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    Optimization of Water Quality Monitoring Networks

    Source: Journal of Water Resources Planning and Management:;1985:;Volume ( 111 ):;issue: 004
    Author:
    Richard N. Palmer
    ,
    Mary C. MacKenzie
    DOI: 10.1061/(ASCE)0733-9496(1985)111:4(478)
    Publisher: American Society of Civil Engineers
    Abstract: Water quality and biological monitoring provide an indication of the degree to which the natural environment has been affected by anthropogenic‐activities. Currently, this monitoring is both expensive and time‐consuming. A new cost‐effective approach to the design of aquatic monitoring networks is presented. Classical analysis of variance (ANOVA) techniques are reviewed and a modified ANOVA model with control station pairs is suggested. An interactive optimization procedure is presented that incorporates a modified gradient search algorithm to select designs which maximize the statistical power of a network for a specified budget or minimize the cost of a network for a specified statistical power requirement. The sensitivity of the model results are explofed as a function of the cost, the number of sampling stations, replicates, and occasions, the Type I and Type II error, estimates of data variance, and cost components for data describing an aquatic species from a New England power facility. It is shown that for specified power and cost, numerous solutions exist providing the designer with a wide selection of alternatives from which to choose.
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      Optimization of Water Quality Monitoring Networks

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    http://yetl.yabesh.ir/yetl1/handle/yetl/38752
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    contributor authorRichard N. Palmer
    contributor authorMary C. MacKenzie
    date accessioned2017-05-08T21:06:10Z
    date available2017-05-08T21:06:10Z
    date copyrightSeptember 1985
    date issued1985
    identifier other%28asce%290733-9496%281985%29111%3A4%28478%29.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/38752
    description abstractWater quality and biological monitoring provide an indication of the degree to which the natural environment has been affected by anthropogenic‐activities. Currently, this monitoring is both expensive and time‐consuming. A new cost‐effective approach to the design of aquatic monitoring networks is presented. Classical analysis of variance (ANOVA) techniques are reviewed and a modified ANOVA model with control station pairs is suggested. An interactive optimization procedure is presented that incorporates a modified gradient search algorithm to select designs which maximize the statistical power of a network for a specified budget or minimize the cost of a network for a specified statistical power requirement. The sensitivity of the model results are explofed as a function of the cost, the number of sampling stations, replicates, and occasions, the Type I and Type II error, estimates of data variance, and cost components for data describing an aquatic species from a New England power facility. It is shown that for specified power and cost, numerous solutions exist providing the designer with a wide selection of alternatives from which to choose.
    publisherAmerican Society of Civil Engineers
    titleOptimization of Water Quality Monitoring Networks
    typeJournal Paper
    journal volume111
    journal issue4
    journal titleJournal of Water Resources Planning and Management
    identifier doi10.1061/(ASCE)0733-9496(1985)111:4(478)
    treeJournal of Water Resources Planning and Management:;1985:;Volume ( 111 ):;issue: 004
    contenttypeFulltext
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