Spatial Planning of Mosque-Based Ablution Water Reuse Networks in Lombok Barat Using K-Means Clustering and Minimum Spanning Tree
Abstract
Lombok Barat Regency, located on Lombok Island, frequently experiences water scarcity due to its semi-arid climate and prolonged dry seasons. Agricultural and plantation activities in this region rely heavily on limited freshwater resources, particularly in dryland areas. Meanwhile, mosques continuously generate relatively clean greywater from daily ablution (wudu) activities. Despite its regular availability and relatively low contamination level, this resource remains largely underutilized. This study examines the spatial planning of mosque-based wudu water collection networks in West Lombok as a potential supplementary water source for plantation and dryland irrigation. A spatial analytical framework combining K-Means clustering and the Minimum Spanning Tree (MST) algorithm was applied and implemented through an interactive RShiny application. Spatial data from 940 mosques were preprocessed and analyzed. K-Means clustering at Level 1 grouped mosques into 25 local service clusters, while Level 2 clustering aggregated these clusters into five main reservoir zones. A cost-weighted MST based on Haversine distance was then used to estimate the minimum pipeline length required to connect mosques within the proposed network configuration. The results show that the modeled network connects all 940 mosques with a minimum total pipeline length of 411,757.28 meters and could potentially collect approximately 282,000 liters of reusable wudu water per day. However, the model represents a preliminary spatial planning framework and does not include hydraulic simulations, water quality validation, treatment system design, or operational feasibility assessment.
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F. Li, K. Wichmann, and R. Otterpohl, “Review of the technological approaches for grey water treatment and reuses,” Science of the Total Environment, vol. 407, no. 11, pp. 3439–3449, 2009, doi: 10.1016/j.scitotenv.2009.02.004.
C. M. Ferguson, B. Croke, N. J. Ashbolt, and D. A. Deere, “A deterministic model to quantify pathogen loads in drinking water catchments: Pathogen budget for the Wingecarribee,” Water Science and Technology, vol. 52, no. 8, pp. 191–197, 2005, doi: 10.2166/wst.2005.0262.
E. Eriksson, K. Auffarth, M. Henze, and A. Ledin, “Characteristics of grey wastewater,” Urban Water, vol. 4, no. 1, pp. 85–104, 2002, doi: 10.1016/S1462-0758(01)00064-4.
F. Kastanek, P. Kastanek, K. Demnerová, and Y. Maléterová, “Decontamination of wastewater contaminated by polychlorinated biphenyls (PCBs),” Water Science and Technology, vol. 50, no. 2, pp. 131–138, 2004, doi: 10.2166/wst.2004.0107.
G. Varrault and A. Bermond, “Trace metal sorption ability of insolubilized humic acids,” Environmental Technology, vol. 23, no. 4, pp. 421–428, 2002, doi: 10.1080/09593332508618398.
N. Potgieter, R. Koekemoer, and P. Jagals, “A pilot assessment of water, sanitation, hygiene and homebased care services for people living with HIV/AIDS in rural and peri-urban communities in South Africa,” Water Science and Technology, vol. 56, no. 5, pp. 125–131, 2007, doi: 10.2166/wst.2007.564.
M. Oteng-Peprah, M. A. Acheampong, and N. K. de Vries, “Greywater characteristics, treatment systems, reuse strategies and user perception,” Water, Air, & Soil Pollution, vol. 229, Art. no. 255, 2018, doi: 10.1007/s11270-018-3909-8.
Z. Chen, H. H. Ngo, and W. Guo, “A critical review on sustainability assessment of recycled water schemes,” Science of the Total Environment, vol. 426, pp. 13–31, 2013, doi: 10.1016/j.scitotenv.2012.03.055.
C. Beatrice, A. Inggrid, K. T. Sinaga, and A. S. Sinaga, “Penggunaan metode K-Means clustering pemetaan dan klasterisasi tempat wisata di Kabupaten Deli Serdang,” Madani: Jurnal Ilmiah Multidisiplin, vol. 3, no. 3, pp. 242–248, 2025, doi: 10.5281/zenodo.15276418.
M. Y. Matdoan, La Igo, R. Rumeon, R. Fadhilah, and N. S. Laamena, “Penerapan algoritma K-Means untuk klusterisasi kabupaten/kota berdasarkan tingkat kemiskinan di Kepulauan Maluku dan Papua,” Jurnal Sains Matematika dan Statistika, vol. 10, no. 1, 2024, doi: 10.24014/jsms.v10i1.21260.
B. W. Otok, A. Suharsono, Purhadi, R. E. Standsyah, and H. A. Azies, “Partitional clustering of underdeveloped area infrastructure with unsupervised learning approach: A case study in the Island of Java, Indonesia,” Journal of Regional and City Planning, vol. 33, no. 2, pp. 177–196, 2022, doi: 10.5614/jpwk.2022.33.2.3.
V. Agustine, I. F. Ashari, and R. C. T. H. Permana, “Clustering of regions in Lampung Province based on social and economic aspects using the K-Means algorithm with PCA optimization,” Jurnal Ekonomi & Studi Pembangunan, vol. 26, no. 2, 2025, doi: 10.18196/jesp.v26i2.26212.
M. Anggarawan, H. Permana, and F. A. Maresti, “Graph-based optimization of distribution networks using minimum spanning tree algorithms,” MALCOM: Indonesian Journal of Machine Learning and Computer Science, vol. 6, no. 1, pp. 423–433, 2026, doi: 10.57152/malcom.v6i1.2570.
E. W. Dijkstra, “A note on two problems in connexion with graphs,” Numerische Mathematik, vol. 1, pp. 269–271, 1959, doi: 10.1007/BF01386390.
M. Batty, The New Science of Cities. Cambridge, MA, USA: MIT Press, 2013, doi: 10.7551/mitpress/9399.001.0001.
M. F. Goodchild, “Citizens as sensors: The world of volunteered geography,” GeoJournal, vol. 69, pp. 211–221, 2007, doi: 10.1007/s10708-007-9111-y.
R. Church, “Geographical information systems and location science,” Computers & Operations Research, vol. 29, no. 6, pp. 541–562, 2002, doi: 10.1016/S0305-0548(99)00104-5.
R. Xu and D. Wunsch, “Survey of clustering algorithms,” IEEE Transactions on Neural Networks, vol. 16, no. 3, pp. 645–678, 2005, doi: 10.1109/TNN.2005.845141.
G. H. Tzeng and J. J. Huang, Multiple Attribute Decision Making: Methods and Applications. Boca Raton, FL, USA: CRC Press, 2011, doi: 10.1201/b11032.
W.-F. Chen and S. E. El-Metwally, Understanding Structural Engineering: From Theory to Practice. Boca Raton, FL, USA: CRC Press, 2011, doi: 10.1201/b10914.
DOI: https://doi.org/10.37905/euler.v14i1.37246
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