Introduction

Over the past 40 years, environmental isotopes such as deuterium and oxygen-18 have been widely used in groundwater hydrology. These isotopes are directly influenced by atmospheric processes and groundwater recharge sources. They have also been used to assess various components of the natural hydrological cycle including: determining the hydrogeological characteristics of aquifers, the sources of water in the unsaturated zone and in groundwater flow systems, groundwater flow dynamics and the interconnections between water sources (such as groundwater and surface water) and the atmosphere (Mook 2001; Blasch and Bryson 2007; Vasanthavigar et al. 2012; Chiogna et al. 2014). Additionally, these environmental isotopes have been extensively used to assess the hydroenvironmental issues associated with groundwater contamination (Krishnaraj et al. 2011; Sanchez et al. 2015; Al-Charideh and Kattaa 2016; Edirisinghea et al. 2016; Isawi et al. 2016; Gomaah et al. 2016; Mokadem et al. 2016).

Despite the complexity of water circulation within the hydrological cycle, there is a strong relationship between levels of the deuterium and oxygen-18 at a local scale to values of global scale, which is a linear relationship throughout the earth for ocean/seawater, vapour in the atmosphere and precipitation in different regions of the world and is called global meteoric water line (GMWL) (Mook 2001; Ferronsky and Polyakov 2012). The widely used mathematical relationship for the GMWL, which was developed by Craig (1961) and modified by Rozanski et al. (1993), is in accordance with the following equations:

$$ \updelta^{2} {\text{H}} = \,8*\updelta^{18} {\text{O}} + \,10\,\permille\,\quad \left({{\text{Craig }}1961} \right) $$
(1)
$$ \updelta^{2} {\text{H}} = \,\left({8.17\, \pm \,0.06} \right)\,*{\text{O}}^{18}\updelta + \,\left({10.35\, \pm \,0.65} \right)\,\permille\,\quad({\text{Rozanski }}1993) $$
(2)

The intercept of the above equations is called the deuterium excess (D-excess), as shown in the following relationship (Dansgaard 1964):

$$ {\text{D-excess}} =\updelta^{2} {\text{H }}{-} \, 8*\updelta^{18} {\text{O}} $$
(3)

In addition to the GMWL, a local meteoric water line (LMWL) can be defined. The LMWL represents the δ2H and δ18O values in local rainfall for meteoric waters feeding a groundwater system, accounting to regional variations of the above relationship (Krishnaraj et al. 2011; Chiogna et al. 2014; Sanchez et al. 2015; Al-Charideh and Kattaa 2016; Edirisinghea et al. 2016; Jilali et al. 2016; Isawi et al. 2016; Gomaah et al. 2016; Mokadem et al. 2016; Peng et al. 2016). Therefore, plotting the relationship between the δ2H and δ18O values for groundwater along the LMWL and GMWL as a references is commonly used for assessing the hydrogeological factors that influence groundwater recharge and its composition (Adomako et al. 2011; Krishnaraj et al. 2011; Hamed and Dahri 2013; Ammar et al. 2016; Fynn et al. 2016; Tiwari et al. 2016). Although the D-excess values in most places around the world are about 10‰, some areas may have different slopes and intercepts due to different rainfall evaporation conditions in various air mass sources (Gat 1980; Sakai and Matsubaya 1977) and the D-excess values used to identify the meteoric water source that influences groundwater recharge (Celle-Jeanton et al. 2001; Blasch and Bryson 2007; Krishnaraj et al. 2011; Hamed and Dahri 2013; Dhaoui et al. 2016).

However, the investigation of the δ2H and δ18O values for the groundwater of the Gaza Strip as well as the study area has not been previously carried out and studied.

The first objective of this study is to establish the local meteoric water line (LMWL) for the rainfall in study area and the entire Gaza Strip from the available δ2H and δ18O values in precipitation, while the second and third objectives are to compare the isotopic composition of the groundwater evaporation line (GEL) with the LMWL to that of the global meteoric line (GMWL) and to evaluate the relationship between the δ18O values and the D-excess values in the groundwater of Khan Younis City, southern the Gaza Strip, Palestine.

Study area

General information

The study area for this research is Khan Younis City. The city is located in the southern part of the Gaza Strip (Fig. 1) at a latitude of 31,3439 (31°, 20′, 38.040″) north and a longitude of 34,3025 (34°, 18′, 9.000″) east. The city is generally flat and covers an area of about 6.5 km2 with topographic elevation ranging from about 54 to 76 m above the mean sea level (UNEP 2009). In 2016, the population of the city was about 236,235 inhabitants (PCBS 2012). The soil type is classified as a loessal sandy, calcaric arenosols–sandy clay loam soil type. This soil type is a transitional zone between arenosolic sandy soils and calcaric (loess) soils that have a texture of a calcareous loamy sand (Shomar et al. 2005).

Fig. 1
figure 1

Location map of the study area (http://mapsof.net/gaza-strip/gaza-strip-cities-map)

Khan Younis City is a semi-arid Mediterranean-type climate (Csa in the Köppen classification system) with an average annual rainfall of about 281.24 mm/year for the period from 1973 up to 2015. Average temperature values for the last 20 years have indicated that the average mean daily temperature ranges from 31.9 °C in summer (August) to 10.3 °C in winter (January), with an annual average solar radiation of about 18.32 MJ/cm2/day. The 20-year maximum mean monthly relative humidity is about 76% in June, and minimum mean monthly relative humidity is about 62% in December (Eshtawi 2015).

Groundwater system

Khan Younis City depends entirely on groundwater for various domestic and drinking purposes. The city does not have any other water supply source. Due to high water demand and overpumping (heavy pumping and low recharge from rainfall during the last 50 years), the groundwater aquifer beneath the city has been overexploited (CAMP 2000). Recharge for the groundwater system originates from the direct infiltration of rainfall, untreated wastewater from cesspits and the irrigation returns from nearby surrounding agricultural areas and groundwater flow from the eastern boundary of the area (Al-Agha 2005).

The aquifer beneath the city is part of the coastal aquifer basin located in the eastern coast of the Mediterranean Sea. It is classified as an unconfined shallow aquifer that receives rainfall recharge (i.e. the groundwater resource would be renewable under conditions where groundwater pumping was controlled). The volume of water stored in the aquifer varies annually and seasonally depending on rainfall intensity and water abstraction. The thickness of the aquifer is between 60 and 120 m. It is generally 10–15 km wide and consists of Pleistocene age Kurkar Group deposits including calcareous and silty sandstones, silts, clays, unconsolidated sands and conglomerates. The top of Saqiya Formation of Tertiary age forms the base of the unconfined aquifer. This formation consists of a thick sequence of marls, clay stones and shales that slopes towards the sea, with a low permeability, and is a 400–1000-m-thick wedge beneath ground surface (CAMP 2000).

A recent hydrochemical study by Abu Jabal et al. (2015) has indicated that the prevalent water type in groundwater in the study area is Na+–Cl–SO42−, with alkaline earth metals exceeding the alkali metals and that the dominant processes controlling the groundwater hydrochemistry are evaporation, ion exchange and anthropogenic activity (mainly the uncontrolled recharge of wastewater through cesspits). Additionally, Abu Jabal et al. (2017) have indicated that the groundwater is mainly classified as being a very hard-brackish water type, with high Na+, Cl, SO42− and NO3 concentrations and the shallow groundwater aquifer beneath about 80% of the study area is significantly contaminated.

Groundwater sampling and analytical methods

Thirty-five groundwater samples were collected from twenty groundwater wells throughout Khan Younis City (Fig. 2). The monitoring programme was carried out in two rounds at different times. In the first round, 18 samples were collected in December 2012, while in the second round 17 samples were collected in May 2013. Samples were collected in 50-millilitre clean dry glass bottles. During the sampling, care was taken to avoid introducing air bubbles into the bottles. To avoid evaporation from the samples, the bottles were completely filled to the top, tightly double-capped and stored in the dark (IAEA 2010).

Fig. 2
figure 2

Location map of the monitoring wells

Stable isotope (deuterium and oxygen-18) analyses were performed at the Central Laboratory for Environmental Isotope Hydrology, at the Egyptian Atomic Energy Authority in Cairo. The isotopic analyses for the samples were performed using CO2–H2O equilibration technique using an isotopic ratio mass spectrometer (IRMS) (Thermo–Finnigan Delta plus XL) (Horita 1988; Horita et al. 1989; Coplen et al. 1991). For the isotopic exchange between water and gas phase, 5 ml aliquots of each sample was equilibrated with either hydrogen (H2) gas or carbon dioxide (CO2) gas under constant temperature of 18 °C. Platinum rods used as a catalyst in case of deuterium only. Samples were left to equilibrate for a period of 2 h for deuterium and for a period of 10 h for oxygen-18. After the equilibration stage, dry gas was subsequently introduced into the dual inlet part of the spectrometer alternately with a reference gas of known isotopic composition [as a referenced to the international reference standard called Standard Mean Ocean Water (SMOW)].

Stable deuterium and oxygen-18 isotope values were reported in the usual δ notation in units of ‰ versus Vienna Standard Mean Ocean Water (VSMOW) for oxygen and hydrogen as shown in the following equations (Mazor, 2004). The analytical uncertainties were ± 0.1‰ for δ18O and ± 1‰ for δ2H.

$$ \updelta^{2} {\text{H}} = \frac{{\left({\frac{{2_{\text{H}}}}{{1_{\text{H}}}}} \right)_{\text{sample}} \left({\frac{{2_{\text{H}}}}{{1_{\text{H}}}}} \right)_{\text{SMOW}}}}{{\left({\frac{{2_{\text{H}}}}{{1_{\text{H}}}}} \right)_{\text{SMOW}}}}*\,1000\,\left[{{\text{in}}\,\permille} \right] $$
(4)
$$ \updelta^{18} {\text{O}} = \frac{{\left({\frac{{18_{\text{O}}}}{{16_{\text{O}}}}} \right)_{\text{sample}} \left({\frac{{18_{\text{O}}}}{{16_{\text{O}}}}} \right)_{\text{SMOW}}}}{{\left({\frac{{18_{\text{O}}}}{{16_{\text{O}}}}} \right)_{\text{SMOW}}}}*\,1000\,\left[{{\text{in}}\,\permille} \right] $$
(5)

Results and discussion

Isotopic composition of precipitation

For the purpose of this study, the local meteoric water lines (LMWLs) had to be determined. As there are no available data for the δ2H and δ18O values of the precipitation of the Gaza Strip as well as the study area, it was important that an appropriate rainfall collection site that would be close to Khan Younis City and that would provide useful information for the entire Gaza Strip was selected for the purpose of this study. The selected site was Rafah, Egypt, rainfall station. The station is located at an air distance of about 14 kilometres south of the study area. It is located at GPS coordinates of latitude of 31′13″59″N and longitude of 34′13″59″E.

The δ2H and δ18O values for the rainfall in the Rafah (Egypt) rainfall station are available at: http://www-naweb.iaea.org/napc/ih/IHS_resources_isohis.html, which is the database of the Global Network of Isotopes in Precipitation (GNIP) project that was established through the cooperation between the World Metrological Organization (WMO) and the International Atomic Energy Agency (IAEA). Rainfall samples for deuterium and oxygen-18 analyses were collected through the period from January 31, 2001, up to March 31, 2003, for the total of 17 samples and are shown in Table 1. The minimum, maximum, average and standard deviation values for the δ2H, δ18O and calculated (Eq. 3) D-excess values for the rainfall in Rafah (Egypt) rainfall station are also presented in Table 1.

Table 1 Values of δ2H, δ18O and calculated D-excess for the rainfall from the Rafah rainfall station

The relationships between the δ2H and δ18O values for the GMWL (Eq. 2) and the LMWL [for rainfall of Rafah (Egypt) rainfall station] are plotted in Fig. 3. The LMWL is according to the following equation:

Fig. 3
figure 3

Relationships between δ2H and δ18O values (‰) for the GMWL and the LMWL for the rainfall

$$ \updelta^{2} {\text{H }} = \, 6.217*\updelta^{18} {\text{O }} + \, 10.159\;\; \, \left( {R^{2} = \, 0.8476} \right) $$
(6)

The slope of the LMWL of 6.217 (Eq. 6 and Fig. 3) is significantly lower than the slope for the GMWL of 8.17 (Eq. 2 and Fig. 3). This low slope value for the LMWL indicates that the study area is classified as a semi-arid climatic area with variable air humidity, low rainfall intensity and intensive evaporation process (Adomako et al. 2011; Qian et al. 2013). Shah (2013) indicated that this slope variation suggests that the isotopic composition of rainfall in the area is affected by evaporation before recharging the groundwater.

The relationship and fractionation between the environmental isotopic variation as δ2H and δ18O values in the groundwater

The δ2H, δ18O and calculated D-excess values for the groundwater samples of the study area are shown in Table 2. The minimum, maximum, average and standard deviation values for the δ2H, δ18O and calculated (Eq. 3) D-excess values are also presented in Table 3. Values for δ2H range from − 13.68 to − 11.16‰ with an average of − 12.58‰ and a standard deviation of 0.68. Additionally, values for δ18O range from − 3.89 to − 2.84‰ with an average of − 3.40‰ and a standard deviation of 0.23.

Table 2 Values of δ2H, δ18O and calculated D-excess for the groundwater samples from the study area
Table 3 Summary statistics for δ2H and δ18O values for the groundwater samples of the study area

The line of best fit between δ2H and δ18O values from the groundwater represents the groundwater evaporation line (GEL) (Fig. 4) that is shown by the following equation:

Fig. 4
figure 4

Relationship between δ2H and δ18O values (‰) for the GEL for the groundwater samples

$$ \updelta^{2} {\text{H }} = \, 2.492*\updelta^{18} {\text{O }} - \, 4.0973\quad \left( {R^{2} = \, 0.7103} \right) $$
(7)

The variation of the δ2H and δ18O values in the groundwater is likely to be due to the variability of local conditions that are the result of both regional and local climatic factors. Furthermore, this variability is probably due to a combination of two processes: (1) rainfall infiltration and (2) groundwater mixing mechanism with water resulted from anthropogenic activities and agricultural return flow (Adomako et al. 2011). The δ2H and δ18O values for some rainwater samples [at Rafah (Egypt) rainfall station] are relatively higher than the values in the groundwater of the study area. This isotopic enrichment in the rainfall indicates that there is a reduction in the δ2H and δ18O values in the groundwater. This reduction could be attributed probably due to the following three reasons: (1) the isotopic composition of rainfall might have affected by evaporation before water has infiltrated into the aquifer; (2) the groundwater has been recharged from rainfall from a distant source from the Mediterranean Sea to the west of the study area; and (3) isotopic exchange for deuterium and oxygen-18 has taken place between the groundwater and the aquifer rock material (Ako 2011).

Relationships between the GEL for the groundwater, the GMWL and the LMWL

Tracing the origin of deuterium and oxygen-18 isotopes in the groundwater of the study area prior to evaporation is carried out by determining the slope of the change in GEL as it deviates from the LMWL and the GMWL (Shah 2013).

Relationship between the GEL for groundwater and the GMWL

The comparison between the slope of the GMWL of 8.17 (Eq. 2) with the slope of the GEL is used to explore the origin of the groundwater (Al-Charideh et al. 2009). If the GEL slope ≅ 8.17, the groundwater is likely to have been derived from meteoric water (water derived from precipitation) without being influenced by evaporation or other post-precipitation effects. However, if the GEL indicates a slope of less than 8.17: (1) the groundwater is likely to have been derived from meteoric water with significant evaporation that has been taken place during or after rainfall and (2) there has been significant groundwater mixing with recharged water that has high δ2H and δ18O values (i.e. it is possible that surface water not associated with local rainfall has contributed to recharging the aquifer) (Gat and Carmi 1970; Gat and Dansgaard 1972; Ammar et al. 2016).

The slope of the GEL for the groundwater of the study area is of 2.492 (Eq. 7 and Fig. 4) and is less than the slope of GMWL of 8.17. This slope reduction probably indicates that: (1) the groundwater is originated from meteoric water influenced by evaporation during or after rainfall; and/or (2) there is mixing of the groundwater with recharge water from other sources that have higher δ2H and δ18O values. (Amiri et al. 2016). Leontiadis et al. (1996) emphasized that these processes typically take place in regions with a semi-arid climatic area, such as the study area.

The location of the GEL for the groundwater samples in relative to the GMWL falls to the left above the GMWL (Fig. 5). This is likely to indicate that groundwater is directly affected by recharge from local meteoric water or rainfall, and the rainfall water does not undergo evaporation during infiltration (Tiwari et al. 2016). However, Mokadem et al. (2016) stated that this behaviour of the GEL indicates that the dilution and mixing processes have taken place in the groundwater and are likely to have affected the deuterium and the oxygen-18 isotopic composition of the groundwater.

Fig. 5
figure 5

Relationship between δ2H and δ18O values (‰) for the GEL for the groundwater and the GMWL

The difference in the δ2H and δ18O values between the GEL and the GMWL is about − 11.5‰ for δ2H and − 2.65‰ for δ18O (Fig. 5). The data for the δ2H and δ18O values in the groundwater indicate that about 8.57% of the groundwater samples show δ2H values from − 13.36 to − 11.16‰ and − 3.08 to − 2.84‰ for δ18O. These values can be considered similar to the GEL interaction values with the GMWL. This suggests that the predominant source of the deuterium and oxygen-18 isotopes in these samples is meteoric water, which is the predominant recharge source (Chen et al. 2016).

Relationship between the GEL for the groundwater and the LMWL for the rainfall

The GEL for the groundwater of the study area has a slope value of 2.492 (Eq. 7 and Fig. 4), which is lower than the slope value for the LMWL for the rainfall of 6.217 (Eq. 6 and Fig. 3). Li et al. (2016) suggested that this slope variation between the GEL and the LMWL indicates that evaporation process occurs for the rainfall during infiltration and tends to enrich the groundwater with deuterium and oxygen-18 isotopes causing simultaneous salinity increases.

The location of the GEL for the groundwater samples in relation to the LMWL falls to the right and below the LMWL (Fig. 6).This suggests that the aquifer behaves as a homogeneous aquifer system for the composition of deuterium and oxygen-18 isotopes. Ayadi et al. (2016) indicated that this homogeneity indicates that the aquifer has uniform flow path and recharge sources. While Li et al. (2016) suggested that this behaviour indicates that evaporation is the dominant process that enriches deuterium and oxygen-18 isotopes in the groundwater.

Fig. 6
figure 6

Relationship between δ2H and δ18O values (‰) for the GEL for the groundwater and the LMWL for the rainfall

The interaction values for the GEL for the groundwater with the LMWL for the rainfall are about − 14.5 and − 3.75‰ for δ2H and δ18O, respectively (Fig. 7). The δ2H and δ18O values in the groundwater indicate that about 17.14% of the samples show values of − 13.68 to − 13.15‰ for δ2H and − 3.89 to − 3.6‰ for δ18O. These values can be considered to be close to the interaction values and close to the LMWL. Lu et al. (2016) indicated that under these conditions, the isotopic composition of groundwater is regulated by the composition of the precipitation source. Ayadi et al. (2016) suggested that for these samples, rapid rainfall infiltration occurs before there is significant evaporation at the soil surface.

Fig. 7
figure 7

Relationship between δ2H and δ18O values (‰) for the GMWL, the LMWL for the rainfall and the GEL for the groundwater

Relationship between the GMWL, the LMWL for the rainfall and the GEL for the groundwater

The relationship between the δ2H and δ18O values in the GMWL, the LMWL for the rainfall and the GEL for the groundwater is shown in Fig. 7.

The GEL for the groundwater samples in the study area plots to the right and below the LMWL for the rainfall and to the left and above the GMWL (Fig. 7). This location of the GEL indicates that the δ2H versus δ18O values in the groundwater aquifer are significantly different from values of the rainfall of the LMWL and of the GMWL. This behaviour also indicates that the groundwater can be classified as a young groundwater with a multiple recharge sources besides precipitation (Qian et al. 2013; Ayadi et al. 2016). Dhaoui et al. (2016) and Mapoma et al. (2016) clearly stated that in this case deuterium and oxygen-18 isotopes probably originated from groundwater mixing with rainfall and old residual water recharged from other sources and anthropogenic activities. These recharge sources have different origins, and recharge has taken place over different periods of time (Al-Charideh and Kattaa 2016; Ayadi et al. 2016).

In the study area, the recent recharge is derived through infiltration through the vadose zone. These recharge sources are rainfall, untreated wastewater from the cesspits and irrigation return flow from the agricultural area located east of the study area. The historical time recharge water is derived from saline water intrusion from a deep aquifer and an adjacent aquifer comprised of Eocene sediments located to the east of the Gaza Strip. The isotopic composition of groundwater in the study area is therefore influenced by the mixing of water from these recent and historical recharge sources.

Evidence from deuterium excess (D-excess) values

The D-excess parameters have been previously used to determine the sources of water vapour in the Middle East region (Celle-Jeanton et al. 2001). Calculated D-excess values (Eq. 3) for the rainfall and the groundwater samples are presented in Tables 1 and 2, respectively. The D-excess values for the rainfall range from 7.76 to 25.64‰, with an average value of 16.89‰ and a standard deviation of 5.12.

These D-excess values differ from the D-excess value for global precipitation (GMWL) of 10‰ (Eq. 1). This variation is a consequence of the geographic location and the climatic conditions of the local study area. It is possibly due to either the evaporation of droplets below the clouds or the fact that rainfall originates from moisture of different regions and/or due to exchange processes that occur between moisture and large surfaces water in the ground (Grassa et al. 2006). A second observation that can be made about the D-excess values is that the isotopic composition of rainfall has been significantly affected by evaporation with different climatic conditions, even though there are likely different moisture sources for the rainfall in the area. Evaporation is likely to have modified the δ2H and δ18O values in the precipitation before infiltrated into the groundwater (Pang et al. 2004; Ako 2011). A third observation that can be made is that the average D-excess value of 16.89‰ falls between the western Mediterranean D-excess value of 14‰ (Gat and Carmi 1970) and the Eastern Mediterranean D-excess value of 22‰ (IAEA 2005). This location of the D-excess value is a result of specific climatic conditions in the Mediterranean region that cause an instability of air over the Mediterranean Sea leading to an intensive exchange between moisture in the atmosphere and the seawater surface (Grassa et al. 2006). The average D-excess of 16.89‰ is the same as detected in rainwater falling on the Western Mediterranean region where the study area is located and the rainfall attributed to precipitation from the Mediterranean sea (Hadi et al. 2016; Mokadem et al. 2016).

About 82.53% of the rainfall samples at the Rafah (Egypt) rainfall station have D-excess values more than 10‰ suggesting that rainfall has been affected by evaporation. This evaporation process would have taken place under conditions of low humidity especially in winter season or the rainy season (Gat and Carmi 1970). The results indicate that there is an enrichment of δ2H and δ18O values in the rain clouds from recycled water vapour with contribution of continental surface waters (Fynn et al. 2016).

The calculated D-excess values (Eq. 3) in the samples of the groundwater in the study area vary from 11.56 to 17.77‰ with an average of 14.62‰ and a standard deviation value of 1.3 (Table 3). These D-excess values are higher than the global D-excess for GMWL of 10‰ (Eq. 1). The observed result for the D-excess values in the groundwater indicates the following possibilities: (1) a rapid rainwater infiltration with limited evaporation takes place in the study area (Dhaoui et al. 2016); (2) the groundwater system is recharged from a mixture of water sources from different origins over various time periods (Hadi et al. 2016); and (3) the δ2H and δ18O values of the groundwater are highly affected by mixing with non-meteoric water (recharged water from sources other than rainwater). As mentioned previously, these non-meteoric waters are likely to be wastewater, irrigation return flow and saline water.

The average D-excess values in groundwater samples in the study area of 14.62‰ are less than the average D-excess values for the rainfall of 16.89‰. This result indicates that a mixing process occurs between the non-meteoric water with the groundwater in the aquifer (Abreha 2014).

There is a clear line of best fit with a negative slope between the δ18O and D-excess values in the groundwater (Fig. 8) according to the following equation:

Fig. 8
figure 8

Relationship between δ18O isotopic values and D-excess values for the groundwater

$$ {\text{D-excess}} = \, - 5.4586*\updelta^{18} {\text{O }} - \, 3.9526\quad \left( {R^{2} = \, 0.9293} \right) $$
(8)

This negative relationship between the δ18O values and D-excess values in the groundwater of the study area indicates that the δ18O values increase (there is an enrichment of oxygen-18) while the D-excess values decrease. This condition suggests that the groundwater has mixed with recharge water of different δ18O and δ2H values from different sources that have undergone a variable degree of evaporation before recharge into the groundwater (Shah 2013; Abreha 2014).

Conclusions

The δ2H, δ18O and deuterium excess (D-excess) values of rainfall and groundwater were used to assess groundwater recharge sources and its dynamics in the urban area of Khan Younis City in the southern the Gaza Strip in Palestine. Three isotopic lines were used for the assessment of the data: the global meteoric water line (GMWL), the local meteoric water line (LMWL) and the groundwater evaporation line (GEL). Correlations between the lines and the δ2H and δ18O values of water samples indicate that: (1) deuterium and oxygen-18 isotopes originated from groundwater mixing with rainfall and old residual water from other sources (such as from anthropogenic activities) and that these water sources are of different origins and have been recharged over a range of different times; (2) the groundwater has been derived from a mixture of local rainfall which has come from an air mass that has carried moisture from a distant source in the Mediterranean Sea to the west of the study area, and non-meteoric water (other than rainwater, such as: wastewater, irrigation return flow and saline water); (3) isotopic exchange has taken place between deuterium and oxygen-18 enriched in the groundwater and the aquifer rock material; (4) the isotopic composition of rainfall has been modified by evaporation before infiltration into the aquifer; and (5) isotopically, the aquifer behaves as a single homogeneous aquifer.