18
ORIGINAL ARTICLE Use of salinity and resistivity measurements to study the coastal aquifer salinization in a semi-arid region: a case study in northeast Nile Delta, Egypt Mohamed Attwa 1 Khaled S. Gemail 1 Mohamed Eleraki 2 Received: 27 November 2015 / Accepted: 23 March 2016 Ó Springer-Verlag Berlin Heidelberg 2016 Abstract To understand the impact of sea level rise (SLR) and aquifer intensive use would cause to the groundwater level and saltwater intrusion, an integrated relationship between salinity and electrical resistivity of a Quaternary aquifer is established in the northern part of East Nile Delta (El Sharkia area), Egypt. Historical data of groundwater salinity are mapped and compared with the current water samples to better understand the salinity spatial variability. The salinity maps show that salinization has increased sustainably. Additionally, the transition/dynamic zone related to SLR and/or excessive pumping can be addressed. In particular, the surface DC resistivity soundings were carried out to demonstrate the vertical and horizontal salinity distributions in the area. In the course of this study, the 1D model generation using a hybrid genetic algorithm (GA) was applied and tested using borehole information. The constructed geoeletrical cross-sections emphasize and delineate the extension of saltwater intrusion. Cleary, it is found that due to excessive pumping from shallow wells over the last decades, the subsurface resistivity and TDS vertical distributions can change rapidly within a short distance. Additionally, the results show that despite the dominance of brackish and saltwater at the northern part of the area, perched low conductive lenses are observed reflecting a low level of groundwater salinization. To obtain a link between water salinity and aquifer resistivity, an empirical relationship was derived to predict the salinity variations at different depths. In comparison with the measured total dissolved solids (TDS), the predicted salinity map appears realistic. These results demonstrate the important role of the integration between resistivity and salinity measurements for mapping the groundwater salinization with depth, and call for further research to plan and manage the area’s water resources. Keywords Sea level rising (SLR) Groundwater salinity Resistivity soundings Salinity prediction Nile Delta Saltwater intrusion Introduction Being one of the oldest and most serious environmental problems, groundwater salinization poses critical chal- lenges for the managing of agricultural and natural areas (Nosetto et al. 2013). Further, the salinity of water is an important parameter in groundwater evaluation research. In Nile Delta, Egypt, climate changes over the last 100 years have caused the Mediterranean Sea to rise 0.15 m (6 inches) (Batisha 2012). Accordingly, the intrusion of salt- water on the lush terrain has created a major challenge. As a result, the groundwater in Nile Delta aquifer is vulnerable due to the impact of climate change and related sea level rise (SLR). Due to low elevation in the Nile Delta region, Egypt is considered one of the top five countries expected to be mostly impacted with about 1 m SLR resulting from global warming (Ghoneim 2009). Figure 1 shows the vul- nerable zone with 0.5 and 1 m SLR compared with the current sea level. The groundwater quality in the Nile Delta area is affected mainly by saltwater intrusion from the north, in & Khaled S. Gemail [email protected] 1 Environmental Geophysics Lab (ZEGL), Department of Geology, Faculty of Science, Zagazig University, Zagazig 44519, Egypt 2 Geology Department, Faculty of Science, Zagazig University, 44519 Zagazig, Egypt 123 Environ Earth Sci (2016)75:784 DOI 10.1007/s12665-016-5585-6

Use of salinity and resistivity measurements to study the coastal aquifer salinization in a semi-arid region: a case study in northeast Nile Delta, Egypt

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ORIGINAL ARTICLE

Use of salinity and resistivity measurements to study the coastalaquifer salinization in a semi-arid region: a case study in northeastNile Delta, Egypt

Mohamed Attwa1 • Khaled S. Gemail1 • Mohamed Eleraki2

Received: 27 November 2015 / Accepted: 23 March 2016

� Springer-Verlag Berlin Heidelberg 2016

Abstract To understand the impact of sea level rise (SLR)

and aquifer intensive use would cause to the groundwater

level and saltwater intrusion, an integrated relationship

between salinity and electrical resistivity of a Quaternary

aquifer is established in the northern part of East Nile Delta

(El Sharkia area), Egypt. Historical data of groundwater

salinity are mapped and compared with the current water

samples to better understand the salinity spatial variability.

The salinity maps show that salinization has increased

sustainably. Additionally, the transition/dynamic zone

related to SLR and/or excessive pumping can be addressed.

In particular, the surface DC resistivity soundings were

carried out to demonstrate the vertical and horizontal

salinity distributions in the area. In the course of this study,

the 1D model generation using a hybrid genetic algorithm

(GA) was applied and tested using borehole information.

The constructed geoeletrical cross-sections emphasize and

delineate the extension of saltwater intrusion. Cleary, it is

found that due to excessive pumping from shallow wells

over the last decades, the subsurface resistivity and TDS

vertical distributions can change rapidly within a short

distance. Additionally, the results show that despite the

dominance of brackish and saltwater at the northern part of

the area, perched low conductive lenses are observed

reflecting a low level of groundwater salinization. To

obtain a link between water salinity and aquifer resistivity,

an empirical relationship was derived to predict the salinity

variations at different depths. In comparison with the

measured total dissolved solids (TDS), the predicted

salinity map appears realistic. These results demonstrate

the important role of the integration between resistivity and

salinity measurements for mapping the groundwater

salinization with depth, and call for further research to plan

and manage the area’s water resources.

Keywords Sea level rising (SLR) � Groundwater salinity �Resistivity soundings � Salinity prediction � Nile Delta �Saltwater intrusion

Introduction

Being one of the oldest and most serious environmental

problems, groundwater salinization poses critical chal-

lenges for the managing of agricultural and natural areas

(Nosetto et al. 2013). Further, the salinity of water is an

important parameter in groundwater evaluation research. In

Nile Delta, Egypt, climate changes over the last 100 years

have caused the Mediterranean Sea to rise 0.15 m (6

inches) (Batisha 2012). Accordingly, the intrusion of salt-

water on the lush terrain has created a major challenge. As

a result, the groundwater in Nile Delta aquifer is vulnerable

due to the impact of climate change and related sea level

rise (SLR). Due to low elevation in the Nile Delta region,

Egypt is considered one of the top five countries expected

to be mostly impacted with about 1 m SLR resulting from

global warming (Ghoneim 2009). Figure 1 shows the vul-

nerable zone with 0.5 and 1 m SLR compared with the

current sea level.

The groundwater quality in the Nile Delta area is

affected mainly by saltwater intrusion from the north, in

& Khaled S. Gemail

[email protected]

1 Environmental Geophysics Lab (ZEGL), Department of

Geology, Faculty of Science, Zagazig University,

Zagazig 44519, Egypt

2 Geology Department, Faculty of Science, Zagazig

University, 44519 Zagazig, Egypt

123

Environ Earth Sci (2016) 75:784

DOI 10.1007/s12665-016-5585-6

addition to surface contaminants. In the last decades, a

common problem of Nile Delta sandy aquifer is the

degradation of the groundwater quality due to seawater

intrusion from the north and excessive pumping in relation

to average natural recharge (McGranahan et al. 2007). In

East Nile Delta region, extensive land reclamation and

urbanization projects have been conducted since 1980 to

mitigate the environmental and resource stresses on the

overpopulated regions in the Nile Delta, principally at the

desert fringes and in nearby coastal zones (Farid and

Tuinhof 1991). These development projects require con-

tinuous monitoring to avoid large-scale environmental

deterioration, particularly in soil salinity and groundwater

resources (Abu Zeid 1991).

In hydrogeophysical investigations, many geophysical

tools can be useful in locating and delineating subsurface

aquifer conditions and water quality. The electrical resis-

tivity techniques including direct current (DC) sounding

and electrical resistivity imaging (ERI) surveys represent

the main tools for mapping subsurface boundaries, struc-

tures, and hydrologic features of the groundwater aquifer

(Gemail et al. 2004; Attwa et al. 2009, 2011; Nadeau et al.

2015; Gemail 2015). Later several studies have been dis-

cussed on various aspects of correlation between hydro-

geological, hydrochemical parameters and resistivity data

to assess the aquifer conditions (Attwa et al. 2010; Attwa

and Gunther 2013). In addition, other studies used this

integration approach for monitoring and vulnerability

mapping of saltwater and surface waste water in sandy

aquifers (Rottger et al. 2005; Kirsch 2009; Attwa 2012;

Gemail 2012; Attwa et al. 2014).

In East Nile Delta region, the groundwater aquifer is

naturally bounded northward by the Mediterranean Sea

through El Manzala Lake and eastward by the Suez Canal

(Fig. 2). In the eastern Nile Delta, the seawater has intru-

ded the aquifer up to a distance of about ca. 116 km

measured from the shoreline along the bottom boundary of

the aquifer (Sherif et al. 2012; Mazi et al. 2014). In present

work, El Sharkia area (northern part of East Nile Delta)

was considered as a case study to delineate the impact of

SLR and overpumping on the groundwater quality using

surface resistivity and total dissolved solids (TDS) mea-

surements at different depths. El Sharkia area is bounded

northward by the largest saltwater body in the Nile Delta,

El Manzala Lake (Fig. 2).

To monitor the groundwater salinity in EL Sharkia area,

hydrochemical investigations are considered and integrated

with surface resistivity measurements. Here, the salinization

history and current status of the Quaternary aquifer were

reviewed. The main objective is related to the vulnerability

classifications of the groundwater salinity in the area. Finally,

the relationship between the intrinsic aquifer resistivities and

the measured TDS values is studied in an attempt to predict

the aquifer salinity with depth. This information can be

analyzed, integrated and compiled with hydrogeological data

to establish successful policies of groundwater development

and monitoring programs, as the environmental impact of the

agricultural programs can be dramatic if they are not based

on sound ecological principles.

Geological and hydrogeological background

The Nile Delta aquifer is one of the largest aquifers in the

world and is characterized by direct hydraulic contacts with

the Mediterranean Sea from the north and Suez Canal in

Fig. 1 The land areas in the

Nile Delta that would be flooded

if the sea level rose of 1.0 m and

if the sea level rose up to 5.0 m

(after Ghoneim 2009). Note that

the red circles and orange

boundary refer to city locations

and El Sharkia political border,

respectively

784 Page 2 of 18 Environ Earth Sci (2016) 75:784

123

the east. Shata and Hefny (1995) indicated that in the Delta

area, as well as its fringes, the strata of hydrological

importance belong essentially to the Quaternary and Ter-

tiary with average thickness of 700 m. Of these strata, the

deltaic deposits (200–500 m thick) which belong to Mit

Ghamr Formation (Pleistocene age) constitute the bulk of

the main aquifer (Sherif 1999). The Nile Delta aquifer

consists of Mit Ghamr Formation, which is composed of

intercalation of unconsolidated clay, silt, sands and gravel

with occasional clay lenses (Fig. 3). The top boundary of

the deltaic deposits, which acts as a cap for the aquifer is

composed of semi-pervious clay, silt and fine sand layers

and is known as Bilqas Formation of Holocene age

(Fig. 3). Mit Ghamr aquifer and Bilqas aquitard are

hydraulically connected, but each one has its own hydraulic

head. The thickness of the Bilqas aquitard is only a few

meters in the southern part of the East Nile Delta (Zaghloul

et al. 1977), while its thickness can be greater than 70 m in

the northeast of Nile Delta.

The Nile Delta aquifer is a complex groundwater sys-

tem. In the eastern Nile Delta, the system is semi-confined

where the silty clay layer is well represented and acts as an

aquitard. In the other areas, where the confining layer is

missing, as in the eastern and southwest fringes desert of

the study area, the aquifer is under phreatic conditions. The

base of the aquifer slopes regionally in the northward and is

affected by faulting system (El-Dairy 1980). The lithology

of the aquifer system changes from more sandy and grav-

elly in the south to more silty and clayey in the north due to

change the depositional environment from fluviatile in the

south to more marine in the north (Shatta et al. 1979).

The aquifer is recharged by the infiltration from irriga-

tion network such as Ismailia Canal, excess of irrigation

water and little precipitation through the upper clay layer

(Gemail et al. 2011). It may also be recharged by any

possible flow coming from the Damietta Nile branch in

western parts (Fig. 2). The piezometric level decreases

gradually from more than 15 ? MSL in the south near

Cairo to near sea level in the north at El Manzala Lake

(RIGW 1992). According to the piezometric levels, the

groundwater flow direction is generally from south to north

and northeast directions; however, local discharge sites

may redirect groundwater flow to other sites, e.g. Suez

Canal and Damietta Branch (Ismael 2007; Elewa et al.

2013). On the other hand, the northern parts of the aquifer

are affected by saltwater intrusion due to the over pumping

of groundwater and SLR (Sherif 1999; Sherif et al. 2012).

When the groundwater is pumped from the aquifer which is

in hydraulic connection with El Manzala Lake, the gradi-

ents that are set up may induce a flow of seawater from the

Fig. 2 Location map of study site, northeast Nile Delta (El Sharkia area)

Environ Earth Sci (2016) 75:784 Page 3 of 18 784

123

sea toward the well. As a result, the groundwater quality in

the northern parts of the area has been deteriorated con-

siderably; any additional pumping should be practiced in

the middle parts (transition zone) and pumping from the

eastern and western parts should be reduced.

In the coastal basin of the northern part of East Nile

Delta, salinization of fresh groundwater is a conspicuous

aspect of deterioration in groundwater quality (Elewa et al.

2013). Seawater intrusion has been occurring in the area for

several decades and has affected irrigation and domestic

wells (Tantawi 1998).

In general, the shape and degree of the seawater intru-

sion in a coastal aquifer depend on several factors. Some of

these factors are natural and cannot be controlled while

others are manmade and could, thus, be managed. The

depth of the aquifer at the sea side, pumping and recharge

rates, and well depths and locations, are the most critical

factors to be considered (Sherif and Singh 1997). Several

numerical techniques were employed to assess and simu-

late the saltwater intrusion in the Nile Delta aquifer (e.g.

Amer and Farid 1981; Sherif and Singh 1997; Sherif 1999;

Sakr et al. 2004; Farid and Hassan 2005; Sherif et al. 2012;

Abdelaty et al. 2014). Most of these studies were rather

theoretical in nature as there were not enough records of

salinity of the aquifer at different depths. As Mabrouk et al.

(2013) mentioned, in the case of the Nile Delta, the tran-

sition zone is relatively large, characterized by the dynamic

relation between fresh and seawater. Therefore, the aim of

the present study is to delineate the relationship between

surface resistivity and salinity to predict the graduation in

the groundwater salinity due to the intensive pumping in

the transition zone of East Nile Delta aquifer in the El

Sharkia area.

Materials and methods

Hydrochemical data collection

The data of historical total dissolved salts (TDS) from 1983

to 2007 were collected from published sources (Sallouma

1983; Ismael 2007). The collected data were used for

constructing TDS change maps to follow the brackish and/

or dynamic zone of salinity distributions over several years.

In the second stage, hydrochemical data collection was

carried out in urban areas of El Sharkia area (Fig. 2)

through many field trips. Based on field observations and

during such trips, it is important to note that the private

water well systems (i.e. drilled well with a submersible

pump and pressure tank) are most common and widely

used for agriculture and drinking purposes, especially at the

central and northern part of the area. Therefore, there is no

control on the pumping rate, which, consequently, causes

vertical upconing of saline water from the deeper parts of

the aquifer. Further, another point to consider is that the

salinization of groundwater wells is a common phe-

nomenon at the northern part of the area. In turn, a general

water crisis is inevitable resulting in an upward shift in

agriculture and drinking water demands. Accordingly, in

2014, 50 groundwater samples were collected near the well

Fig. 3 Hydrogeological cross-sections across East Nile Delta (after Elewa et al. 2013) showing the Quaternary aquifer units; Bilqas (Holocene

aquitard) and Mit Ghamr (Pleistocene aquifer) formations (Rizzini et al. 1978)

784 Page 4 of 18 Environ Earth Sci (2016) 75:784

123

head and before the water went through tanks/treatment

units. To monitor the saltwater intrusion and to delineate

the current dynamic zone, the majority of groundwater

samples were collected from the northern and central parts

of the area (Fig. 4, left). At the southern part of the area

(Tenth of Ramadan city), two groundwater samples, nos.

50 and 52 (Fig. 4, left), were taken from published sources,

El-Sayed et al. (2012) and Embaby et al. (2014),

respectively.

During the field work, and on the spot, the group team

measured pH value and electrical conductivity (EC) of

collected water samples. In addition, the available water

table and well depth information was recorded (Table 1).

Locations of water samples from the study area are shown

in Fig. 4, left. The chemical analyses of TDS, Cl-, HCO3-

and Cl-/HCO3- values are listed in Table 1. Finally, the

historical and current TDS maps were compared to high-

light the distinct increase in salinity, which can reflect the

influence of sea water intrusion from El Manzala Lake and

aquifer intensive use on groundwater salinization.

DC resistivity data acquisition/inversion

In this study, 34 Schlumberger resistivity soundings

(Fig. 4, right) were measured and used to demonstrate the

vertical and horizontal distributions of saltwater intrusion

over the area in comparison with the available geological

information from the observed boreholes and the measured

TDS, mentioned above. The measured DC soundings

location was concentrated at the northern and central parts

of the area to discriminate the current transition/brackish

zone. Further, the link between the surface resistivity

measurements and the measured TDS of collected

groundwater samples were examined in an attempt to

establish an empirical relationship to predict and/or map

the current TDS with depth over the study site. The max-

imum current half-spacing (AB/2) was 400 m. In addition,

nine soundings (nos. 35–44) were collected from published

sources (El-Mahmoudi 1989; Abd El-Gawad 1997) to

cover the southern part of the area, where the Quaternary

freshwater aquifer is dominant.

Figure 4 (right) shows the distribution of the DC

sounding locations over El Sharkia area. Practically, to

overcome the non-uniqueness or equivalence problems, the

available borehole and salinity data were used to decide the

number of layers for the inversion process to derive lay-

ered-earth models at the nearest DC soundings. Further, the

calibration process was used to define the geoelectric

boundaries of the subsurface layers and to acquire general

information about the salinity distributions.

For the inversion process, the genetic algorithm (GA)

for 1D model was used to obtain the best fit model. The

Fig. 4 Locations of (left) collected water samples and (right)

measured DC resistivity soundings at the investigated site, El Sharkia

area. Note, (left) the water samples nos. 50 and 52, at Tenth of

Ramadan, were collected from El-Sayed et al. (2012) and Embaby

et al. (2014), respectively. Additionally, (right) nine soundings

(35–44) were collected from published sources (El-Mahmoudi 1989;

Abd El-Gawad 1997) to cover the southern part of the area

Environ Earth Sci (2016) 75:784 Page 5 of 18 784

123

Table 1 Observed wells information, chemical analysis, Cl-/HCO3- ion ratio, palatability of drinking water (WHO 2007) and water genesis

(Custodio 1987) of collected groundwater samples (for location see Fig. 4, left)

Sample

nos.

PH EC (ls/cm)

TDS

(ppm)

Water

table (m)

Well

depth (m)

Cl-

(epm)

HCO3-

(epm)

Cl-/HCO3-

(range)

Palatability

class

Water

genesis

1a 8.08 3770 2639 2 15 18.69 3.28 5.7 Unacceptable

2 8.27 4680 3276 2 10 20.2 2.84 7.1 Unacceptable

3 7.52 2166 1516 9.6 2.76 3.4 Unacceptable Inland water

4 7.39 3450 2415 1 10 11.1 2.24 4.9 Unacceptable Inland water

5 7.43 4583 3208 1.5 35 Unacceptable

6 7.29 4820 3374 1.5 40 24.24 2.65 9.1 Unacceptable

7a 8.13 664 465 2 12 Good

8 7.6 1550 1085 2 23 6.26 1.84 3.4 Poor Inland water

9 7.52 1045 700 3 23 5.35 1.6 3.3 Unacceptable

10 7.29 30,030 21,020 15 48 170.7 1.56 109.4 Unacceptable Seawater

11a 7.28 24,180 20,000 15 30 146.5 2.76 54 Unacceptable Seawater

12 7.42 26,110 18,277 30 131.3 3.28 40 Unacceptable Seawater

13a 7.32 2626 1838 2 3 Unacceptable

14 7.01 14,780 10,346 2 10 87.87 2.32 37.8 Unacceptable Seawater

15a 7.01 23,970 16,779 15 20 130.3 1.44 90.5 Unacceptable Seawater

16a 7.45 1333 933 2 10 7.37 0.92 8 Poor

17a 7.14 1269 888 15 40 4.24 0.8 5.3 Fair

18 7.38 2837 1986 7 35 18.18 2.2 8.3 Unacceptable

19 7.27 18,810 13,167 6 40 125.2 1.16 108 Unacceptable Seawater

20 7.04 22,080 14,456 15 30 108.1 1.44 75 Unacceptable Seawater

21 7.1 21,730 15,211 102 1.92 53 Unacceptable

22 7.28 1734 1214 3 15 8.28 1.88 4.4 Unacceptable

23 7.38 1048 702 2 8 3.13 1.8 1.7 Fair Inland water

24a 7.58 1333 933 2 9 6.57 1.8 3.65 Poor Inland water

25 7.23 1179 790 2 3 Fair

26 7.42 887 568 2:3 24 3.33 2.2 1.5 Good Inland water

27a 7.53 2205 1500 2 13 12.63 4.64 2.7 Unacceptable Inland water

28 7.55 5637 3946 3:5 9 26.77 7.16 3.7 Unacceptable Inland water

29 7.38 599.76 366 40 1.52 0.88 1.7 Good Inland water

30 6.94 1192 799 9 36 3.23 4.27 0.7 Fair Inland water

31 7.64 876 561 30 Good

32 7.7 1218 853 60 Fair

33 7.22 7297 5108 3 15 36.36 5.2 7 Unacceptable Inland water

34 7.08 13,060 9142 18 30 Unacceptable

35 7.6 1616 1134 12 24 6.06 4.4 1.4 Poor Inland water

36a 7.63 2841 1989 1.5 22 15.15 5.12 3 Unacceptable Inland water

37 7.8 1503 1052 7 17 5.65 3.2 1.8 Poor Inland water

38 7.3 2957 2070 2 30 17.8 1.56 11.4 Unacceptable

39 7.74 1171 785 12 5 4.446 2.44 1.8 Fair Inland water

40 7.53 2586 1810 10 45 11.11 4.64 2.4 Unacceptable Inland water

41a 7.69 780 500 25 40 6.3 0.88 7.15 Fair

42 7.09 10,860 7602 3 13 53.53 8.48 6.3 Unacceptable

43a 7.33 1678 1080 3 28 8.48 1.16 7.3 Poor Inland water

44 7.65 818 525 10 40 3.03 3.6 0.8 Good Inland water

45 7.46 868 556 120 3.03 4.2 0.72 Good Inland water

46 8.07 1578 1105 Poor

784 Page 6 of 18 Environ Earth Sci (2016) 75:784

123

details of the algorithms can be found in Basokur et al.

(2007). As a first step, the DC sounding data were inverted

using conventional inversion methods; based on a linear

filtering as 1D forward modeling and damped least-squares

(Levenberg–Marquardt) algorithm to solve the inverse

problem (deGroot-Hedlin and Constable 1990). Then, the

search space in the GA was adapted by taking into account

the results of damped least-squares, i.e. the resistivity range

was defined in the GA based on the conventional 1D

inversion results in the form of control points. In the 1D

implementation, the parameter search space is defined at

the first stage and it progressively shrunk through succes-

sive generations. The algorithm produces some equivalent

solutions at final generation. The number of layers was

derived from the borehole information.

Figure 5 shows the calibration examples between the

interpreted resistivity layers of the selected sounding no.

25, applying GA, and the corresponding borehole data. The

Table 1 continued

Sample

nos.

PH EC (ls/cm)

TDS

(ppm)

Water

table (m)

Well

depth (m)

Cl-

(epm)

HCO3-

(epm)

Cl-/HCO3-

(range)

Palatability

class

Water

genesis

47 7.53 375.36 229 48 1.82 1.04 1.8 Excellent Inland water

48 7.65 888.42 588.6 18 3.23 1.48 2.2 Good Inland water

49 7.36 1108 742 30 4.34 1.4 3 Fair Inland water

50 8.2 1550 804 9.28 3.6 2.6 Fair Inland water

51a 7.27 3428.5 2400 8 9 11.1 5.08 2.2 Unacceptable Inland water

52 8.6 406 260 2.495 0.5 4.9 Excellent Inland water

53 7.9 730 476 46 3.03 2.24 1.4 Fair Inland water

54 7.36 1259.7 882 46 5.56 2.72 2 Fair Inland water

Note, the chemical analysis of water samples nos. 50 and 52 were collected from El-Sayed et al. (2012) and Embaby et al. (2014), respectivelya Selected water samples for deducing the empirical relationship in order to predict the TDS

Fig. 5 The interpreted resistivity layers constrained with the geolog-

ical data and TDS measurements at sounding no. 25 (for location, cf.

Fig. 4, right) using Genetic algorithm (GA); a variations of mean and

best misfit versus generation, b a comparison between the measured

and calculated data at the best misfit value; c a comparison between

the model response and borehole information (water sample no. 28,

for location, cf. 4, left)

Environ Earth Sci (2016) 75:784 Page 7 of 18 784

123

population size and the number of generations were both

60. In addition, the variation of mean and best misfits

versus generation was illustrated (Fig. 5a). In the first

generation the parameter sets are scattered over the

parameter space. In succeeding generations, the majority of

the models generate relatively small error energies and

consequently they accumulate around the global and local

minima. In view of that, Fig. 5a shows that the average and

smallest misfit values decreases very rapidly. It can be

noted that the smallest misfit at each generation cannot be

reduced below a certain value. In addition, a good fitting

between the measured and theoretical data can be observed

at the best misfit value (Fig. 5b). The correlation between

the final inversion results using GA and the borehole

information are shown in Fig. 5c. Similarly, the other

soundings were inverted using GA with the same number

of populations and generations. It can be observed that

there is a good correlation between the inversion results

using GA and the borehole information. This indicates that

the large number of forward calculations increases the

chance of acquiring the best model corresponding to the

borehole data. Then, the results obtained from the inversion

of DC soundings were used to construct geoelectrical

cross-sections by stitching the 1D inversion results.

Results and discussion

Salinity data analysis

The chemical analysis of the water samples is listed in

Table 1. The pH of the groundwater samples varies

between 6.9 and 8.6. Accordingly, all the studied ground-

water samples were neutral to slightly basic with pH[ 7.

Moreover, the EC of the groundwater in the study area

ranges between 223 and 30030 ls/cm (Table 1), ground-

water samples nos. 47 and 10, respectively (Fig. 4, left). In

addition, the historical and current TDS data were mapped

to monitor the changes in TDS over time (Fig. 6a–d).

The constructed maps indicate that there is, in general,

TDS variability from 1 year to another. Examination of

historical TDS change maps of 1983–2007 (Fig. 6a–c)

show that most groundwater salinity (TDS) increases

steadily towards the north of the area. According to Win-

slow and Kister’s classification (1956) for salinity, all the

studied water samples were categorized into fresh, brack-

ish, saline and very saline. Notably, excursions in the TDS

are seen at the peripheries of seawater intrusion from El

Manzala Lake. Figure 6a–c shows a trend of salinization

and the formulation of an enlarged zone of very saline

water ([10,000 ppm) in 2007, which can be attributed to

the accelerated shoreline regression and SLR (Elewa et al.

2013). It can be also noted that, in general, the saline zone

(i.e. 3000–10,000 ppm) excursion has a limited increase

over years.

The inspection of TDS change maps (Fig. 6a–c) shows

that the saline–fresh water interface is not a sharp contact,

but mixing brackish water forms a transitional zone

between both water bodies. The brackish water and/or

dynamic zone (1000–3000 ppm) occurred as narrow strips

between freshwater and saline water zones. The significant

change in TDS was encountered within this zone and can

be considered the result of changes in land tenure, agri-

culture and over pumping. Similarly, Carnoda et al. (2004)

and Somay and Gemici (2009) stated that the development

of agriculture or public water supply, i.e. aquifer intensive

use, can contribute to salinization of extracted groundwa-

ter. The change in transition zone extension over the years

can be observed at the western and central parts.

The TDS data from collected groundwater samples at

different depths (Fig. 6d) were classified into four salinity

zones: very high saline water zone with TDS more than

10,000 ppm to freshwater zone with less than 1000 ppm.

Because the measured TDS data are intensive and redun-

dant (Table 1), the detailed TDS changes within each zone

can be observed. The salinization trend (Fig. 6d) map

envisaged the impact of saltwater intrusion to be degraded

from fresh at the middle central and southern parts to

extremely (very) saline at the northern parts, i.e. El Man-

zala Lake. A narrow strip between very saline and brackish

zones can be noticed at the northern parts of the area. In

comparison to the historical results mentioned above

(Fig. 6a–c), it can be seen that the saline zone, recently,

extends to the western part of the area (Fig. 6d).

The collected groundwater samples were categorized

according to WHO’s classification (WHO 2007) for

palatability of drinking water into: excellent, good, fair,

poor and unacceptable. Table 1 shows that most of good

(300–600 ppm) to excellent (\300 ppm) water quality for

domestic usage (Table 2) is concentrated at the southern

parts of the area. On the other hand, unaccept-

able ([1200 ppm) water quality for drinking (Table 2) is

concentrated at the northern and central parts.

In comparison with historical TDS maps, Fig. 6d shows

a significant change in TDS within the transition/dynamic

zone, which can be attributed to intensive use of ground-

water aquifer. At the northern part (Fig. 6d), shallow

freshwater groundwater samples (i.e. \1000 ppm) was

observed within the transition zone (e.g. groundwater

samples nos. 23, 25 and 26; Table 1), ranging from good to

poor (900–1200) quality (WHO 2007). As a result of the

lack of freshwater at these sites, it was observed that such

shallow groundwater was used for irrigation and frequently

for drinking. Further, the freshwater aquifer was observed

at the eastern new reclaimed land (water samples nos. 7, 9

and 17, for location cf. Fig. 4, left) reflecting an increase of

784 Page 8 of 18 Environ Earth Sci (2016) 75:784

123

Fig. 6 a–d TDS monitoring over several years in El Sharkia area,

East Nile Delta. e Hydrogeochemical index map of Ionic ratio Cl-/

HCO3-. Note that all collected water samples were categorized

according to Winslow and Kister’s (1956) and Custodio’s (1987)

classifications for salinity and water genesis, respectively

Environ Earth Sci (2016) 75:784 Page 9 of 18 784

123

recharge rate from Ismailia Canal with a decrease in dis-

charge rate from overpumping of groundwater. In com-

parison with the constructed TDS maps (Fig. 6), it is

obvious that the most parts of the central and eastern parts

have become brackish (i.e. 1000–3000 ppm). Towards the

south, the salinity maps are spatially identical and rela-

tively alike, presumably due to the presence of Ismailia

Canal (for location, cf. Fig. 2) as a natural response, in

general, to high water levels at these recharge sites.

Because chloride is a fingerprint element for seawater

intrusion (Hem 1985; Richter and Kreitler 1993; Somay

and Gemici 2009), the ratio of Cl-/HCO3-, consequently,

can be a good indicator for salinization due to the sea-

water encroachment. Here, the ionic ratios of Cl-/HCO3-

are calculated and listed in Table 1. It is obvious that the

Cl-/HCO3- values range from 0.7 to 109.4, water sam-

ples nos. 30 and 10, respectively. According to Custodio

(1987), values of ionic ratio index between 0.7 and 5

were given for inland water, but the hydrogeochemical

index of 20–109.4 was given for seawater. Accordingly,

the inspection of the constructed Cl-/HCO3- map

(Fig. 6e) shows a steady increase in salinization toward

the north. Consequently, higher values of Cl-/HCO3- at

the northern parts can be attributed to seawater intrusion,

whereas the appearance of lower values of Cl-/HCO3-

ratio (i.e. 0.1–5 index) in the southern part or even more

mid parts of the area (Fig. 6e), pinpoints to a decrease in

TDS values and/or inland water genesis. Further, the

medium ratio of Cl-/HCO3- (i.e. 5–20 indeces) can be a

good indicator for mixing of groundwater with saltwater

at these locations. In this case, the increase in ground-

water salinity is probably due to: (1) overpumping of

slightly brackish groundwater which induces vertical

upconing of saline water from the deeper parts of the

aquifer, as Sherif and Singh (1997) mentioned, and/or (2)

overuse of fertilizers, where salts accumulation from

agricultural practices is highly expected, as Elewa et al.

(2013) mentioned. Where Cl-/HCO3- ratio ranges

between 5 and 20, it can also be noted that the water

samples were categorized into fair to unaccept-

able (Table 1), according to WHO (2007).

Resistivity data analysis

Based on the inversion results of 43 DC soundings, geo-

electrical cross-sections were constructed in NW–SE and

NE–SW trends (Figs. 7, 8). The interpretation of such

cross-sections was constrained by the available geological

information, hydrogeological data and the measured TDS

values (Table 1). Along these sections, the topmost zone,

representing the surface layer, shows a wide range of

resistivity (2–510 Xm). The variations of the surface soil

resistivity can be attributed to local soil conditions around

the measured soundings. The relatively higher values

reflect dry sand and gravel soil (orange color) that is

dominant in the southern parts (e.g. sounding no. 37,

Fig. 8c) and far from the cultivated lands. It is obvious that

high features/topography (*150 m asl.) can be noted

towards the south (Fig. 8).

Most of the expected faults shown in NE–SW sections

(for location, cf. Fig. 8a) were confirmed by the structural

geological study/map carried out by El-Dairy (1980) in the

East Nile Delta. From a geological point of view (e.g.

Zaghloul et al. 1977; Rizzini et al. 1978), the geoelectrical

cross-sections indicate that the thickness of the near surface

low resistivity layer (\10 Xm) corresponding to the clay

(Bilqas aquitard) increases towards the northern parts

(Fig. 7b–d) or even mid parts (Fig. 7f) and disappears

towards the southern parts (e.g. soundings nos. 36 and 37;

Fig. 8), for sounding locations, cf. Figs. 7a and 8a. The

Table 2 The measured and

predicted TDS values at

selected water samples and DC

sounding points (for location,

cf. Fig. 4)

Water sample nos. DC sounding nos. The measured

TDS (ppm)

True resistivity

values (Xm)

The predicted

TDS (ppm)

1 1 2639 15 2689.256

7 7 465 51 638.9051

11 18 20,000 2 21569.57

13 9 1838 20 1963.09

15 10 16,779 3 14307.91

16 12 933 37 962.1586

17 13 888 51 638.9051

27 24 1500 23 1678.938

36 4 1985 20 1996.265

41 32 500 50 655.9913

43 31 1080 27 1398.294

51 34 2400 16 2507.714

Note, the laboratory measurements of the collected water samples were listed in Table 1. The deduced

empirical relationship (polynomial relation) for predicting TDS was shown in Fig. 10

784 Page 10 of 18 Environ Earth Sci (2016) 75:784

123

Fig. 7 NW-SE stitched resistivity sections (b–f) based on 1D inversion results showing the salinity distributions and freshwater aquifer (for

location, cf. a)

Environ Earth Sci (2016) 75:784 Page 11 of 18 784

123

Fig. 8 NE-SW stitched resistivity sections (b–e) based on 1D inversion results showing the salinity distributions and freshwater aquifer (for

location, cf. a)

784 Page 12 of 18 Environ Earth Sci (2016) 75:784

123

maximum thickness of this layer (dark brown color) is

about 30 m at the northern part, Fig. 7c.

In comparison with the measured TDS close to the DC

soundings (for location, cf. Fig. 4), three main types of

aquifers can be differentiated, in general, into freshwater

(\1000 ppm), brackish/saline water (1000–10,000) and

saltwater ([10,000 ppm). The cross-sections indicate that

shallow high resistivity layers ([35 Xm) can be recognized

at the northwestern parts at soundings nos. 15, 22 and 23,

for locations, cf. Figs. 7a and 8a. In comparison with the

geological information and salinity distributions, such layer

can be interpreted as perched freshwater sand (pink color),

which rests on a thin clay to sandy clay layer (Figs. 7c, d,

8b). The maximum thickness of this layer is *13 m at

sounding 23, Fig. 7d. In general, such perched water is

recharged directly from irrigation canals and sewage open

drains which are common in the northern parts of the area.

Additionally, a medium resistivity (16 Xm) layer can be

recognized at sounding no. 34 (powder blue color), which

corresponds to perched brackish water sand (*7 m thick),

and lies over low resistivity (7 Xm) layer corresponding to

clay (Fig. 8e) in a lens-like form. Based on the field

observations, this area is characterized by overusing of

fertilizer with salts accumulation where the agriculture

activities are dominant. Accordingly, the existence of such

perched brackish water zone can be related to such agri-

culture practices, as Elewa et al. (2013) discussed.

From a hydrochemical point of view, the geoelectrical

cross-sections show three main geoelectrical layers of very

low (\3 Xm), low to medium (5–33 Xm) and high

([35 Xm) resistivties. In comparison with the measured

TDS (Table 1), it is clear that very low resistivity values

(\3 Xm, e.g. soundings nos. 11 and 18) are concentrated at

the northern parts, which can be attributed to saltwater

intrusion ([10,000 ppm, water samples nos. 11, 16 and

18). In addition, the very low resistivity layer (blue color)

corresponding to saltwater intrusion can be recognized

below clay layer (dark brown color) at the northern parts of

the area (Fig. 8b–d). Because the thickness of the clay

layer increases at the northern part, the average depth of

saltwater intrusion is about 15 m. Further, it is clear that

the saltwater intrusion was not detected at the southern

parts of the area where it is deeper than 100 m depth,

Fig. 8b, c and e. At the southern and southeastern parts of

the area, the very low resistivity layer corresponding to

saltwater intrusion (Figs. 7e, 8e) was detected at about 8 m

depth (sounding no. 34, AB/2 = 400). It is clear that the

lateral migration of saltwater intrusion forms a tongue-like

form, which is a typical form of seawater intrusion, as

shown in Figs. 7 and 8.

In comparison with the listed TDS values in Table 1, the

geoeletrical cross-sections indicate that the saltwater

intrusion lies below the low to medium resistivity layer,

which can be attributed to brackish/saline water aquifer.

The depth of such layer ranges between *5 m at the

northern parts and more than 160 m at the southern parts

(Figs. 7, 8). It can be noted that the brackish/saline water

aquifer is deeper than 200 m depth towards the south and,

accordingly, it was not detected at sounding no. 37

(Fig. 8c). The brackish/saline water aquifer is dominant at

the central parts at various depths and with different

thicknesses, which can be attributed presumably to the

overpumping of groundwater causing an increase in verti-

cal upconing of very saline water. Therefore, mixing of

saline water with fresh groundwater at these locations is

highly expected producing brackish/saline aquifer. Similar

to saltwater intrusion behavior, the distribution of the

brackish/saline water layer appears, in general, in a wedge-

like form (Figs. 7, 8).

Towards the south, southwest and southeast directions,

high resistivity layer ([35) can be recognized, which cor-

responds to freshwater aquifer (pink color). The increase of

freshwater thickness can be attributed, probably, to the

high hydrostatic pressure of freshwater from the Ismailia

Canal (for location, cf. Fig. 2), which is a natural response

to high water level at these recharge sites (Hamza et al.

2008). The low elevation traditionally cultivated land

adjacent to Ismailia Canal and those adjacent to the

reclaimed lands (i.e. New Salhia) are important locations

for groundwater discharge. Figure 8 indicates that a con-

siderable thickness ([50 m) of the freshwater aquifer can

be detected at the south-central parts (for location, cf.

Fig. 8a). The average depth of the freshwater aquifer at the

south-central and southern parts is about 15 and 100 m,

respectively. The inspection of the constructed cross-sec-

tions indicates that the freshwater-brackish/saline water

interface can be detected at the central and south eastern

parts (soundings nos. 13, 30, 34, 35 and 41), Figs. 7f and

8b, c and e. Therefore, the central part of the area, in

general, can be considered as a dynamic/dispersion zone,

Mabrouk et al. (2013) discussed this issue in detail.

According to the obtained results of the inverted DC

soundings at the northern part, 3D resistivity visualization

model was constructed (Fig. 9) using inverse distance-ani-

sotropic modeling method of rockworks software package

(Rockkware 2009). During the 3D gridding process, the

input gridding space (X, Y and Z) were applied to produce a

relatively fine mish grid (20, 20 and 2 m, respectively). The

input data of this model was created by sampling of the true

resistivities and depths of the subsurface layers at each

measured sounding point. The sampling rate was low at

shallow depths and increased with depth to explore the

shallow vertical variations in resistivity which reflects the

salinity graduations. The model shows a clear picture about

the vertical and horizontal resistivity variations in the

northern part of the area; the resistivity distributions and

Environ Earth Sci (2016) 75:784 Page 13 of 18 784

123

depths were constructed in the form of horizontal and ver-

tical slices with different depths. The constructed resistivity

model (Fig. 9) shows that the saltwater intrusion forms a

tongue-like form. In addition, at *75 m depth the saltwater

intrusion can be detected at the northern part of the area.

The transition zone between the saltwater intrusion at the

northern part and freshwater aquifer can be well noticed

(e.g. soundings no. 28 and 30). The irregular boundaries

between freshwater and saltwater intrusion, i.e. transition

zone, can be attributed to the recharge from irrigation canals

and local discharges sites as a results of intensive pumping

practices from Quaternary aquifer.

Based on the available borehole information, previous

hydrogeological and hydrochemical studies, 1D inversion

results and salinity measurements of collected water sam-

ples, a 3D schematic model was constructed as presented in

Fig. 10. Notably, larger values of groundwater flow, in

general, are associated with the local flow systems, for

example, the seepage from Ismailia Canal, drainage of

groundwater to the main surface drains (e.g. Bahr El Baqr

drain), groundwater flow towards the energetic pumping

stations, and finally the evaporation from the inland El

Manzala lagoon near the northern boundary of the Rolling

Plain (Fig. 10). Additionally, groundwater flow of

Fig. 9 3D visualization resistivity model shows the resistivity distributions with different depths at the northern part of the area

784 Page 14 of 18 Environ Earth Sci (2016) 75:784

123

freshwater towards the El Manzala Lake prevents saltwater

from entering freshwater coastal aquifers (Barlow 2003).

Resistivity-salinity relationship

To obtain a spatial distribution of groundwater salinity

and the influence of over pumping, a relation between the

measured TDS and the intrinsic aquifer resistivity (q)

values was studied. Figure 11 shows a polynomial,

inverse first order, relationship of both intrinsic aquifer

resistivities (q) versus the measured TDS of twelve data

points. The selected TDS data for such relation showed a

wide salinity variation, ranging from fresh to very saline,

and they were located close to DC sounding points

(Table 2). It is noticeable that the TDS was strongly

correlated (R2 = 0.98) with q derived from DC sounding

inversion using GA. Consequently, the prediction of TDS

from individual q seems to be applicable at different

depths. According to the least-squares fit between the

aquifer resistivities and the measured TDS values, the

coefficients ‘‘a’’ and ‘‘b’’ were calculated. On the basis of

the deduced relationship, the predicted TDS values were

calculated at each well and listed in Table 2. Furthermore,

the mean-squared logarithmic error of fit was calculated

using

e2 ¼ 1

N

XN

i¼1

ln TDSm ið Þ � ln TDSc ið Þ½ �2; d ¼ ee; ð1Þ

where N is the number of soundings (i.e. 12 points), TDSm(i) and TDSc (i) are the measured and predicted TDS using

the deduced empirical relationship, and d is the error factor.Here, by applying Eq. (1) the d value was 1.2. The results

listed in Table 2 have shown a very close semblance with

those obtained from TDS measurements.

Fig. 10 Schematic 3D model shows the freshwater/saltwater condi-

tions over the study area. Note, the freshwater, brackish water and

saltwater zones were deduced from the constructed TDS maps

(Figs. 6d, 11) and geoelectrical cross-sections (Figs. 7, 8). Note the

water flow direction was derived from Elewa et al. (2013)

Fig. 11 Correlation between Intrinsic resistivity derived from DC

soundings inversion versus TDS of some collected water samples

listed in Table 1

Environ Earth Sci (2016) 75:784 Page 15 of 18 784

123

The deduced polynomial relationship (Fig. 11) was

applied to predict the TDS values for the aquifer of the

investigated area in comparison with the measured TDS

values listed in Table 2. Further, the predicted TDS values

were mapped to show the salinity distributions over the

area investigated (Fig. 12). It is noticeable that the calcu-

lated TDS map (Fig. 12) is, in general, in the same order of

the average measured values from the laboratory mea-

surements (Fig. 6d). Compared with the overall measured

TDS values, the predicted TDS values prove the reliability

of use of the inverted sounding data to predict TDS with

depth using the deduced polynomial equation over the

study area. Field investigations and experiences revealed

the existence of an extensive dispersion zone, i.e. brackish

water, between the freshwater in the aquifer and the

intruded seawater. Moreover, such zone (i.e. transi-

tion/dynamic) causes a serious problem especially in semi-

arid condition in the form of increasing salinity. Accord-

ingly, the overusing of groundwater during submersible

irrigation increases the groundwater salinization. All of

these results and comparisons proved the accuracy of the

interpretation here and the validity of this method to pre-

dict the TDS using the deduced empirical relationship for

the area. Further, the constructed cross-sections (Figs. 7, 8)

show the measured TDS at different wells in comparison

with DC soundings inversion results. Accordingly, the TDS

can be predicted at different depths using the aquifer

intrinsic resistivity.

Summary and conclusions

The goal of this study was to evaluate the integration of

salinity and geophysical measurements to determine the

groundwater salinization of the coastal aquifer in a semi-

arid area. The present study showed that the utility of

combining DC resistivity with hydrochemical measure-

ments is very valuable in providing a clear picture of the

hydrogeological conditions and groundwater salinization.

The 1D inversion using GA appears to be robust and

reliable to characterize the geological and hydrogeological

conditions of the coastal aquifers. Furthermore, the power

law relation between the aquifer resistivity and the mea-

sured TDS is an effective tool to predict and distribute the

aquifer salinity at different depths for the semi-arid areas.

Here, the DC resistivity measurements were integrated

with the available borehole hydrological and hydrochemi-

cal data in the northern part of East Nile Delta (El Sharkia

area), Egypt. The main implications of the results at the

investigated area are:

1. The TDS change maps indicated that there is a

dynamic/transition zone of brackish water at the

Fig. 12 The predicted TDS

map based on the deduced

polynomial of inverse first order

relationship (Fig. 10) between

the measured TDS and intrinsic

resistivities derived from DC

inversion results

784 Page 16 of 18 Environ Earth Sci (2016) 75:784

123

central part of the area. Random and excessive

groundwater pumping in this zone affect the ground-

water quality by upward flowing of brackish water/

saltwater, i.e. upconing feature.

2. A dramatic increase of saltwater intrusion over time

was observed close to the low-lying coastal area of El

Manzala Lake. Accordingly, a continual prediction and

management of the potential impact of SLR is

necessary.

3. At the central part of the area, it was observed that the

aquifer resistivity values can change rapidly within a

short distance reflecting the rapid changes in salinity.

Thus, the area needs an achievable pumping regime

and continuously monitoring system to manage and

prevent the aquifer intensive use and saltwater

intrusion.

4. The constructed geoelectrical cross-sections and 3D

schematic illustration showed that the northern part

suffered from saltwater intrusion in a tongue-like

form. However, going to the south-central and south

parts of the area, the seawater intrusion disappears.

Moreover, a transition zone corresponding to brackish

water was a clearly identified reflection of the

groundwater quality degradation owing to intensive

aquifer exploitation.

5. The DC resistivity measurements identified a zone of

perched freshwater that overlies the brackish water as

well as a lateral heterogeneity within the Quaternary

deposits, which formed a shallow lens-like feature.

6. The groundwater salinity can be predicted at different

depths using the inverse first order polynomial rela-

tionship between intrinsic aquifer resistivity and mea-

sured salinity much faster than conventional drilling

and water sample analysis methods. However, the

derived equation is not expected to apply to other areas

but the methodology will.

7. Although the general conclusions drawn were fruitful,

further work including geophysical tomography is

required to: (1) image the saltwater intrusion and

shallow freshwater lenses and (2) study the mechanism

of TDS lateral rapid changes in the transition brackish

zone. Moreover, an unplanned outcome is that the

transition/brackish zone (i.e. dynamic zone) of

decreasing resistivity might be used to follow the

development of salinization over time.

Acknowledgments We would like to thank the Management of

Supporting Excellence (MSE) at Egyptian Ministry of Higher Edu-

cation, Continuous Improvement and Qualification for Accreditation

Project (PCIQA) for financial support of this work through Applied

Scientific Research project (Project ASRP1-010-ZAG). Authors

would also like to express appreciation to Khaled Gemail, the prin-

ciple investigator (PI) and Zagazig Environmental Geophysics Lab.

(ZEGL) members for great support during all stages of this work.

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