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All Journal Jurnal Teknologi Wiraraja Medika: Jurnal Kesehatan SITEKIN: Jurnal Sains, Teknologi dan Industri JURNAL PASTI (PENELITIAN DAN APLIKASI SISTEM DAN TEKNIK INDUSTRI) JISI UMJ (Jurnal Integrasi Sistem Industri UMJ) ROTOR: JURNAL ILMIAH TEKNIK MESIN Jurnal Ilmiah Giga Jurnal Ilmiah Pangabdhi Jurnal Teknik Industri : Jurnal Hasil Penelitian dan Karya Ilmiah dalam Bidang Teknik Industri Science and Physics Education Journal (SPEJ) JURNAL REKAYASA SISTEM INDUSTRI INTECOMS: Journal of Information Technology and Computer Science Jurnal Serambi Engineering Jurnal Sistem Teknik Industri RADIAL: JuRnal PerADaban SaIns RekAyasan dan TeknoLogi Matrik : Jurnal Manajemen dan Teknik Industri Produksi Jurnal Sains dan Teknologi JATI EMAS (Jurnal Aplikasi Teknik dan Pengabdian Masyarakat) SIGMA TEKNIKA MOTIVECTION : Journal of Mechanical, Electrical and Industrial Engineering Jurnal Media Teknik dan Sistem Industri Jurnal Teknik Industri Terintegrasi (JUTIN) International Journal of Science, Engineering and Information Technology Jurnal Surya Teknika Journal of Industrial Engineering and Operation Management (JIEOM) Jurnal Optimasi Teknik Industri (JOTI) Jurnal Pendidikan dan Teknologi Indonesia DedikasiMU: Journal of Community Service Journal of Vocational Nursing Indonesian Journal of Community Dedication in Health (IJCDH) IJCOSIN : Indonesian Journal of Community Service and Innovation KREATIF: Jurnal Pengabdian Masyarakat Nusantara JUSTI (Jurnal Sistem dan Teknik Industri) Jurnal Teknologi dan Manajemen Industri Terapan JUKEMAS : Jurnal Pengabdian Kepada Masyarakat RADIAL: Jurnal Peradaban Sains, Rekayasa dan Teknologi IJENSET KREATIF: Jurnal Pengabdian Masyarakat Nusantara Jurnal Pengabdian Masyarakat Indonesia
Moh. Jufriyanto
Universitas Muhammadiyah Gresik
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Journal : IJENSET

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Surface Roughness Prediction in CNC Turning Using Artificial Neural Network (ANN) Khairul Umam; Adilla Tristianto, Charismanda; Jufriyanto, Moh; Sya'roni , Imam
Indonesian Journal of Engineering, Science and Technology Vol. 2 No. 2 (2025): VOL. 02 NO. 02 (DECEMBER 2025)
Publisher : Universitas Muhammadiyah Lamongan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.38040/ijenset.v2i2.1370

Abstract

Computer Numerical Control (CNC) turning is one of the most widely applied precision machining technologies in modern manufacturing, where surface quality is a key determinant of product performance and reliability. Surface roughness (Ra) is recognized as one of the most critical parameters for evaluating machining results. However, reliance on operator experience in selecting machining parameters often leads to inefficiencies and inconsistent surface quality, indicating the need for more accurate predictive approaches. This study proposes an Artificial Neural Network (ANN)-based model to predict surface roughness in CNC turning using two distinct experimental configurations. The first experiment (Exp1) employs three identical factor variations, whereas the second experiment (Exp2) incorporates different factorial combinations to introduce broader variability. The developed ANN architecture consists of four dense layers with ReLU and LeakyReLU activation functions, complemented by dropout layers to mitigate overfitting arising from the relatively small dataset. The results show that the ANN model effectively learns the nonlinear relationships between machining parameters and Ra values. Furthermore, the model achieves higher predictive accuracy in Exp2, likely due to its more structured parameter variations. Overall, the findings demonstrate that ANN-based prediction provides a promising and efficient approach for enhancing accuracy in surface quality assessment within CNC turning operations.   Keywords-  Artificial Neural Network (ANN); CNC Turning; Surface Roughness.  
Co-Authors Achmad Agung Wahyudi Adilla Tristianto, Charismanda Agus Setiawan Ahmad Fahrul Sholeh Ahmad Fauzal Ibnu Malik Ahmad Wasiur Rizqi Ainiyah, Yulia Nur aji, Sahidin Sasmito Akhmad Ferdy Firmansyah Akhmad Wasiur Rizqi Alifiansyah Rizaldy Satya Putra Alvian, Fahri Alvin Jaya Ramadhan Amrillah, Mohammad Suhud Andi Andi Andre Viola Andy Kurniawan Angga Prasetyo Tanto Ar Rohman, Muhammad Hafid Arif Rubihanto Arifin Pahlawan, Ilham Aspar MS, Rezky Fathiyah Putri Aziz, Muchammad Rif'an Bintang Muslimah, Tsaqofi Chandra Muhamadin, Rilo Cholifaturochmah Cholifaturochmah Dahda, Said Salim delta medika Juniarto Deny Andesta Dhartika Sari, Efta Dhartikasari, Efta Dhidu Usrin Yadani Dzakiyah Widyaningrum Efta Dhartikasari Priyana Efta Dhartikasari Priyana Efta Dhartikasari Priyana Elly Ismiyah Emdat Suprayitno Eriyanto, Sabillah Rizki Evie Talia Nurrohmah Fahrizal Hamdani Faisal Amir Farich Maulana, Muhammad Fathurrozi, Muhammad Fatimatuz Zahra, Fatimatuz Fauziyah, Endang Febriantie, Eka Ladya Charyl Fiih, Ahmad Laaroiba Firmansyah, Mohammad Nabil Firmansyah, Muhammad Machfud Fitrah Fitriyana, Deni Fajar Galih Dwi Suryanto Hafidah, Lailatul Hekmah, Lailatul Hendrawan, Mochammad Ega Hidayat Hidayat Hidayat Hidayat Hidayat Hidayat Hidayat Khairul Umam Khoiriyah, Amanda Rizqi Kukuh Winarso Kurniawan, Moh. Dian Kurniawan, Ricky Wahyu M. Tajul Arifin Maulan Najib May Dian Susanto Misbah Moch. Nuruddin Moh. Dian Kurniawan Mohammad Arif Alfriyan Syah Mohammad Faisal Setyabudi Mohammad Rizal Mualief, Muhammad Mufid Edy Cahyono Muhamadin, Rilo Chandra Muhammad Bashori Alwi Muhammad Choirul Anam Muhammad Hasanuddin, Muhammad Muhammad Irfan Maruf Muhammad Zahidil Mukhtar Muhammad, Katon Muslimah, Tsaqofi Bintang NAFHANI, MUHAMMAD Natasya Sabrina Al Alifah Nina Aini Mahbubah Ningtyas, Alviani Hesthi Permata Nizar Adlany Nur Qomaruddin Rafli Pahlawan, Ilham Arifin Permata Ningtyas, Alviani Hesthi Pratiwi, Palupi Adilia Pregiwati Pusporini Purwanto Purwanto R Indriawan Praja Kusuma Rabbani, Nazwa Nayya Nanita Rafly Arifin, Muhammad Reza Ardiansyah Ridlo Putu Idaman Rizqi, Ahmad Wasiur Rizqy Cahya Putra Fil Akbar Said Salim Dahdah Salman Al Farisy Salwatul Aisy Satria Bayu Nugraha Satya Putra, Alifiansyah Rizaldy Sesilia, Khofidatul Setiawan, Nur Ervil Soffiana Agustin, Soffiana Suraying, Suraying Susisno, Bayu Tri Sya'roni , Imam Syahputra, Rifendy Ardian thoyyibul hikam Tsaqofi Bintang Muslimah Wahyudi, Avif Mas Wardhana, I Kadek Yushak Yanuar Pandu Negoro Yanuarsah, Rendra Yudha Adhitya Kurniawan Yusron, Rifky