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tukino, tukino
Universitas Putera Batam
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Journal : Golden Ratio of Data in Summary

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Classification of Reject Patterns Based on Production Stages Using the K-Means Clustering Method Lestari, Renita; Novalia, Elfina; Tukino; Nurapriani, Fitria
Golden Ratio of Data in Summary Vol. 5 No. 4 (2025): August - October
Publisher : Manunggal Halim Jaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52970/grdis.v5i4.1301

Abstract

This study aims to classify reject patterns in the production process using the K-Means Clustering method. The dataset consists of 870 records collected from the production line, containing information such as product name, reject type, process stage, and production quantity. Through a data mining approach, data preprocessing steps such as cleaning, encoding, and normalization were performed prior to the clustering process. The Elbow Method indicated that the optimal number of clusters is three. Each cluster exhibits distinct characteristics: light rejects with small quantities in early stages, heavy rejects with large quantities, and moderate rejects with random distribution. These findings are expected to assist management in formulating more targeted strategies for process improvement and quality control. By identifying common reject patterns within each cluster, companies can adopt a more proactive approach to minimizing production defects and enhancing overall operational efficiency.
Co-Authors Abdul Latif alfannisa annurrallah fajrin Alfannisa Annurrallah Fajrin Alfannisa Annurrullah Fajrin Alfannisa Annurullah Fajrin Alfannisa Fajrin Algifanri Maulana, Algifanri Algifari Maulana Ali Abrar Alvina Leony Amrizal . Amrizal Amrizal Amrizal Amrizal Anggia Arista Anggia Dasa Putri April Lia Hananto Argo Putra Prima Arif Rahman Hakim Arif Rahman Hakim Arnomo, Sasa Ani Arsyad, Fachry Baenil Huda Bahariandi Aji Prasetyo Baru Harahap Bayu Priatna Bayu Yoga Astario Citra Indah Asmarawati Dede Kuswanda Dian Efriyenti Dian Efriyenti Difa Prakoso Fuadi, Muhammad Djumhadi Djumhadi Elisa, Erlin Elsya Tarigan Paskaria Loyda Tarigan Elva Susanti Erlin Elisa Fitria Nurapriani Hananto, Agustia Handoko, Koko Harman, Rika Hasanah, Haprilianh Hayati, Cucu Henry Adam Hibatullah, Muhammad Hafizh Hilabi, Shofa Shofiah Huban Kabir Huda, Baenil Ihsan, Mohammad Maftuh Ilham Fariz Asya Mubarok Imam Zaenuddin Jabar Sanjaya Juniardi Lestari, Renita M Irhash Erlangga Meiti Subardhini Melisa Mildawati, Milly Muhammad Khaerudin Muhammad Taufik Syastra NANDA HARRY MARDIKA Nofriani Fajrah, Nofriani Novalia, Elfina Nurafriani, Fitria Nurapriani, Fitria Olvia Nursaadah P, Shafira Putri Kusuma Priyatna, Bayu Purnomo, Andromedo Cahyo Ratna Juwita, Ayu Realize, Realize Rizki Prakasa Hasibuan Rohana, Tatang Rohman Nurafan Putra Pratama Ronald Wangdra Roza Yenita Ruliansyah Ruliansyah, Ruliansyah Sabrina Amanda Salsabila Saepul Aripiyanto Sama, Hendi Sandi Ahmad Shidiq, Faisal Shofa Shofia Hilabi Shofia Hilabi, Shofa Shofiah Hilabi, Shofa Silvana Nazuah Soli Vernika Manalu Sri Watini Steven Famy Subarkah, Ade Surala, Lyvia Suvianto Wangdra Syaeful Akbar Syahril Effendi Tony Wibowo Versanudin Hekmatyar Wibisono, Eko Gunawan Widyanti, Tyas Winarni Winda Yohanna Siahaan Young, Filbert Yovika Aprianti Yvonne Wangdra Zulkifli, Mohamad