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All Journal TEKNIK Rotasi MATEMATIKA Politika: Jurnal Ilmu Politik Mechatronics, Electrical Power, and Vehicular Technology JURNAL TEKNIK MESIN Wahana Teknik Sipil: Jurnal Pengembangan Teknik Sipil Unnes Political Science Journal Jurnal Teknologi dan Sistem Komputer JTAM (Jurnal Teori dan Aplikasi Matematika) Jurnal Teknik Mesin Indonesia Jurnal Ilmiah Matematika dan Pendidikan Matematika (JMP) Resolusi: Jurnal Sosial Politik Jurnal Penelitian Pendidikan, Psikologi Dan Kesehatan (J-P3K) Journal of English Language and Education Jurnal Aplikasi Teknologi Informasi dan Manajemen (JATIM) Journal of Education Research Journal of Social Research Edu Society: Jurnal Pendidikan, Ilmu Sosial dan Pengabdian Kepada Masyarakat Jurnal Penyakit Dalam Indonesia Ibrah: Jurnal Pengabdian kepada Masyarakat Jurnal Papeda: Jurnal Publikasi Pendidikan Dasar Tesseract: International Journal of Geometry and Applied Mathematics
Munadi Munadi
Depaertemen Teknik Mesin, Universitas Diponegoro, Jl. Prof. Sudarto, SH. Tembalang, Semarang.
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Journal : Mechatronics, Electrical Power, and Vehicular Technology

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Design of image classification system for fabric inspection process using Raspberry Pi Nugroho, Emmanuel Agung; Setiawan, Joga Dharma; Munadi, Munadi; Diki, Diki
Journal of Mechatronics, Electrical Power, and Vehicular Technology Vol 15, No 1 (2024)
Publisher : National Research and Innovation Agency

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55981/j.mev.2024.863

Abstract

This research is designed as a prototype of defect inspection system on fabric production using machine learning-based image processing technology using the open source Google teachable machine application integrated with Raspberry Pi-3B. The prototype of fabric defect inspection system is built by utilizing two rollers that function as a fabric roll house before and after the inspection process. On both rollers, a fabric is stretched to be inspected, so that from a roll of fabric with a certain length, it can be seen how many defects occur on the fabric. The inspection system is carried out using a web camera with a certain level of lighting connected to a raspberry pi as a control device. Raspberry Pi functions as an image processing device and fabric rolling motor controller. In addition to the category of fabric in good condition, this system classifies into two categories of defects, namely slap defects and sparse defects. The test results show that this system has an average frame per second (FPS) of 4.85, an average inference time of 181.1 ms, with an accuracy of image classification results of 98.4 %.
Co-Authors Achmad Widodo Adhityanendra Pandu Pratama Aditiyo, Bob Afrisal, Hadha Agus Mukhtar Agus Riyadi Agus Salim Salabi Agustina Agustina Agustina, Tyupnora Ahmad Fauzan Suryono Ahmad, Zakki Kurniawan AHMADI Andy Rahmawan Anna Ujainah, Anna Ariwibowo, M. Dwi Ariyanto, Moch. Atanasius Priharyoto Bayuseno Aulia Syukri Aulia, Dito Rahmat Bakhtiar Alldino Ardi Sumbodo Bakir, Bakir Beni Anggoro Budi Setiyana Budi Utomo Chairunnisa Chairunnisa Cleopas Martin Rumende Dedi Suryadi Desiana , Desiana Dewi Astuti Dian Nataria Oktaviani Diki, Diki Dwiyanto, Yahya Fikri Eka Putri Emmanuel Agung Nugroho Ermanu Hanindityo Evandari, Emi Gunawan Dwi Haryadi Hadi, Taufiqul Hadiyanti, Heni Hari Peni Julianti Hermawan Setiadi Hozairi Ismiyati Ismiyati Ismoyo Haryanto Isnani Isnani Isnaniar Iswanto, Budi J. Jamari Jalu Rahmadi Mukti Jannah, Helmi Roichatul Joga D Setiawan Joga D. Setiawan Joga Dharma Setiawan M Yamin M. Amirullah Akbar M. Yamin Marcus Tukan Margianah, Sri Suci Meilianda, Rifki Miftahulumudin, Yadi Afriyadi Mochammad Ariyanto Mochammad Ariyanto Mohammad Tauviqirrahman Mudjiastuti Handajani Muftashiva, Tiara Diva Muhammad Faris, Muhammad Muhammad Surya Muminu, Muminu Murzalina, Cut Nasukha, Munthoha Noorasheed, Willy Norman Iskandar Nugraha, Rahmad Agung Parabowo, Teguh Paridjo Paridjo, Paridjo Paryanto Paryanto Poerwandito, Reza Pratiwi, Septiana Nur Purwanto, Burhan Eko Purwiantoro, Arman Purwo susongko R. Andhika Pandu Rahmadi, Kristian Jati Rifky Ismail Rizky Wiradinata Rokhman, Moh. Shaefur Royyan Saputra Rudy Setiawan Ruhmi, Huddah Arami Sabiila, Aziizun Samhudi Samhudi Setiawan, Muhammad Nanda Sonia, Devi Rezha Sudarmanto Sudarmanto, Sudarmanto Sunarsih Sunarsih Suriadi Suriadi Suriswo Syafira, Aulia Toni Prahasto Trismianto, Devout Prakoso Wahroni, Wahroni Warsini Warsini Wibowo, Fajar Hadi Wikan Budi Utami Yudha, Aldi Arga Zubaidah, Duwi