2013
DOI: 10.5194/hess-17-1797-2013
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A decision tree model to estimate the value of information provided by a groundwater quality monitoring network

Abstract: Abstract. 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 e… Show more

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Cited by 21 publications
(14 citation statements)
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“…The design of a sensor network uses the same concepts as experimental design (Kiefer and Wolfowitz, 1959;Fisher, 1974). The design should ensure that the data are sufficient and representative, and can be used to derive the conclusions required from the measurements (EPA, 2002), or to assess the water status of a river system (EC, 2000).…”
Section: Main Principles Of Network Designmentioning
confidence: 99%
See 1 more Smart Citation
“…The design of a sensor network uses the same concepts as experimental design (Kiefer and Wolfowitz, 1959;Fisher, 1974). The design should ensure that the data are sufficient and representative, and can be used to derive the conclusions required from the measurements (EPA, 2002), or to assess the water status of a river system (EC, 2000).…”
Section: Main Principles Of Network Designmentioning
confidence: 99%
“…Following the same line of ideas, Khader et al (2013) proposed the use of decision trees to account for the development of a sensor network for water quality in drinking groundwater applications. VOI is a straightforward methodology to establish present causes and consequences of scenarios with different types of actions, including the expected effect of additional information.…”
Section: Value Of Informationmentioning
confidence: 99%
“…Khader et al . [] developed a method to estimate the VOI of a groundwater monitoring network for an aquifer with spatial heterogeneity for health risk using decision trees.…”
Section: Introductionmentioning
confidence: 99%
“…However, PRIM is generally employed when the output space is partitioned in two possibilities-vulnerable or nonvulnerable. Other example applications of these alternative approaches include risk-based decision making to characterize contaminant plumes by Boso et al [2013], and the use of decision tree models for estimating the value of information provided by a groundwater quality monitoring network by Khader et al [2013].…”
Section: Introductionmentioning
confidence: 99%