Assessment of Water in Terengganu River, Malaysia Using Multivariate Statistical Techniques and Fuzzy DEMATEL

Mohamad Ammar Pairan, Nurnadiah Zamri, Azimah Ismail

Abstract


Water is essential in our daily life for life purposes and other activities. Significant water quality degradation due to natural factors and human activities can harm human health and ecosystems. Therefore, water quality monitoring is always necessary for public health and a good ecosystem. This study focuses on assessing river water quality in Terengganu involving several parameters and the location of water monitoring stations along the Terengganu River, which is linked to the second-largest dam in Malaysia. This study uses multivariate analysis such as Principal Component Analysis (PCA) and Agglomerative Hierarchical Clustering (AHC) to assess water quality in the Terengganu River. PCA investigates the origin of each parameter that contributes to river pollution. Before AHC, WQI categorized monitoring stations based on different river pollution zones. The AHC method groups all water monitoring stations based on the level of river pollution zones. Then, this study was continued with the Fuzzy Decision-Making Experiment and Evaluation Laboratory (FDEMATEL) to determine the relationship between river pollution factors. The PCA results yielded five significant factors that accounted for 55.33% of the total variance. AHC classifies three clustered areas: low, medium, and high pollution. Criterion (agricultural and irrigation run-off) is the main causal relationship from FDEMATEL. The results of this study help reveal important information about river water quality in Terengganu to control pollution sources, thus helping to maintain the health of the local population and ecosystem.

Keywords


Water quality; principal component analysis (PCA); agglomerative hierarchical clustering (AHC); fuzzy DEMATEL (FDAMATEL); Terengganu River

Full Text:

PDF

References


X. He, P. Li, J. Wu, M. Wei, X. Ren, and D. Wang, “Poor groundwater quality and high potential health risks in the Datong Basin, northern China: research from published data,†Environ. Geochem. Health, vol. 43, no. 2, pp. 791–812, Feb. 2021, doi: 10.1007/S10653-020-00520-7.

N. Hien Than, C. Dinh Ly, and P. Van Tat, “The performance of classification and forecasting Dong Nai River water quality for sustainable water resources management using neural network techniques,†J. Hydrol., vol. 596, p. 126099, May 2021, doi: 10.1016/j.jhydrol.2021.126099.

G. Yotova, M. Varbanov, E. Tcherkezova, and S. Tsakovski, “Water quality assessment of a river catchment by the composite water quality index and self-organizing maps,†Ecol. Indic., vol. 120, p. 106872, Jan. 2021, doi: 10.1016/J.ECOLIND.2020.106872.

T. Wu, S. Wang, B. Su, H. Wu, and G. Wang, “Understanding the water quality change of the Yilong Lake based on comprehensive assessment methods,†Ecol. Indic., vol. 126, p. 107714, Jul. 2021, doi: 10.1016/J.ECOLIND.2021.107714.

H. Zhang, H. Li, D. Gao, and H. Yu, “Source identification of surface water pollution using multivariate statistics combined with physicochemical and socio-economic parameters,†Sci. Total Environ., vol. 806, p. 151274, Feb. 2022, doi: 10.1016/j.scitotenv.2021.151274.

K. Chen, Q. Liu, W. Peng, and X. Liu, “Source apportionment and natural background levels of major ions in shallow groundwater using multivariate statistical method: A case study in Huaibei Plain, China,†J. Environ. Manage., vol. 301, p. 113806, Jan. 2022, doi: 10.1016/j.jenvman.2021.113806.

M. K. Abdel-Fattah, S. K. Abd-Elmabod, A. A. Aldosari, A. S. Elrys, and E. S. Mohamed, “Multivariate Analysis for Assessing Irrigation Water Quality: A Case Study of the Bahr Mouise Canal, Eastern Nile Delta,†Water 2020, Vol. 12, Page 2537, vol. 12, no. 9, p. 2537, Sep. 2020, doi: 10.3390/W12092537.

Jabatan Alam Sekitar Malaysia, “Environmental Quality Report,†pp. 1–195, 2019.

A. Masthurah, H. Juahir, and N. B. Mohd Zanuri, “Case study Malaysia: Spatial water quality assessment of Juru, Kuantan and Johor River Basins using environmetric techniques,†Surv. Fish. Sci., vol. 7, no. 2, pp. 19–40, 2021, doi: 10.18331/SFS2021.7.2.2.

N. Elfikrie, Y. Bin Ho, S. Z. Zaidon, H. Juahir, and E. S. S. Tan, “Occurrence of pesticides in surface water, pesticides removal efficiency in drinking water treatment plant and potential health risk to consumers in Tengi River Basin, Malaysia,†Sci. Total Environ., vol. 712, p. 136540, Apr. 2020, doi: 10.1016/J.SCITOTENV.2020.136540.

H. M. A. Alssgeer, M. B. Gasim, M. M. Hanafiah, E. R. A. Abdulhadi, and A. Azid, “GIS-based analysis of water quality deterioration in the Nerus river, Kuala Terengganu, Malaysia,†Desalin. Water Treat., vol. 112, pp. 334–343, 2018, doi: 10.5004/dwt.2018.22335.

T. J. Xin, H. Shaari, A. Ghazali, N. B. Ibrahim, and K. S. Rine, “Data on monthly physicochemical variation of Tropical Island groundwater of Pulau Bidong, South China Sea,†Data Br., vol. 30, p. 105527, Jun. 2020, doi: 10.1016/j.dib.2020.105527.

N. Zamri, M. A. Pairan, W. N. A. W. Azman, and L. Abdullah, “An assessment of water pollutions area in Terengganu River, Malaysia using unsupervised machine learning,†Procedia Comput. Sci., vol. 215, pp. 920–928, Jan. 2022, doi: 10.1016/J.PROCS.2022.12.094.

B. M. Saalidong, S. A. Aram, S. Otu, and P. O. Lartey, “Examining the dynamics of the relationship between water pH and other water quality parameters in ground and surface water systems,†PLoS One, vol. 17, no. 1 1, p. e0262117, Jan. 2022, doi: 10.1371/journal.pone.0262117.

USGS, “pH and Water.†pp. 1–4, 2019.

M. Bagheri et al., “Land-use suitability assessment using delphi and analytical hierarchy process (D-ahp) hybrid model for coastal city management: Kuala terengganu, peninsular malaysia,†ISPRS Int. J. Geo-Information, vol. 10, no. 9, 2021, doi: 10.3390/ijgi10090621.

A. Ghosh et al., “Application of hexagonal fuzzy mcdm methodology for site selection of electric vehicle charging station,†Mathematics, vol. 9, no. 4. pp. 1–28, 2021, doi: 10.3390/math9040393.

E. E. Karsak and M. Dursun, “An integrated fuzzy MCDM approach for supplier evaluation and selection,†Comput. Ind. Eng., vol. 82, pp. 82–93, 2015, doi: 10.1016/j.cie.2015.01.019.

M. S. Adnan, H. Roslen, and S. Samsuri, “The Application of Total Maximum Daily Load (TMDL) Approach in Water Quality Assessment for the Batu Pahat River,†in IOP Conference Series: Earth and Environmental Science, 2022, vol. 1022, no. 1, p. 012074, doi: 10.1088/1755-1315/1022/1/012074.

C. Yao et al., “Water Quality Degradation in Urban Rivers of Dar es Salaam, Tanzania: Changes, Status, and Causes,†Water. Air. Soil Pollut., vol. 234, no. 4, pp. 1–19, Apr. 2023, doi: 10.1007/S11270-023-06237-4/FIGURES/7.

Z. Feng et al., “Analysis of long term water quality variations driven by multiple factors in a typical basin of Beijing-Tianjin-Hebei region combined with neural networks,†J. Clean. Prod., vol. 382, p. 135367, Jan. 2023, doi: 10.1016/j.jclepro.2022.135367.

Y. Kazancoglu and Y. D. Ozkan-Ozen, “Analyzing Workforce 4.0 in the Fourth Industrial Revolution and proposing a road map from operations management perspective with fuzzy DEMATEL,†J. Enterp. Inf. Manag., vol. 31, no. 6, pp. 891–907, Oct. 2018, doi: 10.1108/JEIM-01-2017-0015.

A. Bylak et al., “Small stream catchments in a developing city context: The importance of land cover changes on the ecological status of streams and the possibilities for providing ecosystem services,†Sci. Total Environ., vol. 815, p. 151974, Apr. 2022, doi: 10.1016/J.SCITOTENV.2021.151974.

C. Cheng, F. Zhang, J. Shi, and H. Te Kung, “What is the relationship between land use and surface water quality? A review and prospects from remote sensing perspective,†Environ. Sci. Pollut. Res. 2022 2938, vol. 29, no. 38, pp. 56887–56907, Jun. 2022, doi: 10.1007/S11356-022-21348-X.

M. Manoj, V. D. Kumar, M. Arif, E. R. Bulai, P. Bulai, and O. Geman, “State of the Art Techniques for Water Quality Monitoring Systems for Fish Ponds Using IoT and Underwater Sensors: A Review,†Sensors, vol. 22, no. 6. Multidisciplinary Digital Publishing Institute, p. 2088, 08-Mar-2022, doi: 10.3390/s22062088.

B. Herut et al., “Long-Term (2002–2021) Trend in Nutrient-Related Pollution at Small Stratified Inland Estuaries, the Kishon SE Mediterranean Case,†Water 2023, Vol. 15, Page 484, vol. 15, no. 3, p. 484, Jan. 2023, doi: 10.3390/W15030484.

A. B. Tahiluddin, S. N. Nuñal, and S. M. S. Santander–de Leon, “Inorganic nutrient enrichment of seaweed Kappaphycus: Farmers’ practices and effects on growth and ice-ice disease occurrence,†Reg. Stud. Mar. Sci., vol. 55, p. 102593, Sep. 2022, doi: 10.1016/J.RSMA.2022.102593.

M. Varol, “Use of water quality index and multivariate statistical methods for the evaluation of water quality of a stream affected by multiple stressors: A case study,†Environ. Pollut., vol. 266, p. 115417, Nov. 2020, doi: 10.1016/J.ENVPOL.2020.115417.

Widyarani, D. R. Wulan, U. Hamidah, A. Komarulzaman, R. T. Rosmalina, and N. Sintawardani, “Domestic wastewater in Indonesia: generation, characteristics and treatment,†Environ. Sci. Pollut. Res., vol. 29, no. 22, pp. 32397–32414, May 2022, doi: 10.1007/S11356-022-19057-6/TABLES/4.

M. Mokarram, A. Saber, and V. Sheykhi, “Effects of heavy metal contamination on river water quality due to release of industrial effluents,†J. Clean. Prod., vol. 277, p. 123380, Dec. 2020, doi: 10.1016/J.JCLEPRO.2020.123380.

Vandana, M. Priyadarshanee, U. Mahto, and S. Das, “Mechanism of toxicity and adverse health effects of environmental pollutants,†in Microbial Biodegradation and Bioremediation: Techniques and Case Studies for Environmental Pollution, Elsevier, 2022, pp. 33–53.

J. R. Masoner et al., “Contaminant Exposure and Transport from Three Potential Reuse Waters within a Single Watershed,†Environ. Sci. Technol., vol. 57, pp. 1353–1365, 2022, doi: 10.1021/ACS.EST.2C07372/SUPPL_FILE/ES2C07372_SI_002.XLSX.

N. Laskar, U. Singh, R. Kumar, and S. K. Meena, “Spring water quality and assessment of associated health risks around the urban Tuirial landfill site in Aizawl, Mizoram, India,†Groundw. Sustain. Dev., vol. 17, p. 100726, May 2022, doi: 10.1016/J.GSD.2022.100726.

A. S. Oleiwi and M. Al-Dabbas, “Assessment of Contamination along the Tigris River from Tharthar-Tigris Canal to Azizziyah, Middle of Iraq,†Water (Switzerland), vol. 14, no. 8, p. 1194, Apr. 2022, doi: 10.3390/w14081194.

Y. Xie et al., “Insight into impact of sewage discharge on microbial dynamics and pathogenicity in river ecosystem,†Sci. Rep., vol. 12, no. 1, pp. 1–12, Apr. 2022, doi: 10.1038/s41598-022-09579-x.

R. Kumar, S. Parvaze, M. B. Huda, and S. P. Allaie, “The changing water quality of lakes—a case study of Dal Lake, Kashmir Valley,†Environ. Monit. Assess., vol. 194, no. 3, pp. 1–16, Mar. 2022, doi: 10.1007/S10661-022-09869-X/TABLES/1.

R. Mohapatra, “Application of revised universal soil loss equation model for assessment of soil erosion and prioritization of ravine infested sub basins of a semi-arid river system in India,†Model. Earth Syst. Environ., vol. 8, no. 4, pp. 4883–4896, Nov. 2022, doi: 10.1007/S40808-022-01388-5/METRICS.

S. Chen et al., “Mapping Potential Soil Water Erosion and Flood Hazard Zones in the Yarlung Tsangpo River Basin, China,†Atmos. 2023, Vol. 14, Page 49, vol. 14, no. 1, p. 49, Dec. 2022, doi: 10.3390/ATMOS14010049.

I. Lahmidi et al., “Assessment of Soil and Surface Water Quality in Makhat’s Watershed (Taza Province, Morocco),†Ecol. Eng. Environ. Technol., vol. 24, no. 2, pp. 194–204, 2023, doi: 10.12912/27197050/156972.

M. Ruhela et al., “GIS-based impact assessment and spatial distribution of air and water pollutants in mining area,†Environ. Sci. Pollut. Res., vol. 29, no. 21, pp. 31486–31500, May 2022, doi: 10.1007/S11356-021-18009-W/FIGURES/5.

G. Asumadu et al., “Analysis of risks factors associated with construction projects in urban wetlands ecosystem,†Int. J. Sustain. Dev. World Ecol., 2022, doi: 10.1080/13504509.2022.2130465.

P. Zhang et al., “Urban forest soil is becoming alkaline under rapid urbanization: A case study of Changchun, northeast China,†Catena, vol. 224, p. 106993, May 2023, doi: 10.1016/j.catena.2023.106993.

G. F. Akomolafe and R. Rosazlina, “Land use and land cover changes influence the land surface temperature and vegetation in Penang Island, Peninsular Malaysia,†Sci. Rep., vol. 12, no. 1, pp. 1–15, Dec. 2022, doi: 10.1038/s41598-022-25560-0.

S. López and A. Maldonado, “New Insights on Water Quality and Land Use Dynamics in the Napo Region of Western Amazonia,†Socio-Environmental Res. Lat. Am., pp. 81–115, 2023, doi: 10.1007/978-3-031-22680-9_5.

A. Jana, D. Dasgupta, T. Bhaskar, and D. Ghosh, “Poultry Waste Biorefinery,†in Biotic Resources, CRC Press, 2022, pp. 85–108.

S. Kaura, A. Mathur, and A. Kalra, “Bacteria and Pollutants,†Mod. Approaches Waste Bioremediation, pp. 339–364, 2023, doi: 10.1007/978-3-031-24086-7_16.

J. A. Nweze, S. Gupta, J. Akor, C. O. Nwuche, J. E. Nweze, and V. U. Unah, “Animal Waste: An Environmentally Sustainable Management Approach,†Clim. Chang. Mitig. Sustain. Bioenergy Harvest Through Anim. Waste, pp. 1–33, 2023, doi: 10.1007/978-3-031-26224-1_1.

M. Mahmoudi, M. Yousefian, S. V. Alavi, and M. Shahabian, “Investigation of Changes in Vegetative Growth, Yield and Qualitative Properties of Thomson Navel Orange Fruit with Emphasis on Optimal Consumption of Manure and Chemical Fertilizers,†J. Soil Manag. Sustain. Prod., vol. 11, no. 1, pp. 27–45, May 2021, doi: 10.22069/EJSMS.2021.17836.1938.

M. Camara, N. R. Jamil, and A. F. Bin Abdullah, “Impact of land uses on water quality in Malaysia: a review,†Ecological Processes, vol. 8, no. 1. 2019, doi: 10.1186/s13717-019-0164-x.

R. Luo, S. Yang, Z. Wang, T. Zhang, and P. Gao, “Impact and trade off analysis of land use change on spatial pattern of ecosystem services in Chishui River Basin,†Environ. Sci. Pollut. Res., vol. 1, p. 3, 2021, doi: 10.1007/s11356-021-17188-w.

S. Yadav, M. S. Babel, S. Shrestha, and P. Deb, “Land use impact on the water quality of large tropical river: Mun River Basin, Thailand,†Environ. Monit. Assess., vol. 191, no. 10, 2019, doi: 10.1007/s10661-019-7779-3.




DOI: http://dx.doi.org/10.18517/ijaseit.13.4.17894

Refbacks

  • There are currently no refbacks.



Published by INSIGHT - Indonesian Society for Knowledge and Human Development