Skip to main content
Top
Published in: Neural Computing and Applications 9/2019

08-02-2018 | Original Article

Delineation of groundwater prospective resources by exploiting geo-spatial decision-making techniques for the Kingdom of Saudi Arabia

Authors: Rafia Mumtaz, Shahbaz Baig, Syed Saqib Ali Kazmi, Farooq Ahmad, Iram Fatima, Badar Ghauri

Published in: Neural Computing and Applications | Issue 9/2019

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Saudi Arabia is a water deficit and an arid land with limited fresh water supplies. Owing to the burgeoning population, ascending living standards and desert agriculture, there is a tremendous stress on the current water reserves. Towards such ends, this paper introduces a remote sensing and geographic information system (GIS)-based multi-factor decision-making system to identify the regions in Saudi Arabia with groundwater potential. The proposed model is capable of producing groundwater suitability map built on the synthesis of several hydrological factors such as rainfall, slope, lithological features, land use/land cover, geological structures, soil type, lineaments density and drainage network using an analytical hierarchical process. The synthesis of these parameters has resulted in improved rendering of groundwater probable hotspots in the study area. According to obtained results, 0.66% (587.90 km2), 38.97% (34162.12 km2), 58.55% (51328.34 km2), 1.8% (1588.36 km2) and 0.004% (3.26 km2) of the study area was ranked as ‘Best’, ‘Very good’, ‘Good’, ‘Fair’ and ‘Poor’, respectively. The delineated zones were validated by mapping water wells on the suitability map. The results showed that 35.88 and 62.35% of the water wells belong to ‘Very good’ and ‘Good’ regions, while 0.58 and 1.17% belong to ‘Best’ and ‘Fair’ regions. This indicates that model-generated results were in good agreement with the ground truth and majority of the existing wells belong to ‘Very good’ to ‘Good’ regions of the generated map. This demonstrated the potential of remote sensing and GIS techniques to successfully discover groundwater plausible regions which could be further exploited to find suitable locations for groundwater withdrawal.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Ouda OKM (2013) Towards assessment of Saudi Arabia public awareness of water shortage problem. Environ Resour Econ 3(1):10–13 Ouda OKM (2013) Towards assessment of Saudi Arabia public awareness of water shortage problem. Environ Resour Econ 3(1):10–13
2.
go back to reference Al-zahrani KH, Arabia S (2010) Water demand management. Integr Water Resour Manag (IWRM) 2(3):68–76 Al-zahrani KH, Arabia S (2010) Water demand management. Integr Water Resour Manag (IWRM) 2(3):68–76
3.
go back to reference Chowdhury S, Al-Zahrani M (2013) Characterizing water resources and trends of sector wise water consumptions in Saudi Arabia. King Saud Univ Eng Sci 27(1):68–82 Chowdhury S, Al-Zahrani M (2013) Characterizing water resources and trends of sector wise water consumptions in Saudi Arabia. King Saud Univ Eng Sci 27(1):68–82
4.
go back to reference Al-Ibrahim BAA (1990) Water use in Saudi Arabia: problems and policy implications. Water Resour Plan Manag 116(3):375–388CrossRef Al-Ibrahim BAA (1990) Water use in Saudi Arabia: problems and policy implications. Water Resour Plan Manag 116(3):375–388CrossRef
5.
go back to reference Shaban A, Khawlie M, Abdallah C (2006) Use of remote sensing and GIS to determine recharge potential zone: the case of Occidental Lebanon. Hydrol J 14(1):433–443 Shaban A, Khawlie M, Abdallah C (2006) Use of remote sensing and GIS to determine recharge potential zone: the case of Occidental Lebanon. Hydrol J 14(1):433–443
6.
go back to reference Ganapuram S, Kumar G, Krishna I, Kahya E, Demirel M (2008) Mapping of groundwater potential zones in the Musi basin using remote sensing and GIS. Adv Eng Softw 40(1):506–518 Ganapuram S, Kumar G, Krishna I, Kahya E, Demirel M (2008) Mapping of groundwater potential zones in the Musi basin using remote sensing and GIS. Adv Eng Softw 40(1):506–518
7.
go back to reference Dar IA, Sankar K, Dar MA (2011) Deciphering groundwater potential zones in hard rock terrain using geospatial technology. Environ Monit Assess 173(1):597–610CrossRef Dar IA, Sankar K, Dar MA (2011) Deciphering groundwater potential zones in hard rock terrain using geospatial technology. Environ Monit Assess 173(1):597–610CrossRef
8.
go back to reference Kumar SK, Chandrasekar N, Seralathan P, Godson PS, Magesh NS (2012) Hydrogeochemical study of shallow carbonate aquifers, Rameswaram Island, India. Environ Monit Assess 184(7):4127–4138CrossRef Kumar SK, Chandrasekar N, Seralathan P, Godson PS, Magesh NS (2012) Hydrogeochemical study of shallow carbonate aquifers, Rameswaram Island, India. Environ Monit Assess 184(7):4127–4138CrossRef
9.
go back to reference Venkateswaran S, Prabhu MV, Karuppannan S (2014) Delineation of groundwater potential zones using geophysical and GIS techniques in the Sarabanga Sub Basin, Cauvery River, Tamil Nadu, India. Int J Curr Res Acad Rev 2(1):58–75 Venkateswaran S, Prabhu MV, Karuppannan S (2014) Delineation of groundwater potential zones using geophysical and GIS techniques in the Sarabanga Sub Basin, Cauvery River, Tamil Nadu, India. Int J Curr Res Acad Rev 2(1):58–75
10.
go back to reference Murthy KSR (2000) Ground water potential in a semi-arid region of Andhra Pradesh—a geographical information system approach. Int J Remote Sens 21(9):1867–1884CrossRef Murthy KSR (2000) Ground water potential in a semi-arid region of Andhra Pradesh—a geographical information system approach. Int J Remote Sens 21(9):1867–1884CrossRef
11.
go back to reference Jaiswal RK, Mukherjee S, Krishnamurthy J, Saxena R (2003) Role of remote sensing and GIS techniques for generation of groundwater prospect zones towards rural development—an approach. Int J Remote Sens 24(5):993–1008CrossRef Jaiswal RK, Mukherjee S, Krishnamurthy J, Saxena R (2003) Role of remote sensing and GIS techniques for generation of groundwater prospect zones towards rural development—an approach. Int J Remote Sens 24(5):993–1008CrossRef
12.
go back to reference Israil M, Al-hadithi M, Singhal DC (2006) Application of a resistivity survey and geographical information system (GIS) analysis for hydrogeological zoning of a piedmont area, Himalayan foothill region, India. Hydrol J 14(5):753–759 Israil M, Al-hadithi M, Singhal DC (2006) Application of a resistivity survey and geographical information system (GIS) analysis for hydrogeological zoning of a piedmont area, Himalayan foothill region, India. Hydrol J 14(5):753–759
13.
go back to reference Srivastava PK, Bhattacharya AK (2006) Groundwater assessment through an integrated approach using remote sensing, GIS and resistivity techniques: a case study from a hard rock terrain. Int J Remote Sens 27(20):4599–4620CrossRef Srivastava PK, Bhattacharya AK (2006) Groundwater assessment through an integrated approach using remote sensing, GIS and resistivity techniques: a case study from a hard rock terrain. Int J Remote Sens 27(20):4599–4620CrossRef
14.
go back to reference Kumar PKD, Gopinath G, Seralathan P (2007) Application of remote sensing and GIS for the demarcation of groundwater potential zones of a river basin in Kerala, southwest coast of India. Int J Remote Sens 28(24):5583–5601CrossRef Kumar PKD, Gopinath G, Seralathan P (2007) Application of remote sensing and GIS for the demarcation of groundwater potential zones of a river basin in Kerala, southwest coast of India. Int J Remote Sens 28(24):5583–5601CrossRef
15.
go back to reference Mondal NC, Das SN, Singh VS (2008) Integrated approach for identification of potential groundwater zones in Seethanagaram Mandal of Vizianagaram District, Andhra Pradesh, India. J Earth Syst Sci 117(2):133–144CrossRef Mondal NC, Das SN, Singh VS (2008) Integrated approach for identification of potential groundwater zones in Seethanagaram Mandal of Vizianagaram District, Andhra Pradesh, India. J Earth Syst Sci 117(2):133–144CrossRef
16.
go back to reference Magesh NS, Chandrasekar N, Soundranayagam JP (2011) Morphometric evaluation of Papanasam and Manimuthar watersheds, parts of Western Ghats, Tirunelveli district, Tamil Nadu, India: a GIS approach. Environ Earth Sci 64(2):373–381CrossRef Magesh NS, Chandrasekar N, Soundranayagam JP (2011) Morphometric evaluation of Papanasam and Manimuthar watersheds, parts of Western Ghats, Tirunelveli district, Tamil Nadu, India: a GIS approach. Environ Earth Sci 64(2):373–381CrossRef
17.
go back to reference Mukherjee P, Singh CK, Mukherjee S (2012) Delineation of groundwater potential zones in arid region of India—a remote sensing and GIS approach. Water Resour Manage 26(9):2643–2672CrossRef Mukherjee P, Singh CK, Mukherjee S (2012) Delineation of groundwater potential zones in arid region of India—a remote sensing and GIS approach. Water Resour Manage 26(9):2643–2672CrossRef
18.
go back to reference Deepika B, Avinash K, Jayappa KS (2013) Integration of hydrological factors and demarcation of groundwater prospect zones: insights from remote sensing and GIS techniques. Environ Earth Sci 70(3):1319–1338CrossRef Deepika B, Avinash K, Jayappa KS (2013) Integration of hydrological factors and demarcation of groundwater prospect zones: insights from remote sensing and GIS techniques. Environ Earth Sci 70(3):1319–1338CrossRef
19.
go back to reference Sonkamble S, Satishkumar V, Amarender B, Sethurama S (2014) Combined ground-penetrating radar (GPR) and electrical resistivity applications exploring groundwater potential zones in granitic terrain. Arab J Geosci 7(8):3109–3117CrossRef Sonkamble S, Satishkumar V, Amarender B, Sethurama S (2014) Combined ground-penetrating radar (GPR) and electrical resistivity applications exploring groundwater potential zones in granitic terrain. Arab J Geosci 7(8):3109–3117CrossRef
20.
go back to reference Prabhu MV, Venkateswaran S, Kannan R (2016) Identification of potential groundwater recharge zones in Sarabanga Sub Basin, Tamil Nadu, using GIS-based analytical hierarchical. Indian J Appl Res 6(2):355–360 Prabhu MV, Venkateswaran S, Kannan R (2016) Identification of potential groundwater recharge zones in Sarabanga Sub Basin, Tamil Nadu, using GIS-based analytical hierarchical. Indian J Appl Res 6(2):355–360
21.
go back to reference Thomas A, Sharma PK, Sharma MK, Sood A (1999) Hydrogeomorphological mapping in assessing ground water by using remote sensing data—a case study in Lehra Gaga block, Sangrur district, Punjab. J Indian Soc Remote Sens 27(1):31–42CrossRef Thomas A, Sharma PK, Sharma MK, Sood A (1999) Hydrogeomorphological mapping in assessing ground water by using remote sensing data—a case study in Lehra Gaga block, Sangrur district, Punjab. J Indian Soc Remote Sens 27(1):31–42CrossRef
22.
go back to reference Rao YS, Reddy TVK, Nayudu PT (2000) Groundwater targeting in a hard-rock terrain using fracture-pattern modeling, Niva River Basin, Andhra Pradesh, India. Hydrol J 8(5):494–502 Rao YS, Reddy TVK, Nayudu PT (2000) Groundwater targeting in a hard-rock terrain using fracture-pattern modeling, Niva River Basin, Andhra Pradesh, India. Hydrol J 8(5):494–502
23.
go back to reference Chowdhury A, Jha MK, Chowdary VM, Mal BC (2009) Integrated remote sensing and GIS-based approach for assessing groundwater potential in west Medinipur district, West Bengal, India. Int J Remote Sens 30(1):231–250CrossRef Chowdhury A, Jha MK, Chowdary VM, Mal BC (2009) Integrated remote sensing and GIS-based approach for assessing groundwater potential in west Medinipur district, West Bengal, India. Int J Remote Sens 30(1):231–250CrossRef
24.
go back to reference Dhakate R, Chowdhary DK, Rao VVSG, Tiwary RK, Sinha A (2012) Geophysical and geomorphological approach for locating groundwater potential zones in Sukinda chromite mining area. Environ Earth Sci 66(8):2311–2325CrossRef Dhakate R, Chowdhary DK, Rao VVSG, Tiwary RK, Sinha A (2012) Geophysical and geomorphological approach for locating groundwater potential zones in Sukinda chromite mining area. Environ Earth Sci 66(8):2311–2325CrossRef
25.
go back to reference Al-Abadi AM (2015) Groundwater potential mapping at northeastern Wasit and Missan governorates, Iraq using a data-driven weights of evidence technique in framework of GIS. Environ Earth Sci 74(2):1109–1124CrossRef Al-Abadi AM (2015) Groundwater potential mapping at northeastern Wasit and Missan governorates, Iraq using a data-driven weights of evidence technique in framework of GIS. Environ Earth Sci 74(2):1109–1124CrossRef
26.
go back to reference Fernandes AJ, Rudolph DL (2001) The influence of Cenozoic tectonics on the groundwater-production capacity of fractured zones: a case study in Sao Paulo, Brazil. Hydrol J 9(2):151–167 Fernandes AJ, Rudolph DL (2001) The influence of Cenozoic tectonics on the groundwater-production capacity of fractured zones: a case study in Sao Paulo, Brazil. Hydrol J 9(2):151–167
27.
go back to reference Solomon S, Quiel F (2006) Groundwater study using remote sensing and geographic information systems (GIS) in the central highlands of Eritrea. Hydrol J 14(5):729–741 Solomon S, Quiel F (2006) Groundwater study using remote sensing and geographic information systems (GIS) in the central highlands of Eritrea. Hydrol J 14(5):729–741
28.
go back to reference Neves MA, Morales N (2007) Well productivity controlling factors in crystalline terrains of southeastern Brazil. Hydrol J 15(3):471–482 Neves MA, Morales N (2007) Well productivity controlling factors in crystalline terrains of southeastern Brazil. Hydrol J 15(3):471–482
29.
go back to reference Waikar ML, Nilawar AP (2014) Identification of groundwater potential zone using remote sensing and GIS technique. Int J Innov Res Sci Eng Technol 3(5):12,163–12,174 Waikar ML, Nilawar AP (2014) Identification of groundwater potential zone using remote sensing and GIS technique. Int J Innov Res Sci Eng Technol 3(5):12,163–12,174
30.
go back to reference Solomon S (2003) Remote sensing and GIS: applications for groundwater potential assessment in Eritrea. Royal Institute of Technology Solomon S (2003) Remote sensing and GIS: applications for groundwater potential assessment in Eritrea. Royal Institute of Technology
31.
go back to reference Nag SK (2005) Application of lineament density and hydrogeomorphology to delineate groundwater potential zones of Baghmundi block in Purulia district, West Bengal. J Indian Soc Remote Sens 33(4):521CrossRef Nag SK (2005) Application of lineament density and hydrogeomorphology to delineate groundwater potential zones of Baghmundi block in Purulia district, West Bengal. J Indian Soc Remote Sens 33(4):521CrossRef
32.
go back to reference Gupta M, Srivastava PK (2010) Integrating GIS and remote sensing for identification of groundwater potential zones in the hilly terrain of Pavagarh, Gujarat, India. Water Int 35(2):233–245CrossRef Gupta M, Srivastava PK (2010) Integrating GIS and remote sensing for identification of groundwater potential zones in the hilly terrain of Pavagarh, Gujarat, India. Water Int 35(2):233–245CrossRef
33.
go back to reference Nag SK, Ghosh P (2013) Delineation of groundwater potential zone in Chhatna block, Bankura district, West Bengal, India using remote sensing and GIS techniques. Environ Earth Sci 70(5):2115–2127CrossRef Nag SK, Ghosh P (2013) Delineation of groundwater potential zone in Chhatna block, Bankura district, West Bengal, India using remote sensing and GIS techniques. Environ Earth Sci 70(5):2115–2127CrossRef
34.
go back to reference Konkul J, Rojborwornwittaya W, Chotpantarat S (2014) Hydrogeologic characteristics and groundwater potentiality mapping using potential surface analysis in the Huay Sai area, Phetchaburi province, Thailand. J Geosci 18(1):89–103CrossRef Konkul J, Rojborwornwittaya W, Chotpantarat S (2014) Hydrogeologic characteristics and groundwater potentiality mapping using potential surface analysis in the Huay Sai area, Phetchaburi province, Thailand. J Geosci 18(1):89–103CrossRef
35.
go back to reference Antonakos AK, Voudouris KS, Lambrakis NI (2014) Site selection for drinking-water pumping boreholes using a fuzzy spatial decision support system in the Korinthia prefecture, SE Greece. Hydrogeol J 22:1763–1776CrossRef Antonakos AK, Voudouris KS, Lambrakis NI (2014) Site selection for drinking-water pumping boreholes using a fuzzy spatial decision support system in the Korinthia prefecture, SE Greece. Hydrogeol J 22:1763–1776CrossRef
36.
go back to reference Mahmoud SH, Alazba AA (2016) Integrated remote sensing and GIS-based approach for deciphering groundwater potential zones in the central region of Saudi Arabia. Environ Earth Sci 75(4):1–28CrossRef Mahmoud SH, Alazba AA (2016) Integrated remote sensing and GIS-based approach for deciphering groundwater potential zones in the central region of Saudi Arabia. Environ Earth Sci 75(4):1–28CrossRef
38.
go back to reference Saaty TL (1980) The analytic hierarchy process. Mcgraw-Hill, New YorkMATH Saaty TL (1980) The analytic hierarchy process. Mcgraw-Hill, New YorkMATH
39.
go back to reference Saaty TL (2008) Decision making with the analytic hierarchy process. Int J Serv Sci 1(1):83MathSciNet Saaty TL (2008) Decision making with the analytic hierarchy process. Int J Serv Sci 1(1):83MathSciNet
40.
go back to reference Al-abadi A, Al-shamma A (2014) Groundwater potential mapping of the major aquifer in Northeastern Missan Governorate, South of Iraq by using analytical hierarchy process and GIS. Environ Earth Sci 4(10):125–150 Al-abadi A, Al-shamma A (2014) Groundwater potential mapping of the major aquifer in Northeastern Missan Governorate, South of Iraq by using analytical hierarchy process and GIS. Environ Earth Sci 4(10):125–150
41.
go back to reference Kaliraj S, Chandrasekar N, Magesh NS (2014) Identification of potential groundwater recharge zones in Vaigai upper basin, Tamil Nadu, using GIS-based analytical hierarchical process (AHP) technique. Arab J Geosci 7(4):1385–1401CrossRef Kaliraj S, Chandrasekar N, Magesh NS (2014) Identification of potential groundwater recharge zones in Vaigai upper basin, Tamil Nadu, using GIS-based analytical hierarchical process (AHP) technique. Arab J Geosci 7(4):1385–1401CrossRef
42.
go back to reference Zeinolabedini M, Esmaeily A (2015) Groundwater potential assessment using geographic information systems and AHP method (case study: Baft city, Kerman, Iran). ISPRS Int Arch Photogramm Remote Sens Spat Inf Sci 40:769–774CrossRef Zeinolabedini M, Esmaeily A (2015) Groundwater potential assessment using geographic information systems and AHP method (case study: Baft city, Kerman, Iran). ISPRS Int Arch Photogramm Remote Sens Spat Inf Sci 40:769–774CrossRef
43.
go back to reference Aneesh R, Deka PC (2015) Groundwater potential recharge zonation of Bengaluru urban district—a GIS based analytic hierarchy process (AHP) technique approach. Int Adv Res J Sci Eng Technol 2(6):129–136 Aneesh R, Deka PC (2015) Groundwater potential recharge zonation of Bengaluru urban district—a GIS based analytic hierarchy process (AHP) technique approach. Int Adv Res J Sci Eng Technol 2(6):129–136
44.
go back to reference Mahalingam B, Vinay M (2015) Identification of ground water potential zones using GIS and remote sensing techniques: a case study of Mysore taluk-Karnataka. Int J Geomat Geosci 5(3):393–403 Mahalingam B, Vinay M (2015) Identification of ground water potential zones using GIS and remote sensing techniques: a case study of Mysore taluk-Karnataka. Int J Geomat Geosci 5(3):393–403
45.
go back to reference Saaty TL (1994) How to make a decision: the analytic hierarchy process. Interfaces 24(6):19–43CrossRef Saaty TL (1994) How to make a decision: the analytic hierarchy process. Interfaces 24(6):19–43CrossRef
50.
go back to reference Shih-tseng W (1987) Potential application of multipolarization SAR for pine-plantation biomass estimation. IEEE Trans Geosc Remote Sens 25(3):403–409 Shih-tseng W (1987) Potential application of multipolarization SAR for pine-plantation biomass estimation. IEEE Trans Geosc Remote Sens 25(3):403–409
51.
go back to reference Chowdhury A, Jha MK, Chowdary VM (2009) Delineation of groundwater recharge zones and identification of artificial recharge sites in West Medinipur district, West Bengal, using RS, GIS and MCDM techniques. Environ Earth Sci 59(6):1209–1222CrossRef Chowdhury A, Jha MK, Chowdary VM (2009) Delineation of groundwater recharge zones and identification of artificial recharge sites in West Medinipur district, West Bengal, using RS, GIS and MCDM techniques. Environ Earth Sci 59(6):1209–1222CrossRef
52.
go back to reference Balakrishna S, Mauri BS, Narshimulu G (2014) Ground water potential in fractured aquifers of Ophiolite formations, Port Blair, South Andaman Islands using electrical resistivity tomography (ERT) and vertical electrical sounding (VES). J Geol Soc India 83:393–402CrossRef Balakrishna S, Mauri BS, Narshimulu G (2014) Ground water potential in fractured aquifers of Ophiolite formations, Port Blair, South Andaman Islands using electrical resistivity tomography (ERT) and vertical electrical sounding (VES). J Geol Soc India 83:393–402CrossRef
53.
go back to reference Mahmoud SH, Alazba AA, Amin MT (2014) Identification of potential sites for groundwater recharge using a GIS-based decision support system in Jazan region-Saudi Arabia. Water Resour Manag 28:3319–3340CrossRef Mahmoud SH, Alazba AA, Amin MT (2014) Identification of potential sites for groundwater recharge using a GIS-based decision support system in Jazan region-Saudi Arabia. Water Resour Manag 28:3319–3340CrossRef
54.
go back to reference Magowe M, Carr JR (1999) Relationship between lineaments and ground water occurrence in western Botswana. Ground Water 37(2):282–286CrossRef Magowe M, Carr JR (1999) Relationship between lineaments and ground water occurrence in western Botswana. Ground Water 37(2):282–286CrossRef
55.
go back to reference Mogaji KA, Aboyeji OS, Omosuyi GO (2011) Mapping of lineaments for groundwater targeting in the basement complex region of Ondo State, Nigeria, using remote sensing and geographic information system (GIS) techniques. Int J Water Resour Environ Eng 3(7):150–160 Mogaji KA, Aboyeji OS, Omosuyi GO (2011) Mapping of lineaments for groundwater targeting in the basement complex region of Ondo State, Nigeria, using remote sensing and geographic information system (GIS) techniques. Int J Water Resour Environ Eng 3(7):150–160
56.
go back to reference Vahidnia MH, Alesheikh A, Alimohammadi A, Bassiri A, Analytical F, Process H, Analysis FE (2008) Fuzzy analytical hierarchy process in GIS application. Int Arch Photogramm Remote Sens Spat Inf Sci 37:593–596 Vahidnia MH, Alesheikh A, Alimohammadi A, Bassiri A, Analytical F, Process H, Analysis FE (2008) Fuzzy analytical hierarchy process in GIS application. Int Arch Photogramm Remote Sens Spat Inf Sci 37:593–596
57.
go back to reference Garfi M, Ferrer-Marti L, Bonoli A, Tondelli S (2011) Multi-criteria analysis for improving strategic environmental assessment of water programmes—a case study in semi-arid region of Brazil. J Environ Manag 92(3):665–675CrossRef Garfi M, Ferrer-Marti L, Bonoli A, Tondelli S (2011) Multi-criteria analysis for improving strategic environmental assessment of water programmes—a case study in semi-arid region of Brazil. J Environ Manag 92(3):665–675CrossRef
59.
go back to reference Ibrahim EH, Mohamed SE, Atwan AA (2011) Combining fuzzy analytic hierarchy process and GIS to select the best location for a wastewater lift station in El-Mahalla El-Kubra, North Egypt. Int J Eng Sci 11(5):44–50 Ibrahim EH, Mohamed SE, Atwan AA (2011) Combining fuzzy analytic hierarchy process and GIS to select the best location for a wastewater lift station in El-Mahalla El-Kubra, North Egypt. Int J Eng Sci 11(5):44–50
60.
go back to reference Valverde JB, Blank C,MR, Schneider L, Stefan C (2016) Application of a GIS multi-criteria decision analysis for the identification of intrinsic suitable sites in Costa Rica for the application of managed aquifer recharge (MAR) through spreading methods. Water 8(9):391–409CrossRef Valverde JB, Blank C,MR, Schneider L, Stefan C (2016) Application of a GIS multi-criteria decision analysis for the identification of intrinsic suitable sites in Costa Rica for the application of managed aquifer recharge (MAR) through spreading methods. Water 8(9):391–409CrossRef
62.
go back to reference Al-Sayari SS, Zotl JG (1978) Quaternary period in Saudi Arabia, 1st edn. Springer, WienCrossRef Al-Sayari SS, Zotl JG (1978) Quaternary period in Saudi Arabia, 1st edn. Springer, WienCrossRef
68.
go back to reference Mares MA (1999) Encylcopedia of deserts. University of Oklahuma Press, Norman Mares MA (1999) Encylcopedia of deserts. University of Oklahuma Press, Norman
71.
go back to reference Young A (1980) Tropical soils and soil survey. Cambridge University Press, Cambridge Young A (1980) Tropical soils and soil survey. Cambridge University Press, Cambridge
72.
go back to reference Ramamoorthy P, Rammohan V (2015) Assessment of groundwater potential zone using remote sensing and GIS in Varahanadhi watershed, Tamilnadu, India. Int J Res Appl Sci Eng Technol 3(5):695–702 Ramamoorthy P, Rammohan V (2015) Assessment of groundwater potential zone using remote sensing and GIS in Varahanadhi watershed, Tamilnadu, India. Int J Res Appl Sci Eng Technol 3(5):695–702
73.
go back to reference Kumar CP (2012) Climate change and its impact on groundwater resources. Int J Eng Sci 1(5):43–60 Kumar CP (2012) Climate change and its impact on groundwater resources. Int J Eng Sci 1(5):43–60
74.
go back to reference Narjary B, Kumar S, Kamra SK, Bundela DS, Sharma DK (2014) Impact of rainfall variability on groundwater resources and opportunities of artificial recharge structure to reduce its exploitation in fresh groundwater zones of Haryana. Curr Sci 107(8):1305–1312 Narjary B, Kumar S, Kamra SK, Bundela DS, Sharma DK (2014) Impact of rainfall variability on groundwater resources and opportunities of artificial recharge structure to reduce its exploitation in fresh groundwater zones of Haryana. Curr Sci 107(8):1305–1312
Metadata
Title
Delineation of groundwater prospective resources by exploiting geo-spatial decision-making techniques for the Kingdom of Saudi Arabia
Authors
Rafia Mumtaz
Shahbaz Baig
Syed Saqib Ali Kazmi
Farooq Ahmad
Iram Fatima
Badar Ghauri
Publication date
08-02-2018
Publisher
Springer London
Published in
Neural Computing and Applications / Issue 9/2019
Print ISSN: 0941-0643
Electronic ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-018-3370-z

Other articles of this Issue 9/2019

Neural Computing and Applications 9/2019 Go to the issue

S.I. : Emergence in Human-like Intelligence towards Cyber-Physical Systems

Constructive function approximation by neural networks with optimized activation functions and fixed weights

S.I. : Emergence in Human-like Intelligence towards Cyber-Physical Systems

Detecting adverse drug reactions from social media based on multi-channel convolutional neural networks

Premium Partner