Delineation of groundwater potentials of Sfax region, Tunisia, using fuzzy analytical hierarchy process, frequency ratio, and weights of evidence models

被引:30
作者
Boughariou, Emna [1 ]
Allouche, Nabila [1 ]
Ben Brahim, Fatma [1 ,2 ]
Nasri, Ghada [1 ]
Bouri, Salem [1 ,3 ]
机构
[1] ENI Sfax, LR3E, Sfax, Tunisia
[2] Univ Gabes, Fac Sci Gabes, Gabes, Tunisia
[3] Univ Sfax, Fac Sci Sfax, Sfax, Tunisia
关键词
Groundwater potential; Fuzzy analytical hierarchy process; Frequency ratio; Weights of evidence; Water management; Tunisia; GEOGRAPHICAL INFORMATION-SYSTEM; OF-EVIDENCE; LOGISTIC-REGRESSION; MULTICRITERIA EVALUATION; AQUIFER VULNERABILITY; SPATIAL-ANALYSIS; COASTAL AQUIFER; NEURAL-NETWORKS; DRASTIC MODEL; RANDOM FOREST;
D O I
10.1007/s10668-021-01270-x
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Groundwater in semiarid regions is of extreme importance due to limited water resources and increasing population demand. Hence, a better knowledge of aquifer potentialities is required for better management of this precious resource. This study aims to assess the groundwater potential map (GPM) by both statistical methods and geographical information system (GIS) in Sfax region, Tunisia. A number of 11,868 wells in the region were mapped in GIS and divided into two data sets: 8308 wells (70%) were selected in a random way and defined as training, wells while the remaining ones (3560 as 30%) were considered as testing wells for model validation. First, the groundwater conditioning factors, namely altitude, slope, lithology, drainage density, lineament density and land use maps, were evaluated and then processed by the fuzzy analytical hierarchy process (FAHP), frequency ratio (FR), and weights of evidence (WOE) statistical models. Then, the groundwater potential index (GWPI) was generated from an overlap of the weighted and rated of all the conditioning factors for the three methods. The groundwater potential maps were produced in ArcGIS 10.3 for the three models and classified by means of the quantile classification method. As a final step, the receiver operating characteristics (ROC) curves validated these maps. The validation results show from the areas under the curves (AUC) that the WOE model (AUC = 71.4%) performs similarly to the FR model (AUC = 71.1%), and both are slightly better than the FAHP (AUC = 65.1%) model. Thus, the delineation of groundwater potential zones supports the decision makers for the management of the aquifer exploitation. The appropriate groundwater potential map is established for a suitable management and a better planning of the water resources. Preventive works in low potential coastal areas should be conducted in the present and considered for a long-term management. Given the close results of the three adopted methods, it is possible to apply them in other regions with a consideration of their specific characteristics.
引用
收藏
页码:14749 / 14774
页数:26
相关论文
共 67 条
[1]   Application of probabilistic-based frequency ratio model in groundwater potential mapping using remote sensing data and GIS [J].
Abd Manap, Mohamad ;
Nampak, Haleh ;
Pradhan, Biswajeet ;
Lee, Saro ;
Sulaiman, Wan Nor Azmin ;
Ramli, Mohammad Firuz .
ARABIAN JOURNAL OF GEOSCIENCES, 2014, 7 (02) :711-724
[2]   Groundwater potential mapping at northeastern Wasit and Missan governorates, Iraq using a data-driven weights of evidence technique in framework of GIS [J].
Al-Abadi, Alaa M. .
ENVIRONMENTAL EARTH SCIENCES, 2015, 74 (02) :1109-1124
[3]   Validation of two applied methods of groundwater vulnerability mapping: application to the coastal aquifer system of Southern Sfax (Tunisia) [J].
Allouche, Nabila ;
Ben Brahim, Fatma ;
Gontara, Mona ;
Khanfir, Hafedh ;
Bouri, Salem .
JOURNAL OF WATER SUPPLY RESEARCH AND TECHNOLOGY-AQUA, 2015, 64 (06) :719-737
[4]   Development and testing of three hybrid methods for the assessment of aquifer vulnerability to nitrates, based on the drastic model, an example from NE Korinthia, Greece [J].
Antonakos, A. K. ;
Lambrakis, N. J. .
JOURNAL OF HYDROLOGY, 2007, 333 (2-4) :288-304
[5]   The weight of interaction of mining activities: groundwater in environmental impact assessment using fuzzy analytical hierarchy process (FAHP) [J].
Aryafar, A. ;
Yousefi, S. ;
Ardejani, F. Doulati .
ENVIRONMENTAL EARTH SCIENCES, 2013, 68 (08) :2313-2324
[6]   Determination of the origins and recharge rates of the Sfax aquifer system (southeastern Tunisia) using isotope tracers [J].
Ayadi, Rahma ;
Zouari, Kamel ;
Saibi, Hakim ;
Trabelsi, Rim ;
Khanfir, Hafedh ;
Itoi, Ryuichi .
ENVIRONMENTAL EARTH SCIENCES, 2016, 75 (08)
[7]   Hydrochemical analysis and evaluation of groundwater quality of a Mio-Plio-Quaternary aquifer system in an arid regions: case of El Hancha, Djebeniana and El Amra regions, Tunisia [J].
Ben Brahim, Fatma ;
Bouri, Salem ;
Khanfir, Hafedh .
ARABIAN JOURNAL OF GEOSCIENCES, 2013, 6 (06) :2089-2102
[8]  
Bonham-Carter G.F, 1994, COMPUT METHODS GEOSC, V13, P398
[9]   Tectonic evolution of the northern African margin in Tunisia from paleostress data and sedimentary record [J].
Bouaziz, S ;
Barrier, E ;
Soussi, M ;
Turki, MM ;
Zouari, H .
TECTONOPHYSICS, 2002, 357 (1-4) :227-253
[10]   Hydrochemical and statistical studies of the groundwater salinization combined with MODPATH numerical model: case of the Sfax coastal aquifer, Southeast Tunisia [J].
Boughariou, Emna ;
Bahloul, Moez ;
Jmal, Ikram ;
Allouche, Nabila ;
Makni, Jalila ;
Khanfir, Hafedh ;
Bouri, Salem .
ARABIAN JOURNAL OF GEOSCIENCES, 2018, 11 (04) :1-13