Data mining based on dynamic waste information system in Surakarta City
Keywords:
Information Systems, Data mining, Public Perception, Waste Management, Waste VolumeAbstract
The waste problem is a problem for all parties because the negative impacts caused by waste are very diverse. Increase in waste volume caused by community activities. Research related to waste management that utilizes information technology and data mining is currently still widely open. It is hoped that the use of this technology can support decision-making in sustainable development. As a complement to this research, it also reveals that the public's perception of waste management regarding waste volume is a negative perception, which shows that the more people know about information about waste management, it has an impact on reducing waste volume. On the other hand, the positive perception shows that there is less Information about waste management has an impact on increasing the volume of waste. Both the results of the data mining process and public perception are in agreement. It is hoped that this suitability can be used as support for decision-making regarding waste management to maintain the sustainability of abiotic, biotic and cultural factors
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References
Abdi, H. (2021). Sanitary Landfill is a Waste Management System, Here's the Explanation. Hot.Liputan6.Com.
Adistya, R., & Muslim, M. A. (2016). Deteksi dan klasifikasi kendaraan menggunakan algoritma backpropagation dan sobel. Journal of Mechanical Engineering and Mechatronics, 1(02).
Aini, N. N., Kurniasari, I., Putri, M. N., & Ngazizah, N. (2021). Waste Management through the Anggrek Asri Waste Bank in Borokulon, Banyurip, Purworejo. Academia.
Anasstasia, T. T., & Azis, M. M. (2020). Life cycle assessment (LCA) kegiatan bank sampah di pedesaan (Bank Sampah Asoka Berseri, Desa Sokosari, Tuban). Jurnal Pengelolaan Lingkungan Berkelanjutan (Journal of Environmental Sustainability Management), 537-551.
Barrientos, N. E. G., & Gómez, R. F. (2020). Didactic material for preparation observation and estimation content on subject recreational activities in nature. International Journal of Life Sciences & Earth Sciences, 3(1), 15-19. https://doi.org/10.31295/ijle.v3n1.140
Carr, E. R., Wingard, P. M., Yorty, S. C., Thompson, M. C., Jensen, N. K., & Roberson, J. (2007). Applying DPSIR to sustainable development. International journal of sustainable development & world ecology, 14(6), 543-555.
Dhanachandra, N., Manglem, K., & Chanu, Y. J. (2015). Image segmentation using K-means clustering algorithm and subtractive clustering algorithm. Procedia Computer Science, 54, 764-771. https://doi.org/10.1016/j.procs.2015.06.090
DLH. (2021). Surakarta City Waste Data 2017-2021.
DLH. (2022). Surakarta City Environmental Quality Index.
Dodi, N., Syafii, & Raharjo, S. (2015). Feasibility Study Study of the Construction of a Waste Power Plant (Pltsa) in Padang City (Study Study at Padang City Cold Water Landfill). ITP Electrical Engineering Journal, 4(2), 24–33.
Giusti, L. (2009). A review of waste management practices and their impact on human health. Waste management, 29(8), 2227-2239. https://doi.org/10.1016/j.wasman.2009.03.028
Guerrero, L. A., Maas, G., & Hogland, W. (2013). Solid waste management challenges for cities in developing countries. Waste management, 33(1), 220-232. https://doi.org/10.1016/j.wasman.2012.09.008
Gunasekaran, A., & Ngai, E. W. (2004). Information systems in supply chain integration and management. European journal of operational research, 159(2), 269-295. https://doi.org/10.1016/j.ejor.2003.08.016
Gusti, A., Isyandi, B., Bahri, S., & Afandi, D. (2015). Faktor determinan intensi perilaku pengelolaan sampah berkelanjutan pada siswa sekolah dasar. Jurnal Kesehatan Masyarakat Andalas, 9(2), 65-72.
Han, J. (2006). Data Mining: Concepts and Techniques Second Edition. Elsevier.
Hapsari, D. (2015). Kajian Kualitas Air Sumur Gali dan Perilaku Masyarakat di Sekitar Pabrik Semen Kelurahan Karangtalun Kecamatan Cilacap Utara Kabupaten Cilacap. Jurnal Sains & Teknologi Lingkungan, 7(1), 18-28.
Hariyanto, S. (2016). Management Information System. Management Information System.
Hasibuan, R. (2016). An Analysis of Impact of Household Waste/Waste on Environmental Pollution. Journal of Advocacy Science, 4(1), 51.
Ical, I., & Mane, A. (2022). Kesadaran Lingkungan Dalam Pengelolaan Sampah Di Pantai Nirwana Kota Baubau. Jurnal Green Growth Dan Manajemen Lingkungan, 11(2), 85-97.
Ioannidis, R., & Koutsoyiannis, D. (2020). A review of land use, visibility and public perception of renewable energy in the context of landscape impact. Applied Energy, 276, 115367. https://doi.org/10.1016/j.apenergy.2020.115367
Iswardani, A., & Riadi, I. (2016). Denial Of Service Log Analysis Using Density K-Means Method. Journal of Theoretical & Applied Information Technology, 83(2) ), 299–302.
Iswardani, A., Rochmadi, T., Sudibyo, N. A., Wicaksana, T. G., & Barabas, C. (2021). Clustering Rumah Isolasi Di Kota Surakarta. Electro Luceat, 7(2), 118-131.
Jain, A. K. (2010). Data clustering: 50 years beyond K-means. Pattern recognition letters, 31(8), 651-666. https://doi.org/10.1016/j.patrec.2009.09.011
Jogiyanto, H. M. (2001). Information System Design Analysis. YogyaNarta: Andi Offset.
Kakesing, S. S., Rares, J., & Londa, V. (2022). Manajemen Pengelolaan Sampah Dinas Lingkungan Hidup dan Pertanahan Kabupaten Sitaro. Jurnal Administrasi Publik, 8(2), 115-125.
Koivisto, J., & Hamari, J. (2019). The rise of motivational information systems: A review of gamification research. International journal of information management, 45, 191-210. https://doi.org/10.1016/j.ijinfomgt.2018.10.013
Kurniawan, D. A., & Santoso, A. Z. (2020). Pengelolaan sampah di daerah sepatan kabupaten tangerang. ADI Pengabdian Kepada Masyarakat, 1(1), 31-36.
Liao, S. H., Chu, P. H., & Hsiao, P. Y. (2012). Data mining techniques and applications–A decade review from 2000 to 2011. Expert systems with applications, 39(12), 11303-11311. https://doi.org/10.1016/j.eswa.2012.02.063
Lubis, A. (2007). Renewable energy in sustainable development. Journal of Environmental Engineering, 8(2), 156-163.
Mahyudin, R., & Mahyudin, R.P. (2016). Sustainable Waste Managemen Strategy. EnviroScienteae, 10 (1).
Mikhina, E. K., & Trifalenkov, V. I. (2018). Text clustering as graph community detection. Procedia computer science, 123, 271-277. https://doi.org/10.1016/j.procs.2018.01.042
Muthoharoh, B. L., Yuriah, S., Gustiani, R., Agustina, Y. R., Indrawati, I., & Mufdlilah, M. (2022). Efficacy of early initiation of breastfeeding (EIB) for preventing hypothermia in newborns. Journal of Health Technology Assessment in Midwifery, 5(2), 82-95.
Nisaa, A. F. (2020). Kebijakan Pengelolaan sampah Plastik di indonesia: Studi Kasus kota Surabaya. Jurnal Purifikasi, 20(1), 15-27.
Peña-Ayala, A. (2014). Educational data mining: A survey and a data mining-based analysis of recent works. Expert systems with applications, 41(4), 1432-1462. https://doi.org/10.1016/j.eswa.2013.08.042
Pranolo, S. H., Setyono, P., & Fauzi, M. A. (2020). Life cycle analysis of palm kernel shell gasification for supplying heat to an asphalt mixing plant. Waste Disposal & Sustainable Energy, 2(1), 55-63.
Septiani, B. A., Arianie, D. M., Risman, V. F. A. A., Handayani, W., & Kawuryan, I. S. S. (2019). Pengelolaan sampah plastik di Salatiga: praktik dan tantangan. Jurnal Ilmu Lingkungan, 17(1), 90-99.
Surakarta, B. (2023a). Banjarsari District in Figures 2023. BPS Surakarta.
Surakarta, B. (2023b). Jebres District in Figures 2023. BPS Surakarta.
Surakarta, B. (2023c). Laweyan District in Figures 2023. BPS Surakarta.
Surakarta, B. (2023d). Pasar Kliwon District in Figures 2023. BPS Surakarta.
Surakarta, B. (2023e). Serengan District in Figures 2023. BPS Surakarta.
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