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. Ermanto
Universitas Negeri Padang
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Journal : Bulletin of Computer Science Research

 1 
Analisis Klaster Penyebaran Berat Produk Mesin Sachet Menggunakan Metode Algoritma K-Means Ermanto, Ermanto; Surojudin, Nurhadi
Bulletin of Computer Science Research Vol. 5 No. 5 (2025): August 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bulletincsr.v5i5.766

Abstract

This study aims to analyze the distribution patterns of sachet machine product weights using the K-Means algorithm as a clustering technique. The dataset consists of 940 entries of primary production records, each containing ten weight measurement samples per production cycle. The data underwent a cleaning process to ensure the absence of missing values, duplicates, and outliers, followed by the selection of relevant attributes (product weight samples) and transformation using Min-Max normalization to scale all variables within the 0–1 range. The clustering process was performed iteratively by updating the centroids until convergence was achieved. The evaluation results indicate that the optimal number of clusters is three (k=3) with a Silhouette Coefficient of 0.55, reflecting a good balance between intra-cluster homogeneity and inter-cluster separation. Cluster 1 represents products with relatively low weights (8.00–8.18 grams), Cluster 2 includes medium-weight products (8.19–8.34 grams), and Cluster 3 consists of high-weight products (8.36–8.98 grams). Overall, the product weights tend to be stable with low variation, although some anomalies were observed in certain machines. These findings demonstrate that the K-Means algorithm can effectively classify product weight data, providing valuable insights for quality control, product variation identification, and minimizing risks of deviation from production standards.
Co-Authors Abdulkarim Duerawee Aceng, Aceng Badruzzaman Agus Syahrani Agusmanto Agusmanto Ahmad, Ali Nur Aisyah Nurul Aini Alfi, Asysyifa Hazira Ali Djamhuri Alvionita, Feni Amar Salahuddin Amril Amir Ana A'laikum Andria Catri Tamsin Anggrina, Silvia Aprila Hardi, Resty Ardiyanto, Hernawan Arni, Yuni Arrasyid, Iqbal Arwan Sulaeman, Asep Asfar, Dedy Ari Ayu Fiska Nurina Ayu Fiska Nuryna Ayunda, Putri B, Refliza Badruzzaman, Aceng Bakhtaruddin Nst. Butsianto, Sufajar D. Sasongko Dedi Saputra Nasri Deni Nofrina Zurmita Dhika JR, Vicno Triwira Djoko Nugroho Doni Mardiansyah Dwi Dwi Dwi Silviyani Dwi Yuniarsih Effendi, Muhammad Makmun Ella Sumidita Ellya Ratna Emidar . Emidar Emidar Ena Noveria Erizal Gani Ermawati Arief Farida Meliana Hutabarat Fatimah . Faula Ismi Fauzi Ahmad Muda Febriana, Noni Febyuharnedi Fiqih Satria Gerry Thaufik Gusnetti Gusnetti Gusnetti Gusnetti Halim Anshor, Abdul Halimiyah Halimiyah Hamidin Hamidin Hardika Hutriana Putri Harris Effendi Thahar Haryani - Universitas Surakarta Haryani . Hasanuddin . Hasanuddin WS Hasanuddin WS Hasnah Faizah AR Havid Ardi Hernawan Ardiyanto Hesti Fiska Putri Ida Ayu Putu Sri Widnyani Irfani Basri Irvan, M. Irvansyah, Alif Irzal Amin Jamaludin, Asep Jantisiana, Nur Mentari Jaya Nasa Perta JR, Vicno Triwira Dhika Liga Febrina Lubis, Nurhabibah M Zaim M. Baroya, M. M. Ismail Nst. M. Zaim Mahrup ., Mahrup Maiyola, Olin Maulani, Intan Suri Mega Silvia Megasari Martin Mezri Helti Midisen, Kisanda Miharja, Muhammad Najamuddin Dwi Milan Zary Muhamad Fatchan Muhammad Hamdan 'Ainulyaqin Muhammad Najamuddin Dwi Miharja Muhammad, Satria Agung muhidin, asep Muhtajuddin Danny Mutiara Tri Rahayu Mutiara Tri Rahayu, Mutiara Tri Neldawati . Nency, Afrilla Purya Ngusman Ngusman Ni Ketut Surasni Ni Ketut Surasni Nika Sari Nissaq, Mona Azhari Novendra, Novendra Novia Juita Novia Novia Nurani, Sri Nurassyiyah, Siti Nursaid Pepi Sumanti Pina Herlia Ningsi Pitria Wahyu Fauzana Pradini, Purnama Sakhrial Pramita, Dice Dian Pratama, Suria Ramadhan, Aldi Ramadhani, Gusma Suci Ramanda, Arnola Dwika Ricci Gemarni Tatalia Rika Astuti Rosnilawati Rosnilawati Rosyidah . Saputra, Romi sarwo edy Setyaningrum, Retno Purwani Setyaningrum SH. Fadlillah, SH. Silva Hasma Junianti Silvia Yurnianti Sinambela, Sahat Siti Nurhanifah, Siti Sri Winarni Sudiadi . Suhatman Jaya Surojudin, Nurhadi Suryadi Syahrul R Syahrul R. Syahrul Syahrul TP. Priyatno, TP. TS. Kadir, TS. Vivi Kurnia Wahyuningsi, Endang Wawan . Winda Elmita Y. Suryadi, Y. Yelvi Rahmadani Yossie Ana Welvi Yunisha, Rara Yurnelis . Zary, Milan Zri Andayani Zulfadhli Zulfadhli Zulfadhli Zulfadhli Zulfikarni Zulfikarni Zy, Ahmad Turmudi