Delineation of Groundwater Potential Using the Bivariate Statistical Models and Hybridized Multi-Criteria Decision-Making Models

被引:0
|
作者
Kocyigit, Musteyde Baduna [1 ]
Akay, Huseyin [1 ]
机构
[1] Gazi Univ, Fac Engn, Dept Civil Engn, TR-06570 Ankara, Turkiye
关键词
groundwater potential mapping; multi-criteria decision-making methods; bivariate statistics; frequency ratio; weight of evidence; Burdur Lake catchment; TOPSIS; LOGISTIC-REGRESSION; GIS; REGION; ZONES;
D O I
10.3390/w16223273
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Identifying groundwater potential zones in a basin and developing a sustainable management plan is becoming more important, especially where surface water is scarce. The main aim of the study is to prepare the groundwater potential maps (GWPMs) considering the bivariate statistical models of frequency ratio (FR), weight of evidence (WoE), and the multi-criteria decision-making (MCDM) model of Technique for Order Preference by Similarity to an Ideal Solution (TOPSIS) hybridized with FR and WoE. Two distance measures, Euclidean and Manhattan, were used in TOPSIS to evaluate their effect on GWPMs. The research focused on the Burdur Lake catchment located in the southwest of T & uuml;rkiye. In total, 74 wells with high yields were chosen randomly for the analysis, 52 (70%) for training, and 22 (30%) for testing processes. Sixteen groundwater conditioning factors were selected. The area under the receiver operating characteristic (AUROC) and true skill statistics (TSS) were utilized to examine the goodness-of-fit and prediction accuracy of approaches. The TOPSIS-WoE-Manhattan model and the FR and WoE models gave the best AUROC values of 0.915 and 0.944 for the training and testing processes, respectively. The best TSS values of 0.827 and 0.864 were obtained by the TOPSIS-FR-Euclidean and WoE models for the training and testing processes, respectively.
引用
收藏
页数:25
相关论文
共 50 条
  • [1] Groundwater Potential Zone Delineation Using Multi-criteria Decision-making Approach: A Case Study
    Rajaveni, S. P.
    Muniappan, N.
    JORDAN JOURNAL OF CIVIL ENGINEERING, 2023, 17 (03) : 365 - 381
  • [2] Delineation of Groundwater Potential Zones of Coastal Groundwater Basin Using Multi-Criteria Decision Making Technique
    Uday Mandal
    Satiprasad Sahoo
    Selva Balaji Munusamy
    Anirban Dhar
    Sudhindra N. Panda
    Amlanjyoti Kar
    Prasanta K. Mishra
    Water Resources Management, 2016, 30 : 4293 - 4310
  • [3] Delineation of Groundwater Potential Zones of Coastal Groundwater Basin Using Multi-Criteria Decision Making Technique
    Mandal, Uday
    Sahoo, Satiprasad
    Munusamy, Selva Balaji
    Dhar, Anirban
    Panda, Sudhindra N.
    Kar, Amlanjyoti
    Mishra, Prasanta K.
    WATER RESOURCES MANAGEMENT, 2016, 30 (12) : 4293 - 4310
  • [4] Using virtual environments and agent models in multi-criteria decision-making
    Bishop, Ian D.
    Stock, Christian
    Williams, Kathryn J.
    LAND USE POLICY, 2009, 26 (01) : 87 - 94
  • [5] Bivariate models of optimism and pessimism in multi-criteria decision-making based on intuitionistic fuzzy sets
    Chen, Ting-Yu
    INFORMATION SCIENCES, 2011, 181 (11) : 2139 - 2165
  • [6] Groundwater Potential Mapping in a Rural River Basin by Union (OR) and Intersection (AND) of Four Multi-criteria Decision-Making Models
    Mahato, Susanta
    Pal, Swades
    NATURAL RESOURCES RESEARCH, 2019, 28 (02) : 523 - 545
  • [7] Groundwater Potential Mapping in a Rural River Basin by Union (OR) and Intersection (AND) of Four Multi-criteria Decision-Making Models
    Susanta Mahato
    Swades Pal
    Natural Resources Research, 2019, 28 : 523 - 545
  • [8] Estimation of weights in multi-criteria decision-making optimization models
    Chyna, Vladislav
    Kuncova, Martina
    Seknickova, Jana
    PROCEEDINGS OF 30TH INTERNATIONAL CONFERENCE MATHEMATICAL METHODS IN ECONOMICS, PTS I AND II, 2012, : 355 - 360
  • [9] Evaluating demand forecasting models using multi-criteria decision-making approach
    Badulescu, Yvonne
    Hameri, Ari-Pekka
    Cheikhrouhou, Naoufel
    JOURNAL OF ADVANCES IN MANAGEMENT RESEARCH, 2021, 18 (05) : 661 - 683
  • [10] GIS-based multi-criteria decision-making techniques and analytical hierarchical process for delineation of groundwater potential
    Boutheina Farhat
    Dhekra Souissi
    Rabeb Mahfoudhi
    Ranya Chrigui
    Abdelaziz Sebei
    Abdallah Ben Mammou
    Environmental Monitoring and Assessment, 2023, 195