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Journal : Indonesian Journal of Science and Technology

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Grape Drying Process Using Machine Vision Based on Multilayer Perceptron Networks Suprapto, Suprapto; Riyanto, Edy
Indonesian Journal of Science and Technology Vol 5, No 3 (2020): IJOST: VOLUME 5, ISSUE 3, 2020
Publisher : Universitas Pendidikan Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.17509/ijost.v5i3.24991

Abstract

This paper proposed a grape drying machine using computer vision and Multi-layer Perceptron (MLP) method. Computer vision is for taking grapes’ image on conveyor, whereas MLP is for controlling grape drying machine and classifying its output. To evaluate the proposed, a kind of grapes are put on conveyor of the machine and their images are taken every two min. Some parameters of MLP to control the drying machine includes dried grape, temperature, grape area, motor position, and motion speed. Those parameters are to adjust an appropriate MLP’s output, including motion control and heater control. Two different temperatures are employed on the machine, including 60 and 75°C. The results showed that the grape could be dried with similar area 3800 pixel at the 770th min using temperature 60°C and at the 410th min using temperature 75°C.  Comparing between them, the similar ratio could also be achieved at 0.64 with different time 360 min. Indeed, the temperature setting at 75°C resulted faster drying performance.
Co-Authors Abdul Fatah Fanani Agus Arifin, Agus Agustin Suraswati Agustin Suraswati, Agustin Ahmadi Hasan Ahmadi, Haerul Ainur Komariah Aisyah Endah Palupi Al Amruzi, HM Fahmi Andrean Rahady Juanizar Anik Herminingsih APHA, Journal Manager B.A. Tjipto Sujitno Bambang S, TH.Teddy Bambang Sumardjoko Bariot Hafif Basuki , BASUKI BASUKI Bayu Mahendra Bayu Wiyantoko BUDI WIBOWO Bunyamin Arsyad Chandra S Darmaputra, I Gde Dewi Riniarti Dewi Supri Asih Diah Setyorini Gunawan Didik Prasetyoko Didit Kurniadi Dijan Rahajuni Dodik Wahyono Dominikus Rato Dwi Priantoro Dwi Wahyuni Ganefianti Edy Riyanto Eka Daryanto Emy Handayani Endang Sri Gunawati Eny Rahmawati Ersan Ersan Fajar Dwi Prasetyo Fatkur Mu'in Forita Dyah Arianti, Forita Dyah Giantama Adhy Prima Gusti Muzainah Hadi Musthofa Hadi Musthofa, Hadi Hanung Adi Nugroho Historiawati Historiawati Idrus, Muhamad Ignatius Sriyana Irawan Haji Putra Jauhari, Sodik Kukuh Ageng Pribowo Kurniawati, Puji Kuswadi, Didik Lely Susita Lilis Siti Badriah Luluk Ayu Widyantika M Tahir Marthin, Marthin Mathilda Sri Lestari Muchlis Hamdi Muhsin Aseri, Muhsin Murti Astiningrum Nur Aida, Nur Nur Syamsi Norma Lalla Nurliah Nurdin Nurwahidah Jamal Pawana, Sekhar Chandra Prayitno Prayitno Prayitno Prayitno Puji Kurniawati Rachmad Hidayat Ravendianto Ravendianto Rill lsaris Rini Fidiyani Riyanto Suprawihadi Rizky Abdul Aziz Roman Hetrianto Rosmiah Rosmiah, Rosmiah Rosnidar Sembiring Rr. Ernawati Rubiyah Rubiyah S. Suripin Sabarudin Akhmad Sari, Zeti Nofita Sayono Sayono Setyo Atmodjo Silakhuddin Silakhudin Sinurat, Marja Situmeang, Chandra Sophie Hapsari Sri Mulati Sri Mulati, Sri Sri Nadilah Sri Nadilah, Sri Sri Nugroho sri Nugroho Sri Warjiyati, Sri Sudjatmoko Sudjatmoko SUGENG HARIANTO Sugeng Suyatno Sukaryono Sukaryono Sukidi Sukidi Sulaeman, Maryam sunardi sunardi Suparji Suparji Suprapto Suprapto Supratman, Eman Supriyanto Supriyanto Susilowati Rahayu Sutrisno Sutrisno Suwarni Suwarni Suwarno Imam Samsul Taufik Taufik Thomas Tukirin Thomas Tukirin, Thomas Titik Purwati Widowati Titik Purwati Widowati, Titik Purwati Tjipto Sujitno Tri Esti Purbaningtias Trimaya Cahya Mulat Tukiran Tukiran Ummu Salamah Velthuzend, Andre Wahidah Wahidah Wahono . Wahono Wahono Wahyu Astutik Waston Waston Wiwien Andriyanti Wiwien Andriyanti Wiyantoko, Bayu Yulia Pujiharti Ziyad, Ziyad Zulkarnain Zulkarnain