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Optimisation of water distribution system calibration parameters

Vid Bevčar (2016) Optimisation of water distribution system calibration parameters. MSc thesis.

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    Abstract

    Water distribution system (WDS) model parameters, as all mathematical models, need calibration, before practical results can be retrieved. In this thesis a multiobjective optimization approach to calibration is described. Firstly different parameter groupings are used to improve calibration stability. A genetic algorithm based optimization algorithm is used and in depth described. Since parameter uncertainty is an important part of calibration process, a standard FOSM method and a GA population statistics based method are used in the process. In addition, the analysis tools for calibration and model fitting validation are described. Calibration algorithm shows promising results when applied to hypothetical and real life calibration scenarios. Uncertainty analysis shows sub optimal, but still very useful results.

    Item Type: Thesis (MSc thesis)
    Keywords: water distribution system, calibration, multiobjective optimization
    Number of Pages: 109
    Language of Content: Slovenian
    Mentor / Comentors:
    Name and SurnameIDFunction
    prof. dr. Igor Kononenko237Mentor
    prof. dr. Franc SteinmanComentor
    Link to COBISS: http://www.cobiss.si/scripts/cobiss?command=search&base=51012&select=(ID=1537341635)
    Institution: University of Ljubljana
    Department: Faculty of Computer and Information Science
    Item ID: 3703
    Date Deposited: 21 Dec 2016 14:28
    Last Modified: 01 Feb 2017 09:59
    URI: http://eprints.fri.uni-lj.si/id/eprint/3703

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