1989
DOI: 10.1029/wr025i008p01771
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An optimization approach for groundwater quality monitoring network design

Abstract: The optimal sampling plan for groundwater quality monitoring is formulated as a mixed integer programming (MIP) problem. A sampling plan consists of the number and locations of sampling sites as well as the temporal sampling frequency. The MIP network problem is defined by the minimization of the variance of estimation error subject to resource and unbiasedness constraints. The mean and covariance of the spatial/temporal variable (chloride concentration measurements) are derived from the advection-dispersion e… Show more

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Cited by 142 publications
(113 citation statements)
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“…1 and 2) and the resulting difficulty in obtaining representative samples. The spatial sampling strategy thus has a strong impact on the result of any microbiological investigation of aquifers (Brockman and Murray 1997;Loaiciga et al 1992;Sievert et al 1999). Karst aquifer systems and other hydrogeological environments additionally show strong temporal variations, which require adapted temporal sampling strategies, e.g.…”
Section: Sampling Techniquesmentioning
confidence: 99%
“…1 and 2) and the resulting difficulty in obtaining representative samples. The spatial sampling strategy thus has a strong impact on the result of any microbiological investigation of aquifers (Brockman and Murray 1997;Loaiciga et al 1992;Sievert et al 1999). Karst aquifer systems and other hydrogeological environments additionally show strong temporal variations, which require adapted temporal sampling strategies, e.g.…”
Section: Sampling Techniquesmentioning
confidence: 99%
“…Examples can be found in the work of Bras and Rodríguez-Iturbe (1976), Rouhani (1985), Loaiciga (1989), Rouhani and Hall (1988), Pardo-Igúzquiza (1998), van Groenigen et al (1999), van Groenigen and Stein (1998), and Nunes et al (2004a, b).…”
Section: Introductionmentioning
confidence: 99%
“…As mentioned earlier, other objectives can drive the monitoring network design such as parameter estimation, model discrimination, and aquifer characterization. Figure 2 shows an augmented classification of the different objectives of monitoring networks, which builds around the classification given by Loaiciga et al (1992) for quality monitoring networks and extends it to include the other objectives discussed above. Classification of monitoring network objectives (or the purposes of having a monitoring well network).…”
Section: Review Of Monitoring Network Objectivesmentioning
confidence: 99%
“…As cited by Loaiciga et al (1992), Todd et al (1976) identified four objectives for groundwater quality monitoring activities: 1) ambient monitoring, 2) detection monitoring, 3) compliance monitoring, and 4) research monitoring. Ambient monitoring focuses on understanding the characteristics of regional groundwater quality variations over time.…”
Section: General Objectives Ofmentioning
confidence: 99%
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