Abstract
Understanding the impact of urbanization on groundwater quality is critical. Effective water management requires understanding the relationship between land use and water quality. The study’s goals were to compare the effects of land use, identify the types of land that impact hydrochemistry, and define how different land use affects water quality. For this purpose, the comparative relationship between groundwater quality, land use classes and landscape metrics were established for the years 2016 and 2021. Water samples were collected from 42 wells, and different hydro-chemical variables were considered to calculate the water quality index (WQI). The WQI value in 2016 ranged from 26.49 to 151.03 and 29.65 to 155.62 in 2021. The results indicate that the water quality in most parts of the study area is moderate for drinking and domestic purpose use. The google earth engine platform was used and radiometrically corrected and orthorectified Sentinel-2 satellite images were processed to classify land use classes for selected years. Five buffer zones were established within a 2-km watershed along each well site, and the effects of land use types and landscape metrics on water quality in the buffer zones were analyzed. Results revealed that the effects of land use types on water quality were mainly reflected in buffer 1 (B1), buffer 4 (B4), buffer 5 (B5) in 2016 and B1, buffer 3 (B3), and B5 in 2021. The impacts of landscape-level metrics on water quality are mainly reflected in buffer 2 (B2) and B3 in 2021, while at the class-level, they are mainly reflected in B1 and B4 in 2021. The redundancy analysis revealed that different hydro-chemical variables behaved differently with the land use classes and landscape metrics in the various buffer zones.
Similar content being viewed by others
Data availability
Data and material are available.
References
Abood HG, Salman GA (2021) Utilizing variance inflation factor for electricity demand forecasting. In: Mohapatro S, Kimball J (eds) Proceedings of Symposium on Power Electronic and Renewable Energy Systems Control. Lecture Notes in Electrical Engineering, vol 616. Springer, Singapore. https://doi.org/10.1007/978-981-16-1978-6_32
Ahearn DS, Sheibley RW, Dahlgren RA, Anderson M, Johnson J, Tate KW (2005) Land use and land cover influence on water quality in the last free-flowing river draining the western Sierra Nevada, California. J Hydrol 313(3–4):234–247
Alam K, Ahmad N (2014) Determination of aquifer geometry through geophysical methods: a case study from Quetta Valley, Pakistan. Acta Geophysica 62(1):142–163
Ali A, Asghar A, Hassan SZU, Malghani G (2020) Traffic-noise assessment at rush hours in Quetta City. J Appl Emerg Sci 10(1):50–56
Azad S (2015) Impacts of coal mining in Balochistan. Eur Sci J 11(10). Retrieved from https://eujournal.org/index.php/esj/article/view/5751
Aziz A, Ghaffar A (2017) Assessment of land use changes and urban expansion of bahawalnagar through geospatial techniques. Pakistan Geogr Rev 72(2):85–89
Bannerman RT, Owens DW, Dodds R, Hornewer NJ (1993) Sources of pollutants in Wisconsin stormwater. Water Sci Technol 28(3–5):241–259
Basnyat P, Teeter L, Lockaby BG, Flynn KM (2000) Land use characteristics and water quality: a methodology for valuing of forested buffers. Environ Manage 26(2):153–161
Bayas S, Sawant S, Dhondge I, Kankal P, Joshi A (2022) Land use land cover classification using different ml algorithms on sentinel-2 imagery. In: Gupta D, Sambyo K, Prasad M, Agarwal S (eds) Advanced Machine Intelligence and Signal Processing. Lecture Notes in Electrical Engineering, vol 858. Springer, Singapore. https://doi.org/10.1007/978-981-19-0840-8_59
Bazai MH, Panezai S (2020) Assessment of urban sprawl and land use change dynamics through GIS and remote sensing in Quetta, Balochistan, Pakistan. J Geogr Soc Sci 2(1):20
Bian Z, Liu L, Ding S (2019) Correlation between spatial-temporal variation in landscape patterns and surface water quality: a case study in the Yi river watershed, China. Appl Sci 9(6):1053
Block SS (2001) Disinfection, Sterilization and Preservation, 9th edn. Lippincott Williams Wilkins 1857, Weston
Botequilha Leitão A, Miller J, Ahern J, McGarigal K (2006) Measuring landscapes. Island, Washington, DC
Brown A, Matlock MD (2011) A review of water scarcity indices and methodologies. University of Arkansas, The sustainability consortium, Fayetteville, p 21
Bruce P, Bruce A (2017) Practical statistics for data scientists. OREILLY Sebastopol, California-USA
Butt A, Shabbir R, Ahmad SS, Aziz N (2015) Land use change mapping and analysis using remote sensing and GIS: a case study of Simly watershed, Islamabad, Pakistan. Egypt J Remote Sens Space Sci 18(2):251–259
Carey RO, Migliaccio KW, Li Y, Schaffer B, Kiker GA, Brown MT (2011) Land use disturbance indicators and water quality variability in the Biscayne Bay Watershed, Florida. Ecol Indic 11(5):1093–1104
Chen A, Yang X, Guo J, Zhang M, Xing X, Yang D, . . . , Jiang L (2022) Dynamic of land use, landscape, and their impact on ecological quality in the northern sand-prevention belt of China. J Environ Manag 317:115351
Drusch M, Del Bello U, Carlier S, Colin O, Fernandez V, Gascon F, . . ., Martimort P (2012) Sentinel-2: ESA's optical high-resolution mission for GMES operational services. Remote Sens Environ 120:25–36
Fan X, Zhang L, Yuan L, Guo B, Zhang Q, Huang HJEI (2022). Urbanization and water quality dynamics and their spatial correlation in coastal margins of mainland China. 138:108812
Gareth J, Daniela W, Trevor H, Robert T (2013) An Introduction to Statistical Learning: With Applications in R. Spinger: Berlin/Heidelberg, Germany
Gatti A, dan Bertolini A (2018) Sentinel-2 products specification document. Thales Alenia Sp, p 1–487
Ghosh S, Singh P, Kumari M (2014) Assessment of urban sprawl and land use change dynamics, using remote sensing technique: a study of Kolkata and surrounding periphery. WB, India
Guo Q, Ma K, Yang L, He K (2010) Testing a dynamic complex hypothesis in the analysis of land use impact on lake water quality. Water Resour Manage 24(7):1313–1332
Haji Gholizadeh M, Melesse AM, Reddi L (2016) Spaceborne and airborne sensors in water quality assessment. Int J Remote Sens 37(14):3143–3180
Haroon H, Waseem A, Mahmood Q (2013) Treatment and reuse of wastewater from beverage industry. J Chem Soc Pak 35(1):5–10
He HS, DeZonia BE, Mladenoff DJ (2000) An aggregation index (AI) to quantify spatial patterns of landscapes. Landscape Ecol 15(7):591–601
Hu X, Wang H, Zhu Y, Xie G, Shi H (2019) Landscape characteristics affecting spatial patterns of water quality variation in a highly disturbed region. Int J Environ Res Public Health 16(12):2149
Huang H, Zhuo L, Li Z, Ji X, Wu P (2023) Effects of multidimensional urbanisation on water footprint self-sufficiency of staple crops in China. J Hydrol 618:129275
Huang J-L, Li Q-S, Hong H-S, Lin J, Qu M-C (2011) Preliminary study on linking land use & landscape pattern and water quality in the Jiulong River Watershed. Huan jing ke xue= Huanjing kexue 32(1):64–72
Huang W, Mao J, Zhu D, Lin C (2019) Impacts of land use and land cover on water quality at multiple buffer-zone scales in a Lakeside City. Water 12(1):47
Ilyas SZ, Khattak AI, Nasir S, Qurashi T, Durrani R (2010) Air pollution assessment in urban areas and its impact on human health in the city of Quetta. Pakistan Clean Technol Environ Policy 12(3):291–299
Irshad M, Anwar Z, Pervez A, Waseem A (2012) Water use efficiency and accumulation of trace elements in spinach (Spinacia oleracea L.) irrigated with municipal wastewater. J Med Plants Res 6(22):3882–3888
Ji D, Wen Y, Wei J, Wu Z, Liu Q, Cheng J (2015) Relationships between landscape spatial characteristics and surface water quality in the Liu Xi River watershed. Acta Ecol Sin 35:246–253
Kachroud M, Trolard F, Kefi M, Jebari S, Bourrié G (2019) Water quality indices: challenges and application limits in the literature. Water 11(2):361
Kadam A, Wagh V, Muley A, Umrikar B, Sankhua R (2019) Prediction of water quality index using artificial neural network and multiple linear regression modelling approach in Shivganga River basin, India. Model Earth Syst Environ 5(3):951–962
Kamata A, Ueshima M, Sakanakura H et al (2022) The effects of redox conditions on arsenic re-release from excavated marine sedimentary rock with naturally suppressed arsenic release. Environ Geochem Health 44:4157–4171. https://doi.org/10.1007/s10653-021-01178-5
Kanagaraj G, Elango L (2016) Hydrogeochemical processes and impact of tanning industries on groundwater quality in Ambur, Vellore district, Tamil Nadu, India. Environ Sci Pollut Res 23(23):24364–24383
Kazmi A, Abbas G, Younas S (2005a) Water resources and hydrogeology of Quetta Basin, Balochistan, Pakistan. Geological Survey of Pakistan, Quetta
Kazmi AH, Abbas SG, Younas M (2005b) Water resources and hydrogeology of Quetta baisn. Special Publication, Geological Survey of Pakistan
Kazmi A, Reza SQ (1970) Water supply of Quetta Basin, Balochistan, Pakistan. Geol Surv Pakistan Rec 20(2):97–138
Kazmi S (1973) Geohydrology of Quetta valley, hydrogeology directorate, reclamation division, water and power development authority. Pakistan, p 72
Khalid S (2019) An assessment of groundwater quality for irrigation and drinking purposes around brick kilns in three districts of Balochistan province, Pakistan, through water quality index and multivariate statistical approaches. J Geochem Explor 197:14–26
Khan A, Mian B (2000) Groundwater development issues of Baluchistan. In: Proceedings of the global water partnership seminar on regional groundwater management. Islamabad
Khan M, Abro SH, Taj MK, Abro R, Baloch H, Rind R, . . ., Tunio SA (2021) 05. Bacterial contamination of drinking water used at dairy farms in Quetta, Balochistan. Pure Appl Biol (PAB) 5(4):714–718
Khan MW, Khalid M, HabibUllah HUR, Ayaz Y, Ullah F, Jadoon MA, Afridi S (2017) Detection of arsenic (As), antimony (Sb) and bacterial contamination in drinking water. Bio, Form 9:133–238
Lanjwani MF, Khuhawar MY, Khuhawar TMJ, Lanjwani AH, Soomro WA (2023) Evaluation of hydrochemistry of the Dokri groundwater, including historical site Mohenjo-Daro, Sindh. Pakistan. Int J Environ Anal Chem 103(8):1892–1916. https://doi.org/10.1080/03067319.2021.1884241
Lee S-W, Hwang S-J, Lee S-B, Hwang H-S, Sung H-C (2009) Landscape ecological approach to the relationships of land use patterns in watersheds to water quality characteristics. Landsc Urban Plan 92(2):80–89
Legendre P, Oksanen J, ter Braak CJ (2011) Testing the significance of canonical axes in redundancy analysis. Methods Ecol Evol 2(3):269–277
Li S, Peng S, Jin B, Zhou J, Li Y (2019) Multi-scale relationship between land use/land cover types and water quality in different pollution source areas in Fuxian Lake Basin. PeerJ 7:e7283
Ma X, Li N, Yang H, Li Y (2022) Exploring the relationship between urbanization and water environment based on coupling analysis in Nanjing, East China. Environ Sci Pollut Res 29(3):4654–4667
Mahboob M, Atif I (2015) Assessment of urban sprawl of lahore, Punjab, Pakistan using multi-stage remote sensing data. Sci Int Lahore 27(6):6219–6224
Malenovský Z, Rott H, Cihlar J, Schaepman ME, García-Santos G, Fernandes R, Berger M (2012) Sentinels for science: potential of Sentinel-1,-2, and-3 missions for scientific observations of ocean, cryosphere, and land. Remote Sens Environ 120:91–101
Marín Celestino AE, Martínez Cruz DA, Otazo Sánchez EM, Gavi Reyes F, Vásquez Soto D (2018) Groundwater quality assessment: an improved approach to k-means clustering, principal component analysis and spatial analysis: A case study. Water 10(4):437
Mehravar SV, Razavi-Termeh A, Ranjgar MB, Foroughnia F, Amani M (2023) Flood susceptibility mapping using multi-temporal SAR imagery and novel integration of nature-inspired algorithms into support vector regression. J Hydrol 129100. https://doi.org/10.1016/j.jhydrol.2023.129100
Moyo HTT, Zuidgeest MH (2018) Analyzing the temporal location of employment centers relative to residential areas in Cape Town. J Transport Land Use 11(1):519–540
Oksanen J, Blanchet FG, Kindt R, Legendre P, Minchin PR, O’hara R, . . ., Wagner H (2013) Package ‘vegan’. Community ecology package, version. 2(9):1-295
Ou Y, Wang X (2011) GIS and ordination techniques for studying influence of watershed characteristics on river water quality. Water Sci Technol 64(4):861–870
Phiri D, Simwanda M, Salekin S, Nyirenda VR, Murayama Y, Ranagalage M (2020) Sentinel-2 data for land cover/use mapping: a review. Remote Sensing 12(14):2291
Pitter (2009) Hydrochemie, 4th edn. VŠCHT, Prague
Posada Posada M.I (2012) Using landscape pattern metrics to characterize ecoregions. Dissertations & Theses in Natural Resources. School of Natural Resources, University of Nebraska-Lincoln
Qureshi AL, Jamali MA, Hussain S, Memon FA, Zaidi AZ, Zafar S, Ahmed W (2022) Subsurface depleting aquifers in the sedimentary terrain of Quetta Valley in Balochistan: a review. Arab J Geosci 15(21):1648
Rafi Khan D, Malik M (2023) Scarcity of water in Quetta–a way forward. J Positive School Psychol 7(3):1–10 (http://journalppw.com)
Ramadas M, Samantaray AK (2018) Applications of Remote Sensing and GIS in Water Quality Monitoring and Remediation: A State-of-the-Art Review. In: Bhattacharya S, Gupta A, Gupta A, Pandey A (eds) Water Remediation. Energy, Environment, and Sustainability. Springer, Singapore, pp 225–246. https://doi.org/10.1007/978-981-10-7551-3_13
Raziq A, Xu A, Li Y, Zhao Q (2016) Monitoring of land use/land cover changes and urban sprawl in Peshawar City in Khyber Pakhtunkhwa: an application of geo-information techniques using of multi-temporal satellite data. J Remote Sens GIS 5(4):174
Sahu P, Sikdar P (2008) Hydrochemical framework of the aquifer in and around East Kolkata Wetlands, West Bengal, India. Environ Geol 55(4):823–835
Samtio MS, Rajper KH, Mastoi AS, Sadaf R, Rajper RH, Hakro AAAD, . . ., Lanjwani MF (2021) Hydrochemical assessment of groundwater from taluka Dahili, Thar Desert, Pakistan, for irrigation purpose using water quality indices. International J Environ Anal Chem 1–17. https://doi.org/10.1080/03067319.2021.1893705
Shah KA, Joshi GS (2017) Evaluation of water quality index for River Sabarmati, Gujarat, India. Appl Water Sci 7(3):1349–1358
Song Y, Song X, Shao G (2020) Response of water quality to landscape patterns in an urbanized watershed in Hangzhou, China. Sustainability 12(14):5500
Spoto F, Sy O, Laberinti P, Martimort P, Fernandez V, Colin O, . . ., Meygret A (2012) Overview of sentinel-2. Paper presented at the 2012 IEEE international geoscience and remote sensing symposium
Srivastava A, Bharadwaj S, Dubey R, Sharma V, Biswas S (2022) Mapping vegetation and measuring the performance of machine learning algorithm in lulc classification in the large area using sentinel-2 and landsat- 8 datasets of dehradun as a test case. Int Arch Photogramm Remote Sens Spat Inf Sci 43:529–535
Stine RA (1995) Graphical interpretation of variance inflation factors. Am Stat 49(1):53–56
Sun Y, Guo Q, Liu J, Wang R (2014) Scale effects on spatially varying relationships between urban landscape patterns and water quality. Environ Manage 54(2):272–287
Tareen AK, Sultan IN, Khan MW, Khan A (2013) Determination of heavy metals found in different sizes of tube wells of District Pishin Balochistan, Pakistan. Asian J Sci Technol 4(04):017–021
Tiwari T, Mishra M (1985) A preliminary assignment of water quality index of major Indian rivers. Indian J Environ Prot 5(4):276–279
Tong ST, Chen W (2002) Modeling the relationship between land use and surface water quality. J Environ Manage 66(4):377–393
Turner RE, Rabalais NN (2003) Linking landscape and water quality in the Mississippi River Basin for 200 years. Bioscience 53(6):563–572
Umar M, Waseem A, Kassi A, Farooq M, Sabir M, Faridullah (2014) Surface and subsurface water quality assessment in semi-arid region: a case study from Quetta and Sorange Intermontane Valleys, Pakistan. Global Nest J 16(5):938–954
Uuemaa E, Antrop M, Roosaare J, Marja R, Mander Ü (2009) Landscape metrics and indices: an overview of their use in landscape research. Living Rev Landscap Res 3(1):1–28
Uuemaa E, Roosaare J, Mander Ü (2005) Scale dependence of landscape metrics and their indicatory value for nutrient and organic matter losses from catchments. Ecol Ind 5(4):350–369
Uuemaa E, Roosaare J, Mander Ü (2007) Landscape metrics as indicators of river water quality at catchment scale. Hydrol Res 38(2):125–138
WAPDA (1989) Groundwater mining in selected areas of Balochistan, Hydrogeology. Water and Power Development Authority, Quetta, Pakistan, p 35
WHO (2011) Guidelines for drinking-water quality. WHO Chronicle 38(4):104–108
Wright CK, Wimberly MC (2013) Recent land use change in the Western Corn Belt threatens grasslands and wetlands. Proc Natl Acad Sci 110(10):4134–4139
Wu J, Lu J (2019) Landscape patterns regulate non-point source nutrient pollution in an agricultural watershed. Sci Total Environ 669:377–388
Xiao R, Wang G, Zhang Q, Zhang Z (2016) Multi-scale analysis of relationship between landscape pattern and urban river water quality in different seasons. Sci Rep 6(1):1–10
Xu J, Bai Y, You H, Wang X, Ma Z, Zhang H (2022) Water quality assessment and the influence of landscape metrics at multiple scales in Poyang Lake basin. 141:109096
Yan J, Chen J, Zhang W (2022) Impact of land use and cover on shallow groundwater quality in Songyuan city, China: a multivariate statistical analysis. Environ Pollut 119532. https://doi.org/10.1016/j.envpol.2022.119532
Yeh H-F, Cheng Y-S, Lin H-I, Lee C-H (2016) Mapping groundwater recharge potential zone using a GIS approach in Hualian River, Taiwan. Sustain Environ Res 26(1):33–43
Yin H, Wu Q, Yin S, Dong S, Dai Z, Soltanian MR (2023) Predicting mine water inrush accidents based on water level anomalies of borehole groups using long short-term memory and isolation forest. J Hydrol 616:128813
Zhang F, Chen Y, Wang W, Jim CY, Zhang Z, Tan ML, . . ., Wang Z (2022) Impact of land-use/land-cover and landscape pattern on seasonal in-stream water quality in small watersheds. 357:131907
Zheng X, Wang Y, Gan M, Zhang J, Teng L, Wang K, . . ., Zhang L (2016) Discrimination of settlement and industrial area using landscape metrics in rural region. Remote Sens 8(10):845
Zhou T, Wu J, Peng S (2012) Assessing the effects of landscape pattern on river water quality at multiple scales: a case study of the Dongjiang River watershed, China. Ecol Ind 23:166–175
Zolekar RB, Todmal RS, Bhagat VS, Bhailume SA, Korade MS, Das S (2021) Hydro-chemical characterization and geospatial analysis of groundwater for drinking and agricultural usage in Nashik district in Maharashtra, India. Environ Dev Sustain 23(3):4433–4452
Acknowledgements
The authors are thankful to the Pakistan Center of Research in Water Resources (PCRWR) for providing services for analyzing the water quality samples and Survey of Pakistan for providing us with different types of vector data for the present study and the United States Geological Survey (USGS) for providing the free Sentinel-2 images via earth engine.
Funding
The authors are thankful to the National Natural Science Foundation of China (52079005) for funding this research.
Author information
Authors and Affiliations
Contributions
Umair Rasool: conceptualization, data collection, writing—original draft, investigation, and data curation; Xinan Yin: conceptualization and writing—original draft; Zongxue Xu: reviewing manuscript and supervision; Muhammad Faheem: reviewing manuscript and helping in statistical analysis; Muhammad Awais Rasool: writing—original draft and reviewing manuscript; Jamil Siddique: investigation and data curation; Muhammad Azhar Hasan: reviewing manuscript and helping in statistical analysis; Venkatramanan Senapathi: reviewing manuscript and data curation.
Corresponding author
Ethics declarations
Ethics approval
Not applicable.
Consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Rongrong Wan
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Rasool, U., Yin, X., Xu, Z. et al. Evaluating the relationship between groundwater quality and land use in an urbanized watershed. Environ Sci Pollut Res 30, 77107–77126 (2023). https://doi.org/10.1007/s11356-023-27775-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-023-27775-8