SPATIAL CLUSTERING-BASED GAS STATION LOCATION DETERMINATION

Ayasda Rahardian; Eneng Tita Tosida; Ema Kurnia; Hairulnizam Mahdin

doi:10.46336/ijqrm.v4i2.451

SPATIAL CLUSTERING-BASED GAS STATION LOCATION DETERMINATION

Ayasda Rahardian, Eneng Tita Tosida, Ema Kurnia, Hairulnizam Mahdin

Abstract

The absence of gas stations built in Cibeber Subdistrict is not balanced with the high level of transportation use for ease of mobility among residents. The purpose of this research is to cluster data using K-Means clustering and spatial modeling to provide a potential location for the construction of gas stations in Cibeber District. Based on the research process that has been carried out using RStudio, the potential villages for the construction of gas stations consist of four villages, namely Cikotok, Cibeber, Neglasari, and Wanasari. As for the results of spatial modeling, Cibeber District has a total of 862 potential location points, and within the scope of potential villages, namely four villages, there are 233 potential location points. Then, after being processed with weighted products for optimization and getting the best location results, 3 potential locations were obtained, namely Tegalumbu Village located in Wanasari Village, Nagrak Village located in Cikotok Village, and Cinangga Village located in Cibeber Village.

Keywords

K-Means Clustering, Model Builder, Weighted Product, Optimization.

Full Text:

PDF

References

Aldino, A. A., Darwis, D., Prastowo, A. T., & Sujana, C. (2021). Implementation of K-Means Algorithm for Clustering Corn Planting Feasibility Area in South Lampung Regency. Journal of Physics: Conference Series, 1751(1). https://doi.org/10.1088/1742-6596/1751/1/012038

Apriyanti, D, Eng, M., Joko Hartadi, I. M., & Waskito Putro, R. S. (2021). Impact and Countermeasures of Abrasion Using Satellite Imagery. In Scientific Journal of Geomatics Engineering IMAGI (Vol. 1).

Arefin, R., Mohir, M. M. I., & Alam, J. (2020). Watershed prioritization for soil and water conservation aspect using GIS and remote sensing: PCA-based approach at northern elevated tract of Bangladesh. Applied Water Science, 10(4). https://doi.org/10.1007/s13201-020-1176-5

ESRI (2021) Majority Filter (Spatial Analyst)-ArcMap | Documentation. Environmental Systems Research Institute, Inc. website. https://desktop.arcgis.com/en/arcmap/latest/tools/spatial-analyst- toolbox/Majority-filter.htm. Accessed May 24, 2023

Fitria, R., & Rakhmah, S. N. (2019). Application of the Weighted Product Method to Analyze Digital Transaction Payment Selection Factors in Online Ojek Applications. Jurnal Teknika, 11 (No. 2).

Galvez, D. S., Papenmeier, S., Sander, L., Bartholomä, A., & Wiltshire, K. H. (2022). Ensemble mapping as an alternative to baseline seafloor sediment mapping and monitoring. Geo-Marine Letters, 42(3). https://doi.org/10.1007/s00367-022-00734-x

Jin, F., Wang, C., Zhou, X., & Wang, C. (2023). Application of ArcGIS Spatial Analysis Techniques on Topography Teaching. In Proceedings of the 2nd International Conference on Internet, Education and Information Technology (IEIT 2022) (pp. 413-418). Atlantis Press International B.V. https://doi.org/10.2991/978-94-6463-058-9_67

Juliany, E. (2021). Analysis of the Effect of Product Availability, Facilities, Service Quality and Location on Consumer Purchasing Decisions in Purchasing Pertalite Type Fuel Oil in Rantauprapat. Business Economics Management and Accounting (EBMA), Volume 2, Number 1. https://doi.org/https://doi.org/10.36987/ebma.v2i1.3142

Khrisna Wardhani, A., & Lutfina, E. (2020). Application Culinary decision support system in Kudus city with Weighted Product method based on mobile phone. Journal of Computer Science and Engineering (JCSE), 1(1), 10-16. https://doi.org/10.36596/jcse.v1i1.17

Liu, X., Wang, Z., Shao, J., Wang, X., & Li, H. (2019). Improving Referring Expression Grounding with Cross-modal Attention- guided Erasing. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, pp. 1950- 1959.

Okwudili John, U. (2021). Mapping and Analysis of the rate of compliance of Egbu-Uratta road right of way in Owerri, Nigeria. International Journal of Advances in Engineering and Management (IJAEM), 3, 856. https://doi.org/10.35629/5252-0311856861

Papadopoulou CA. and Hatzichristos T. 2019. A GIS-based spatial multicriteria decision analysis: Crisp and Fuzzy methods. AGILE, 2019-Limassol, June 17-20.

Ran, X., Zhou, X., Lei, M., Tepsan, W., & Deng, W. (2021). A novel K-means clustering algorithm with a noise algorithm for capturing urban hotspots. Applied Sciences (Switzerland), 11(23). https://doi.org/10.3390/app112311202

Seja, S. M., Mbilinyi, B., & Hieronimo, P. (2022). Integrated Analytical Hierarchical Process and Geographical Information System for Allocation of Compatible Land Uses along Uluguru Mountain Slopes. Current Urban Studies, 10(04), 787-820. https://doi.org/10.4236/cus.2022.104045

Shawky MANSOUR (2016) Spatial analysis of public health facilities in Riyadh Governorate, Saudi Arabia: a GIS-based study to assess geographic variations of service provision and accessibility, Geo-spatial Information Science, 19:1, 26-38, DOI: 10.1080/10095020.2016.1151205

Shehab, Z. N., Jamil, N. R., Aris, A. Z., & Shafie, N. S. (2021). Spatial variation in the impact of landscape patterns and land use on water quality across an urbanized watershed in Bentong, Malaysia. Ecological Indicators, 122. https://doi.org/10.1016/j.ecolind.2020.107254

Shokr, M.S.; Abdellatif, M.A.; El Baroudy, A.A.; Elnashar, A.; Ali, E.F.; Belal, A.A.; Attia, W.; Ahmed, M.; Aldosari, A.A.; Szantoi, Z.; Jalhoum, M.E.; Kheir, A.M.S. Development of a Spatial Model for Soil Quality Assessment under Arid and Semi- Arid Conditions. Sustainability 2021, 13, 2893. https://doi.org/10.3390/su13052893

Sisneros-Kidd, A. M., D'Antonio, A., Monz, C., & Mitrovich, M. (2021). Improving understanding and management of the complex relationship between visitor motivations and spatial behaviors in parks and protected areas. Journal of Environmental Management, 280. https://doi.org/10.1016/j.jenvman.2020.111841

Stefanidis, S., Chatzichristaki, C., & Stefanidis, P. (2021). AN ArcGIS TOOLBOX FOR ESTIMATION AND MAPPING SOIL EROSION. In Article in Journal of Environmental Protection and Ecology. https://www.researchgate.net/publication/350411893_ArcEPM

Zakaria, Y. S., Shaibu, A.-G., & Baatuuwie, B. N. (2022). Assessment of Physical Suitability of Soils for Vegetable Production in the Libga Irrigation Scheme, Northern Region, Ghana Using the Analytic Hierarchy Process and Weighted Overlay Analysis. Turkish Journal of Agriculture - Food Science and Technology, 10(8), 1395-1403. https://doi.org/10.24925/turjaf.v10i8.1395- 1403.5004

DOI: https://doi.org/10.46336/ijqrm.v4i2.451