Please use this identifier to cite or link to this item:
https://hdl.handle.net/11499/4119
Title: | Simultaneous determination of aquifer parameters and zone structures with fuzzy c-means clustering and meta-heuristic harmony search algorithm | Authors: | Ayvaz, Mustafa Tamer. | Keywords: | Fuzzy c-means clustering Groundwater modeling Harmony search Inverse problems Optimum zone structure Parameter estimation Error analysis Fuzzy clustering Heuristic algorithms Optimization Sensitivity analysis Uncertainty analysis Harmony search algorithm Piezometric heads Zone structure Aquifers algorithm aquifer cluster analysis flow modeling fuzzy mathematics heuristics inverse problem optimization parameterization |
Abstract: | This study proposes an inverse solution algorithm through which both the aquifer parameters and the zone structure of these parameters can be determined based on a given set of observations on piezometric heads. In the zone structure identification problem fuzzy c-means (FCM) clustering method is used. The association of the zone structure with the transmissivity distribution is accomplished through an optimization model. The meta-heuristic harmony search (HS) algorithm, which is conceptualized using the musical process of searching for a perfect state of harmony, is used as an optimization technique. The optimum parameter zone structure is identified based on three criteria which are the residual error, parameter uncertainty, and structure discrimination. A numerical example given in the literature is solved to demonstrate the performance of the proposed algorithm. Also, a sensitivity analysis is performed to test the performance of the HS algorithm for different sets of solution parameters. Results indicate that the proposed solution algorithm is an effective way in the simultaneous identification of aquifer parameters and their corresponding zone structures. © 2007 Elsevier Ltd. All rights reserved. | URI: | https://hdl.handle.net/11499/4119 https://doi.org/10.1016/j.advwatres.2007.05.009 |
ISSN: | 0309-1708 |
Appears in Collections: | Mühendislik Fakültesi Koleksiyonu Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection |
Show full item record
CORE Recommender
SCOPUSTM
Citations
100
checked on Nov 16, 2024
WEB OF SCIENCETM
Citations
85
checked on Nov 21, 2024
Page view(s)
48
checked on Aug 24, 2024
Google ScholarTM
Check
Altmetric
Items in GCRIS Repository are protected by copyright, with all rights reserved, unless otherwise indicated.