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Nur Mayke Eka Normasari
Department Of Mechanical & Industrial Engineering, Faculty Of Engineering, Gadjah Mada University, Yogyakarta 55281, Indonesia
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Journal : green intelligent systems and applications

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Artificial Neural Network for Benchmarking the Dimensional Accuracy of the PLA Fused Flament Fabrication Process Setiawan, Kevin Stephen; Tanaji, Irvantara Pradmaputra; Permana, Ari; Akbar, Hafizh Naufaly; Prihatmaja, Dhonadio Aurell Azhar; Normasari, Nur Mayke Eka; Rifai, Achmad Pratama; Pamungkasari, Panca Dewi
Green Intelligent Systems and Applications Volume 4 - Issue 2 - 2024
Publisher : Tecno Scientifica Publishing

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.53623/gisa.v4i2.522

Abstract

Fused Deposition Modeling (FDM) is an additive manufacturing technique that uses a 3D printer to extrude molten filament through a nozzle, which moves along the X, Y, and Z axes to create parts with the desired geometry. FDM offers numerous advantages, especially for producing parts with complex shapes, due to its ability to enable rapid and cost-effective manufacturing compared to traditional methods. This study implemented an Artificial Neural Network (ANN) to optimize process parameters aimed at minimizing dimensional inaccuracies in the FDM process. Key parameters considered for optimization included the number of shells, infill percentage, and nozzle temperature. The ANN utilized three algorithms: Scaled Conjugate Gradient, Bayesian Regularization, and Levenberg-Marquardt. Model performance was evaluated based on dimensional deviations along the X and Y axes, with a hidden layer of 25 neurons. Among the algorithms, Scaled Conjugate Gradient provided the most accurate results in minimizing dimensional errors.
Co-Authors -, Kevin Achmad Pratama Rifai Achmad Pratama Rifai Afifa Puspitasari Akbar, Hafizh Naufaly Andiny Trie Oktavia Anjas Fikhri Warangga Anjas Fikhri Warangga Anna Maria Sri Asih Arie Dwi Zarliansyah Astungkatara, Arya Wijna Azza Luthfia Bella Renata Valencia Bertha Maya Sopha Choirul Yofi Deny Ratna Yuniartha Faisa, Kurniawan Nur Fath, Hamzah Fatiha Widyanti Fauzi Arsyad Hendrawan Febriani, Maria Fitri Trapsilawati Hanifah Nabila Wismadi Haposan Vincentius Manalu Hartanto, Angela Kirana Indriani Yosida Erline Joko Waluyo Laela Widiyaningsih Lathiifah Thawafani Lathiifah Thawafani Lekatompessy, Gregor Dalton Maranatha Listia Anjani Ludwika, Adinda Sekar Lukman Adhitama Mohamad, Rakan Raihan Ali Muallifah, Nabilah Muchamad Nurudduja Al Kautsar Muhammad Achirudin Buchari Muhammad Kusumawan Herliansyah Muhammad Raihan Hilmy Nabilah Muallifah Nadiah Khairunnisa Nugrahandika, Widyasari Her Nur Aini Masruroh Nurul Lathifah Oktavia, Andiny Trie Pamungkasari, Panca Dewi Permana, Ari Prayoga Yudha Pamungkas Prihatmaja, Dhonadio Aurell Azhar Purnama, Siti Aghnia Salsabilla Puspitasari, Afifa Putri, Oktaviana Rachmadani, Muthi Amelia Rahman, Muhammad Alif Safira, Aretha Sakti, Fikri Amori Sarudi As., L. M. Septiangga, Ibnu Jourga Setiawan, Kevin Stephen Shalehah, Mar’atus Sinta Rahmawidya Sulistyo Tanaji, Irvantara Pradmaputra Thariq Faros Manumono Tho, Nguyen Huu Wangi Pandan Sari Warangga, Anjas Fikhri Widyasari Her Nugrahandika Wijayanti, Erny Rahayu Yana, Anak Agung Istri Anindita Nanda Yoshi Budiyanto