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Journal : Proceeding of the Electrical Engineering Computer Science and Informatics

Bioelectrical measurement for sugar recovery of sugarcane prediction using artificial neural network Sucipto Sucipto; Muhammad Arwani; Yusuf Hendrawan; Shinta Widaningtyas; Dimas F Al Riza; Simping Yuliatun; Supriyanto Supriyanto; Agus Somantri
Proceeding of the Electrical Engineering Computer Science and Informatics Vol 5: EECSI 2018
Publisher : IAES Indonesia Section

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1028.978 KB) | DOI: 10.11591/eecsi.v5.1589

Abstract

One of the problems in the sugar industry is lack of low cost, simple and accurate measurement techniques for sugar recovery of sugarcane in the field or laboratory. This study investigated the potential using of bioelectrical properties as a non-destructive technique for this purpose. A parallel plate capacitor was developed to measure the bioelectric properties of sugarcane in a lateral and longitudinal position of the samples. Eighteen internode samples from 3 sugarcane varieties were measured within 0.1-10 kHz frequency range of LCR meter and then was analyzed sugar recovery in the laboratory. The result showed that in the lateral position are more capacitive and resistive than the longitudinal position. Artificial neural network (ANN) was developed for prediction of sugar recovery as a function of bioelectrical properties. The best ANN model produces a high accuracy in the lateral bioelectrical measurement position with a correlation coefficient (R) > 0.90 and mean square error (MSE) <; 0.05. It showed that the ANN model based on bioelectrical properties had the potential to be developed as a simple technique to predict the sugar recovery of sugarcane.
Co-Authors Abdul Hakim Aditama, Hizamul Fikri Agus Budiarto Agus Somantri Ahmad Syahid Ainul Yaqin Akbar, Ghufran Alan Dwi Wibowo Amelia Amelia Anwar Kasim Apriani, Rila Rahma Arief RM Akbar Arya Nugraha Hananto Asma Naili Salsabila Aulia Bayu Yushila Azwar Lahusin Baimy Alexander Bambang Susilo Bisma, Auditya Chatarina Umbul Wahyuni Choirun, Annisa'u Daimon Syukri Danang Yugo Pratomo Dessy Maulidya Maharani Dewi Sadiah, Dewi Dimas F Al Riza Djatmiko Bagus Wibowo Ellya, Hikma Essa Noer Bhakty Mulia Fadilah, Fitri Ayu Nur Fahmi Akbar Yuliansyah Firdausyi, Izzati Ardhan Gatot Ciptadi Hartoni Hartoni Hasan Basri Hilmi, Irpan I Kadek Olin Adi Wiguna Ichsan, Onne Akbar Nur Imam Santoso Iqlima Khoirun Nufus Irwan Bempah Izzudin Musthafa Khofsah, Sholihatin KIKI FIBRIANTO Layyinah, Layyinah Lili Karmela Fitriani Linda Rahmawati Maffudhotul Anna Majid, Zuliyan Agus Nur Muchlis Muhammad Bagaskara Wiratirta MULYADI Mulyawan, Ronny Namira, Fadia Nuria Rahmatin Nurjanah, Naih Panji Deoranto Pohan, Sry Dhina Puspa Ayu Indah Prameswari Rahmantya, Yanneri Elfa Kiswara Rini Rini Ririn Fatma Nanda Riska Ayu Lestari Rizki Putra Samudra Robbani, Syifa Rohmanna, Novianti Adi Sa'adah, Laila Mu'arifatus Salzabila, Aulya Sari, Nukhak Nufita Setyawan, Hendrix Yulis Shinta Widaningtyas Shinta Widyaningtyas Simping Yuliatun Sucipto, Sucipto Sunaryo Sunaryo Supriyanto Supriyanto Suwati, Suwati Syafei, Isop Via Yustitia Wafa Nida Faida Azra Widyaningtyas, Shinta Yudin Yudiawan Maksum Yudit Oktanella, Yudit Yusuf Hendrawan