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All Journal Jurnal Media Infotama Jurnal Pseudocode International Journal of Artificial Intelligence Research Journal of Information Technology and Computer Science (JOINTECS) JMM (Jurnal Masyarakat Mandiri) JOURNAL OF SCIENCE AND SOCIAL RESEARCH JSAI (Journal Scientific and Applied Informatics) Journal of Technopreneurship and Information System (JTIS) GATOTKACA Journal (Teknik Sipil, Informatika, Mesin dan Arsitektur) Jurnal Amplifier: Jurnal Ilmiah Bidang Teknik Elektro dan Komputer Jurnal PADAMU NEGERI (Pengabdian pada Masyarakat Bidang Eksakta) Jurnal Media Computer Science Jurnal Pemberdayaan Sosial dan Teknologi Masyarakat IT-Explore: Jurnal Penerapan Teknologi Informasi dan Komunikasi The Indonesian Journal of Computer Science Jurnal Komputer Jurnal Komputer, Informasi dan Teknologi
Abdussalam Al Akbar
Universitas Dehasen Bengkulu
Aerospace Engineering Agriculture, Biological Sciences & Forestry Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Nursing Physics Public Health Social Sciences Transportation Other

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Implementation of K-Means Clustering Algorithm for Inventory Management Optimization at Putra Mart Maryaningsih Maryaningsih; Sapri Sapri; Abdussalam Al Akbar
International Journal of Artificial Intelligence Research Vol 7, No 2 (2023): December 2023
Publisher : Universitas Dharma Wacana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29099/ijair.v7i2.1712

Abstract

The rapid advancement of Information Technology has become a crucial element in enhancing business decision-making efficiency. Putra Mart, a prominent wholesaler in Bintuhan City, faces significant operational challenges due to its reliance on manual inventory recording and supply management systems. These manual processes often lead to data inaccuracies, stock imbalances, and difficulties in identifying market demand patterns. This research aims to address these issues by implementing data mining techniques using the K-Means Clustering algorithm to categorize inventory data into strategic groups based on stock levels and supply frequency.The system development follows the structured Waterfall model, which includes requirements analysis, system design using Data Flow Diagrams (DFD), coding with Visual Basic .Net 2010, and database management using SQL Server 2008. The clustering process utilizes the Euclidean Distance formula to measure the proximity between data points and centroids, effectively partitioning the items into two main clusters: "Fast Moving" and "Slow Moving" goods.The results of the analysis on 2020 transaction data successfully identified a clear distribution of products, with Cluster 1 accounting for 40% of the tested items. System testing through the Blackbox method confirmed that all functional features operate correctly, while a user satisfaction survey yielded a score of 84%, categorized as "Good." This study concludes that the implementation of the K-Means algorithm provides a reliable, data-driven solution for Putra Mart to optimize its inventory management, minimize deadstock, and improve overall service quality for its partner stores
Co-Authors Acihmah Sidauruk Ahmad Rivaldo Al-Hidayat Jambak Alex Rizky Saputra Alimuddin Yasin Anggiat Faisal Panjaitan Anisa Dewi Sahara Aripilahi, Edwin Budy Satria Candra Wijaya, Candra Deaz, Natali Mevian Dewi Suranti Edy Hermansyah Efitra Efitra Elfitra Farhan, Farhan Suryadicka Gustian Febri Syah Putra Hari Aspriyono Hari Aspriyono Hendri Alamsyah Ihsan, M. Arinal Ikhsan Tri Mukrozi Ila Yati Beti Insani, Puteri Puji Juju Jumadi Juju Jumadi Juju Jumadi Jumadi , Juju Kanedi , Indra Kanedi, Indra Kanedi Karneli, Septi Khairil Khairil Khairil Khairil Lena Elfianty Leni Natalia Zulita Lianda, Deri Liza Yulianti LM Fajar Israwan, LM Fajar M Dicky Imansyah M. Arinal Ihsan Mariani, Olvi Maryaningsih Maryaningsih Miki Andika Mukrozi, Ikhsan Tri Mutiara Octa Sari Panjaitan, Anggiat Faisal Pauzan Sakti Paw, M. Reyza Putra Puteri Puji Insani Raden Diky Zailani Raditya Wardhana Rahmadhan, Ihsan Ratu Mutiara Siregar Reno Supardi Reno Supardi Reno Supardi Riska Riska Riska Riska Rivaldo, Ahmad sapri sapri Sapri Sapri Sapri Sapri Saputra, Ripo Sepriano Sepriano Supardi, Reno Tarsani, Tarsani Try Setia Budi Wardhana, Raditya Yupianti Yupianti