Integrating multivariate statistical analysis and canadian water quality index to assess seasonal variation in Duhok Dam, Iraq

Authors

  • Nihal S. Hanna Environmental Science and Health Department, College of Science, Salahaddin University, Erbil
  • Shelan M. Khudhur Environmental Science and Health Department, College of Science, Salahaddin University, Erbil
  • Muzhda Q. Qader Department of Public Health, Hawler Medical University, Kurdistan Region
  • Yahya A. Shekha Environmental Science and Health Department, College of Science, Salahaddin University, Erbil

DOI:

https://doi.org/10.60923/issn.2281-4485/22779

Keywords:

Water quality, Duhok Lake, Multivariate statistical analysis, WQI

Abstract

The escalating demand for freshwater resources in arid and semi-arid regions necessitates comprehensive assessments of water quality to ensure sustainable use for domestic and agricultural purposes. This study evaluated the seasonal water quality of Duhok Lake by integrating multivariate statistical techniques Principal Component Analysis (PCA) and exploratory Cluster Analysis (CA) with the Canadian Water Quality Index (CCME WQI). PCA identified five principal components explaining 92.5% of the total variance, revealing the dominant influences of domestic discharge, eutrophication driven by phosphate and phytoplankton proliferation, geological contributions, agricultural runoff, and mineral ion enrichment. CA was applied in an exploratory sense only, to visualize similarity patterns among sites, seasons, and variables. The CCME WQI classified Duhok Lake’s water as marginal for both drinking (55.6) and irrigation (58.5), primarily due to elevated levels of sulfate, hardness, total dissolved solids, and magnesium exceeding WHO standards. Historical comparison over two decades revealed fluctuating trends linked to variable inflows and precipitation. These findings highlight the urgent need for continuous monitoring and integrated management strategies to mitigate emerging risks and ensure the sustainable use of Duhok Lake as a vital freshwater resource.

References

ABBASI T., ABBASI S.A. (2012) Water quality indices, UK, Elsevier. https://doi.org/10.1016/C2010-0-69472-7

AL-ANSARI N., EWAID S.H., CHABUK A., ABED, S. A., SALIM M.A., LAUE J., SALIH R.M. (2024) Tigris River Water Quality Quantifying Using the Iraq Water Quality Index (IraqWQI) and Some Statistical Techniques. Engineering, 16:149-166. https://doi.org/10.21203/rs.3.rs-1528749/v1

AL-KARAI N.A.K., AL-DOURI A.M. (2023) Geometric Analysis of the Suggested Derlock Dam, Duhok Reservoir Using a Digital Elevation Model (DEM). The Iraqi Geological Journal, 56:309-324. https://doi.org/10.46717/jgj.56.2C.23ms-2023-9-29

AL-MEZORI H.A., HAWRAMI K.A. (2013) Evaluation of trace elements in drinking water of Duhok Province/Kurdistan region of Iraq. International Journal of Engineering Science Invention, 2:47-56. ISSN: 2319 – 6734

AL-NAKSHBANDI I. (2002) A phycologicalstudy on Duhok impoundment its main watershed. PhD Dissertation, Duhok University-Iraq. ISBN: 0094-243X

ALJANABI Z.Z., HASSAN F.M., AL-OBAIDY A.H.M.J.A. (2023) multivariate approach and water quality index for evaluating the changes in water quality of Tigris River. AIP Conference Proceedings, AIP Publishing.

AYERS R.S., WESTCOT D.W. (1985) Water quality for agriculture, Food and agriculture organization of the United Nations Rome. ISSN: 9251022631.

BOLLEN J., VAN DE SOMPEL H., HAGBERG A., CHUTE R. (2009) A principal component analysis of 39 scientific impact measures. PloS one, 4:e6022. https://doi.org/10.1371/journal.pone.0006022

CCME (2001) Canadian water quality guidelines for the protection of aquatic life: CCME Water Quality Index 1.0, User’s Manual. In: Canadian environmental quality guidelines, 1999,. User’s Manual. Canadian Council of Ministers of the Environment. USA. http://www.ccme.ca/en/resources/canadian_environmental_quality_guidelines/calculators.html

DALMAIJER E.S., NORD C.L., ASTLE D.E. (2022) Statistical power for cluster analysis. BMC bioinformatics, 23:205. https://doi.org/10.1186/s12859-022-04675-1

DARWESH D.A., SHEKHA Y.A., TOMA J.J. (2017) Application of the DRIS equation to assess the nutrient status of Dukan and Duhok lakes in northern Iraq. Diyala Agricultural Sciences Journal, 9:31-39. http://www.agriculmag.uodiyala.edu.iq

DUHOKI M. (1997) Classification of Some wells and Spring water in Duhok Governorate for Irrigation and Drinking Purposes. MSc, University of Duhok.

GREENACRE M., GROENEN P.J., HASTIE T., D’ENZA A.I., MARKOS A., TUZHILINA E. (2022) Prin-cipal component analysis. Nature Reviews Methods Primers, 2:100. https://doi.org/10.1038/s43586-022-00184-w

HYARAT T., AL KUISI M. (2021) Comparison between weighted arithmetic and canadian council of ministers of the environment water quality indices performance in amman-zarqa area, jordan. Earth Environmental Science, 12(4):295-305. https://jjees.hu.edu.jo/files/Vol12No4/JJEES/P3.pdf

KHEDER N.K. (2014) Water quality of Dohuk Dam strea-mout flow. Science Journal of University of Zakho, 2(1):176-183. https://sjuoz.uoz.edu.krd

KHERIF F., LATYPOVA A. (2020) Principal component analysis. Machine learning. 12:209-225 Elsevier. https://doi.org/10.1016/B978-0-12-815739-8.00012-2

KÜKRER S., MUTLU E.J. (2019) Assessment of surface water quality using water quality index and multivariate stati-stical analyses in Saraydüzü Dam Lake, Turkey. Environ-mental Monitoring Assessment, 191:1-16. https://doi.org/10.1007/s10661-019-7197-6

MACKERTH F. (1978) Water analysis: some revised me-thods for limnologists. Freshwater Biol. Assoc. Sci. Pub., 36: 117. ISSN: 900386 31

MAIA C.E., RODRIGUES K.K.R.D.P. (2012) Proposal for an index to classify irrigation water quality: a case study in northeastern Brazil. Revista Brasileira de Ciência do Solo, 36: 823-830. https://doi.org/10.1590/S0100-06832012000300013

MARDIA K.V., KENT J.T., TAYLOR C.C. (2024) Multi-variate analysis, Vol. 88.John Wiley & Sons. 1118738020

MOHAMMED N.I., BAMARNI K.A. (2019) Water quality monitoring of Duhok Dam (Kurdistan Region of Iraq). Zanco Journal of Pure Applied Sciences, 31:7-16. http://dx.doi.org/10.21271/ZJPAS.31.1.2

MU X., BROWER J.C., SIEGEL D.I., FIORENTINO A. J., AN S., CAI Y., XU D., JIANG H. (2015) Using integra-ted multivariate statistics to assess the hydrochemistry of surface water quality, Lake Taihu basin, China. Journal of Limnology, 74:234-247. https://doi.org/10.4081/jlimnol.2014.906

MUNIZ D.H., OLIVEIRA-FILHO E.C.(2023) Multivariate statistical analysis for water quality assessment: A review of research published between 2001 and 2020. Hydrology, 10: 196. https://doi.org/10.3390/hydrology10100196

MUSTAFA Y.T., NOORI M.J. (2013) Satellite remote sen-sing and geographic information systems (GIS) to assess changes in the water level in the Duhok dam. International Journal of Water Resources and Environmental Enginee, 5: 351-359. https://doi.org/10.5897/IJWREE2012.0402

NAIR B., NAVEEN K.S.H. (2022) Assessment of lake wa-ter quality in Gudiyattam region using multivariate statistical techniques. Journal of Environmental Treatment Techni-ques, 10:92-102. https://doi.org/10.47277/JETT/10(1)102

QASEEM N., AL-SAFFAWI A.Y.T., KHALID M. (2022) Assessment the environmental reality of duhok valley water on the water quality of Mosul Dam Lake by using Water Quality Index (WQI). Egyptian Journal of Chemistry, 65:10 91-1098. https://doi.org/10.21608/ejchem.2022.133799.5897

RADAIDEH J. (2022) Evaluation of Zarqa River Water quality on suitability for irrigation using the Canadian Council of Ministers of Environment Water Quality Index (CCME WQI) approach. International Journal of Innovation, Creativity and Change, 16:354-373. https://www.ijicc.net/images/Vol_16/Iss3/16269_Radaideh_2022_E_R.pdf

RAHMAN K., BARUA S., IMRAN H. (2021) Assessment of water quality and apportionment of pollution sources of an urban lake using multivariate statistical analysis. Cleaner Engineering and Technology, 5:100309. https://doi.org/10.1016/j.clet.2021.100309

RICE E.W., BAIRD R.B., EATON A.D., CLESCERI L.S. (2017) Standard methods for the examination of water and wastewater, USA, American Public Health Association, American Water Works Association, Water Environment Federation. https://www.sidalc.net/search/Record/KOHA-OAI-ECOSUR:53329/Description

SABRI N., ABDULLAH M., MAT S., ELFITHRI R., KHALIK W.J.J.M.E.S. (2016) Evaluation of hydrochemistry variation in water quality of Cempaka lake, Malaysia using multivariate statistical analysis. 7:4403-4410. http://www.jmaterenvironsci.com

SALAH E.A.M., AL-HITI I.K., ALESSAWI K.A.J.A. (2015) Assessment of heavy metals pollution in Euphrates River water, Amiriyah Fallujah, Iraq. Journal of Environment and Earth Science 5:1009-1023. ISSN: 2225-0948

SHEKHA Y.A. (2008) The effect of Erbil city wastewater discharge on water quality of Greater Zab river, and the risks of irrigation. PhD, University of Baghdad.

SHEKHA Y.A. (2013) Multivariate statistical characterization of water quality analysis for Erbil wastewater channel. Journal of Environmental Science Toxicology Food Technology, 5:18-26. https://www.iosrjournals.org/iosr-jestft/papers/vol5-issue6/D0561826.pdf?id=6896

SHEKHA Y.A. (2016) Evaluation of water quality for Greater Zab River by principal component analysis/factor analysis. Iraqi Journal of Science, 57(4B):2650-2663. https://ijs.uobaghdad.edu.iq/index.php/eijs/article/view/6310

SHEKHA Y.A., ALI L.A.-Q., TOMA J. J. (2017) Asses-sment of water quality and trophic status of Duhok Lake Dam. Baghdad Science Journal, 14:335-342. http://dx.doi.org/10.21123/bsj.2017.14.2.0335

SHEKHA Y.A., ISMAEL H.M., AHMED A.A. (2013) Bac-teriological and mycological assessment for water quality of Duhok reservoir, Iraq. Jordan Journal of Biological Sciences 6(4):308-315. ISSN: 1995-6673

SHIHAB, A. S. & ABDUL BAQI, Y. 2010. Multivariate analysis of ground water quality of Makhmor plain/north Iraq. Damascus University Journal, 26:19-26.

TAN Z., YAO H., ZHUANG Q. (2018) A small temperate lake in the 21st century: Dynamics of water temperature, ice phenology, dissolved oxygen, and chlorophyll a. Water Re-sources Research, 54:4681-4699.

http://dx.doi.org/10.1029/2017WR022334

TOMA J.J. (2012) Water quality index for assessment of water quality of Duhok Lake, Kurdistan region of Iraq. Journal of Advanced Laboratory Research in Biology, 3(3):119-124. ISSN: 0976-7614

UDDIN M., KORMOKER T., SIDDIQUE M.A.B., BILLAH M.M., ROKONUZZAMAN M., AL RAGIB A., PROSHAD R., HOSSAIN M.Y., HAQUE M.K., IBRAHIM K.A. (2023) An overview on water quality, pollu-tion sources, and associated ecological and human health concerns of the lake water of megacity: a case study on Dhaka city lakes in Bangladesh. Urban Water Journal, 20: 261-277. https://doi.org/10.1080/1573062X.2023.2169171

UDDIN M.G., NASH S., OLBERT A.I. (2021) A review of water quality index models and their use for assessing surface water quality. Ecological Indicators, 122:107218. https://doi.org/10.1016/j.ecolind.2020.107218

VEGA M., PARDO R., BARRADO E., DEBÁN L. (1998) Assessment of seasonal and polluting effects on the quality of river water by exploratory data analysis. Water Research, 32(12):3581-3592. https://doi.org/10.1016/S0043-1354(98)00138-9

WHO (2022) Guidelines for drinking-water quality: incor-porating the first and second addenda, World Health Organization. ISBN: 978-92-4-004506-4.

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Published

2025-12-10

How to Cite

Hanna, N. S., Khudhur, S. M., Qader, M. Q., & Shekha, Y. A. (2026). Integrating multivariate statistical analysis and canadian water quality index to assess seasonal variation in Duhok Dam, Iraq. EQA - International Journal of Environmental Quality, 71, 132–140. https://doi.org/10.60923/issn.2281-4485/22779

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