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All Journal International Journal of Electrical and Computer Engineering JURNAL SISTEM INFORMASI BISNIS TELKOMNIKA (Telecommunication Computing Electronics and Control) Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Speed - Sentra Penelitian Engineering dan Edukasi Telematika Jurnal Transformatika Jurnal Informatika Upgris E-Dimas: Jurnal Pengabdian kepada Masyarakat JOIN (Jurnal Online Informatika) Prosiding 2nd Seminar Nasional IPTEK Terapan (SENIT) 2017 Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Bianglala Informatika : Jurnal Komputer dan Informatika Akademi Bina Sarana Informatika Yogyakarta Indonesian Journal on Software Engineering (IJSE) JURNAL PENGABDIAN KEPADA MASYARAKAT Sarwahita : Jurnal Pengabdian Kepada Masyarakat EVOLUSI : Jurnal Sains dan Manajemen Jurnal Program Kemitraan dan Pengabdian Kepada Masyarakat Indonesian Journal of Networking and Security - IJNS Abdiformatika: Jurnal Pengabdian Masyarakat Informatika Jurnal Pengabdian Mitra Masyarakat (JPMM) Jurnal Sistem Informasi Jurnal DIMASTIK
Victor Gayuh Utomo
Program Studi Sistem Informasi, Fakultas Teknologi Informasi Dan Komunikasi, Universitas Semarang
Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Medicine & Pharmacology Social Sciences Other

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Journal : Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)

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Pengenalan Karakter Optis untuk Pencatatan Meter Air dengan Long Short Term Memory Recurrent Neural Network Victor Utomo; Agusta Praba Ristadi Pinem; Bernadus Very Christoko
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 5 No 1 (2021): Februari 2021
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (320.153 KB) | DOI: 10.29207/resti.v5i1.2807

Abstract

Clean water service providers in Indonesia are still recording water meters as water usage data with manual recording by record collector. Alternative solutions for recording water meters from previous research use the Internet of Things (IoT) or image recognition that is processed on a server. The solutions rely on the Internet which is unsuitable with Indonesia’s condition. This study proposes a water meter reading system that can work on mobile devices without using the Internet. The system works by utilizing optical character recognition (OCR) using the Long Short Term Memory Recurrent Neural Network (LSTM-RNN) method. LSTM-RNN is a classification method in artificial neural network which has feedback. The results show that the water meter reading system could work without using an Internet connection. The average time it takes to perform the reading process is 2285ms even on Android device with low specification. The overall reading accuracy is 86%. Single value reading accuracy, when the digit meter displays only 1 number, is 97%, while the accuracy of double value reading, when the digit meter displays 2 numbers, is 18%.
Co-Authors ., Pranoto Agusta Praba Ristadi Pinem Ahmad Rifa'i Apriyanto, Riski Ardima, Muhammad Basyier Arief Hidayat Arief Hidayat Arief Hidayat Aris Sugiharto Astrid Novita Putri, Astrid Bernadus Very Christoko Bilqisth, Shona Chayy Dhendra Eka Putri Rachmawati Febrian Wahyu Christanto Fitro Nur Hakim Galih Setiarso Handayani, Sri Hardani Widhiastuti Hassanudin, Wahyu Maulana Henny Indriyawati Henry Anggoro Djohan Henry Anggoro Djohan Heryanti, Rini Hetty Catur Ellyawati, Hetty Catur Imam Wicaksono Kumkamdhani, Tirta Yurista Kusumaningrum, Yulinda Maulana, Charis Nur Hakim, Fitro Nur Wakhidah Nurtriana Hidayati P Purwanto Pinem, Agusta Pranoto . Prind Triajeng Pungkasanti, Prind Triajeng Rahmat Gernowo Rastri Prathivi Rudi Hermawan Rudy Hartadi Rudy Hartadi Saifur Rohman Cholil Setiarso, Galih Siti Asmiatun, Siti Susilo, Markus Nanang I. B. Tirta Yurista Kumkamdhani Titis Handayani Toni Wijanarko Adi Putra Vensy Vydia