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All Journal Jurnal Teknologi Dedikasi: Jurnal Pengabdian kepada Masyarakat Journal of Informatics and Information Security
Tri Surawan
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Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Education Electrical & Electronics Engineering Engineering Social Sciences Other

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Journal : Journal of Informatics and Information Security

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Optimizing Random Forest Models for Early Detection of Defects in Steel Tri Surawan; Adhitio Satyo Bayangkari Karno; Widi Hastomo; Reza Fitriansyah; Ahmad Eko Saputro; Indra Bakti
Journal of Informatic and Information Security Vol. 5 No. 1 (2024): Juni 2024
Publisher : Program Studi Informatika, Fakultas Ilmu Komputer Universitas Bhayangkara Jakarta Raya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31599/amqxgn78

Abstract

In the manufacturing sector, steel plate defects are a severe issue that may result in significant losses for a company's finances and image. The purpose of this study is to evaluate how well three machine learning algorithms detect steel plate flaws. The accuracy, area under the ROC curve (ROC-AUC), and Log-Loss of the method were used to assess its performance using a dataset that was downloaded from www.kaggle.com. Based on the findings, the Random-Forest algorithm performed best overall, having the lowest Log-Loss of 0.9327, an accuracy of 0.6722, and an AUC value of 0.9222. Research using other algorithms is still very open to be carried out to get better results. Research utilizing other algorithms is still very much open to be conducted in order to get better outcomes.
Co-Authors Achmad Umar Faruq Adhitio Satyo Bayangkari Karno Adhitio Satyo Bayangkari Karno Agus Budi Djatmiko Ahmad Eko Saputro Ahmad Hafizh Aji Digdoyo Angkit Sabekti danang Bagus Priambodo Dian Samodrawati Djamhir Djamruddin Dody Guntama Dyah Ruri Irawati Harini Agusta I Nyoman Artana Indra Bakti Muhammad Yoga Pradana Nani Kurniawati Nurdina Widanti Rachmadi Hartawan Rachmat Nursalam Reza Fitriansyah Rudi Yulianto Rudy Yulianto Sabrina Putri Anggraini Syahbuddin Syahbuddin Visca, Rinette Widi Hastomo Yasin Effendi