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All Journal Indonesian Journal of Electronics and Instrumentation Systems Semantik Jurnal Ilmiah Mikrotek ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika International Journal of Artificial Intelligence Research JURNAL INTEGRASI Jurnal Sains dan Informatika Jurnal Ilmiah Matrik Elsains : Jurnal Elektro Prosiding Seminar Nasional Sains dan Teknologi Terapan KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer) JURIKOM (Jurnal Riset Komputer) Building of Informatics, Technology and Science Jurnal Informatika dan Rekayasa Elektronik Jurnal Elkolind : Jurnal Elektronika dan Otomasi Industri Indonesian Journal of Electrical Engineering and Computer Science Jurnal Sistem Komputer dan Informatika (JSON) Jurnal JEETech KLIK: Kajian Ilmiah Informatika dan Komputer JEEE-U (Journal of Electrical and Electronic Engineering-UMSIDA) BEES: Bulletin of Electrical and Electronics Engineering Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK) Jurnal Rekayasa elektrika
Wahyu Setyo Pambudi
Institut Teknologi Adhitama Surabaya (ITATS)
Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Energy Engineering Mathematics Other

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Journal : Indonesian Journal of Electronics and Instrumentation Systems

 1 
Pengenalan Jenis Beban Listrik menggunakan Fast Fourier Transform dan Neural Network Pambudi, Wahyu Setyo; Firmansyah, Riza Agung; Muharom, Syahri -
IJEIS (Indonesian Journal of Electronics and Instrumentation Systems) Vol 14, No 2 (2024): October
Publisher : IndoCEISS in colaboration with Universitas Gadjah Mada, Indonesia.

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22146/ijeis.85466

Abstract

The current condition of global energy utilization is that 40% is consumed by residential, this value is higher than industrial and commercial groups. Overcoming this problem can be done through energy conservation management specifically for household customers. The initial process of energy conservation is monitoring the use of electrical energy loads that are being used. Monitoring the type of use of electrical energy loads that have low-cost features is Non-Intrusive Load Monitoring (NILM). The method that can be used to monitor electrical energy loads with NILM is a combination of Fast Fourier Transform (FFT)-Artificial Neural Network (ANN). The success rate of recognizing this type of electrical load depends on the size of the epoch during the ANN training process. Based on testing the success value of being able to achieve a value of 100% if using epoch 10000, it is different if using epoch 500 the success is only up to 30%. The results of the calculation process using the confusion matrix have an accuracy of 0.5876 or 58.76%, while the F1 value is 0.6928 or 69.28%.
Co-Authors A. Alif Mardianto Abid, Muhammad Suryo Achmad Irfan Rifaldi Afifah, Laila Nur Agus Budianto Agus Salim Akhmad Fahruzi Akhmad, Akhmad Fahruzi Akmal Ekaprasetyo Alan Novi Tompunu Almira Nindya Rafi’ah Alvian, Hendy Amalia, Devi Andy Dwi Cahyo Andy Suryowinoto Ardiansyah, Afrizal Ath thuur, Januar Adiyansyah Bachtiar, Rochmad Yunus Bagaskoro, Septian Haryo Bagus S, Alfian T Balok Hariadi Benny Ferdiansyah Bon Maria Nurintan Simorangkir Bukardi, Erwin Sukma Catur Wahyu Setio Nugroho Dedy Rusdyanto Dedy Rusdyanto Dewanto, Agustinus Bayu Dhany Eka Yulian Diana Putri Permata Siwi Diana Putri Permata Siwi Echwan Muliyana Edhy Susanto Efrita Arfah Zuliari Elfira Dyah Ekawati Emon Rivai Arganata Erwanti, Nariyah Silviana Erwin Sukma Bukardi Fahmi Nasrudien Fahruzi, Akhmad Fajar Alif Chalifatullah Fandi Setiawan Fathammubina Fathammubina Firmansyah, Riza Agung Gugutu, M.Ridha Hanifah Azizah Haris Kurniawan, Haris Hendy Alvian Hermawan, Andhika Hutama, Ilham Riza Ilham Aji Shah Putro Ilmiatul Masfufiah Imaduddin, Ilmi Rizki Imam Suhendra INDRAWAN, MELLIANTO Ipung Nur Ifan Jan Putra. B. A. S. Pelawi Lamanele, Marselinus Amalia Lubabsyah, Ahmad Naufal M Ary Heryanto M. Abdullah Bahris M.Ridha Gugutu Mardianto, A. Alif Marselinus Amalia Lamanele Mat Syai'in Misbahul Munir Misbahul Munir Mohammad Thaifur Muhammad Hasbi Nasiruddin Muharom, Syahri - Muni, Misbahul Nasrudien, Fahmi Nasyith Hananur Rohiem Nasyith Hananur Rohiem Nona Mahditiara Aryuni Sumanang Novi Andriani Novi Andriani, Novi Novian Patria Uman Putra Novian Patria Uman Putra Nugroho, Catur Wahyu Setio Pelawi, Jan Putra. B. A. S. Priestaryansyah Ihwal Wiralaksana Putra, Yosua Gavin Rahman Hakim Nasrulloh Ratna Hartayu RD Kusumanto Reza Sarwo Widagdo Rio Alfian Anwari Rizal Rahmanto Issany Rohim, Abd Rohman , Ainur Rohman, Muklis Fatqur Ryan Yudha Adhitya SANTOSO SANTOSO Saraswati, Ni Made Omiku Radha Setiawan, Ramadhan Candra Siwi, Diana Putri Permata Siwi, Diana Putri Permata Suhendra, Imam Sumari Sumari Sustiono Sustiono Sustiono, Sustiono Syahriyar, Fitra Sulung Titiek Suheta Titiek Suheta Titik Suheta Trisna Wati, Trisna Tukadi Tukadi, Tukadi Uman Putra, Novian Patria Warsono, Ridho Gustianto Singgih Wicaksono, Nur Kukuh Yulian, Dhany Eka Yuliyanto Agung Prabowo