果它还可以使用较大的人口或者可以减少其安装成本,因此系统也具有值,例如使用较少数量的监控井。 VOI分析显示了如何监控系统设计,准确性,安装和运营成本,公众对健康风险的认识,替代方案的成本,以及人口统计的共同影响实施系统以监控地下水质量的价值。

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