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All Journal IPTEK The Journal for Technology and Science Prosiding Semnastek JTT (Jurnal Teknologi Terpadu) Turbo : Jurnal Program Studi Teknik Mesin Machine : Jurnal Teknik Mesin Martabe : Jurnal Pengabdian Kepada Masyarakat Manutech : Jurnal Teknologi Manufaktur Jurnal Teknik Mesin Indonesia Budimas : Jurnal Pengabdian Masyarakat International Journal of Educational Review, Law And Social Sciences (IJERLAS) International Journal of Social Science, Educational, Economics, Agriculture Research, and Technology (IJSET) Jurnal Teknologi Dulang: Jurnal Pengabdian Kepada Masyarakat Prosiding Seminar Nasional Inovasi Teknologi Terapan Jurnal Inovasi Teknologi Terapan International Journal Of Synergi In Law, Criminal And Justice
Robert Napitupulu
Politeknik Manufaktur Negeri Bangka Belitung
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Journal : IPTEK The Journal for Technology and Science

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Performance Characteristics Optimization of Electrical Discharge Machining Process Using Back Propagation Neural Network And Genetic Algorithm Napitupulu, Robert; Wahyudi, Arif; Soepangkat, Bobby Oedy Pramoedyo
IPTEK The Journal for Technology and Science Vol 25, No 3 (2014)
Publisher : IPTEK, LPPM, Institut Teknologi Sepuluh Nopember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12962/j20882033.v25i3.527

Abstract

This study attempts to model and optimize the complicated electrical discharge machining (EDM) process using soft computing techniques. Artificial neural network (ANN) with back propagation algorithm is used to model the process. In this study, the machining parameters, namely pulse current, on time, off time and gap voltage are optimized with considerations of multiple performance characteristics such as metal removal rate (MRR) and surface roughness. As the output parameters are conflicting in nature so there is no single combination of cutting parameters, which provides the best machining performance. Genetic algorithm (GA) with properly defined objective functions was then adapted to the neural network to determine the optimal multiple performance characteristics.
Co-Authors Abda Abda Adhe Anggry Aldi Pratama Angelika, Vanessa Aqila Zanjabila Ariansyah Ariansyah, Ariansyah Ariel, Ariel Arif Wahyudi Ariyanto Ariyanto Arliansyah, Arul Arriyani, Yang Fitri Arsieka Putri, Diviya Benny Nainggolan chardova, andreas Christianty, Licia Clara Lavita Angelina Darta, Yuli Devaned Parlindungan Dharta, Yuli Diviya Arsieka Putri Doni Dyas Ryfkiansyah Efata Anugrah Harita Efata Anugrah Harita Eko Yudo Erin Aftarini Fadhlurrahman, Miftah Febri Sulistiyo Febrian Arif Ferdian, Ferdian Feriadi, Indra Firdi Irawan Gemanial, Juan Gilang Perdana Haikal ikhsan, Muhammad Harita, Revival Praise Harwadi, Harwadi Hasdiansah, Hasdiansah HERMANSYAH RHOMADAN Hernawan, Sutrisno Herwandi Herwandi Husman Husman Husman, Husman Idiar, Idiar Indradewa, Rhian Irawan, Rizki Irwan Irwan Jekki Dodi Parlindungan Sihombing Juanda Juanda Juanda Kasim Kris Josua Pardede Kris Josua Pardede Kris Lavita Angelina, Clara M Romario4 M. Haritsah Amrullah M. Luqman Hakim Siregar Mar'i Akbar, Firzan Masdani, Masdani Meidiantara , Muhammad Rizki Muhammad Akbar Muhammad Bahit Muhammad Haritsah Amrullah Muhammad Yunus Muharramin, Areza Nanda Pranandita Nurwijayanti Parlindungan, Devaned Pranata, Yogi Pratama, Adrian Deka Pratama, Aldi Pratama, Randa Julio Pristiansyah, Pristiansyah Purma , Purma Rabinaswil Samuel Napitupulu Reni Febrianti Ridho Bagus Purwansyah Rio, Rio Pratama Rodika Roland Banjarnahor Roperiadi RR. Ella Evrita Hestiandari Rullyansyah Samosir, Reguel Saputra, Benediktus Handaru Sateria, Angga Shanty Dwi Krishnaningsih Shanty Dwi Krisnaningsih Shanty Dwi Krisnaningsih Sihombing, Risna Primauli Simangunsong, Kristian Jubatner Sitinjak, Harpois S Soepangkat, Bobby Oedy Pramoedyo Sri Devi Zebua Subkhan Subkhan Subkhan Subkhan Sugianto Sugianto Suzen, Zaldy Sirwansyah Swengky, Better Syaiful Asmi Hasibuan, Syaiful Asmi Triyanto, Romy Ade Utrechk Ricardo Yasmirah Mandasari Saragih Yuli Dharta Yuliyanto Yuliyanto Yuspita, Ni Luh Eta Zaldy Kurniawan