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All Journal International Journal of Electrical and Computer Engineering Jurnal Teknik Elektro Jurnal Edukasi dan Penelitian Informatika (JEPIN) Jurnal Informatika dan Teknik Elektro Terapan JIPHO ( Jurnal Ilmiah Peternakan Halu Oleo) Jurnal Dimensi ITEj (Information Technology Engineering Journals) JADECS (Journal of Art, Design, Art Education and Culture Studies) Jurnal Teknologi dan Sistem Komputer Brikolase : Jurnal Kajian Teori, Praktik dan Wacana Seni Budaya Rupa Minda Baharu Studi Budaya Nusantara International Journal of Artificial Intelligence Journal of Engineering, Technology, and Applied Science (JETAS) JUSTIN (Jurnal Sistem dan Teknologi Informasi) JUSIFOR : Jurnal Sistem Informasi dan Informatika Jurnal Teknologi dan Vokasi Jurnal INFOTEL Jurnal Informatika Polinema (JIP) Jurnal Imiah Pengabdian Pada Masyarakat (JIPM)
Nur Iksan
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Religion Agriculture, Biological Sciences & Forestry Arts Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Physics Social Sciences Other

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Journal : International Journal of Electrical and Computer Engineering

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Residential load event detection in NILM using robust cepstrum smoothing based method Nur Iksan; Jaka Sembiring; Nanang Hariyanto; Suhono Harso Supangkat
International Journal of Electrical and Computer Engineering (IJECE) Vol 9, No 2: April 2019
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (754.375 KB) | DOI: 10.11591/ijece.v9i2.pp742-752

Abstract

Event detection has an important role in detecting the switching of the state of the appliance in the residential environment. This paper proposed a robust smoothing method for cepstrum estimation using double smoothing i.e. the cepstrum smoothing and local linear regression method. The main problem is to reduce the variance of the home appliance peak signal. In the first step, the cepstrum smoothing method removed the unnecessary quefrency by applying a rectangular window to the cepstrum of the current signal. In the next step, the local regression smoothing weighted data points to be smoothed using robust least squares regression. The result of this research shows the variance of the peak signal is decreased and has a good performance with better accuracy. In noise enviromment, performance prediction quite good with values greater than 0.6 and relatively stable at values above 0.9 on SNR> 25 for single appliances. Furthermore, in multiple appliances, performance prediction quite good at SNR> 20 and begins to decrease in SNR <20 and SNR> 25.
Co-Authors A. Syarifuddin Rohman Abd Arif, Harleny Abdulbaqi, Azmi Shawkat Abdulbaqie, Azmi Shawkat Adhim Bagas Wisnu Aji Aditya Permana Ahmad Zaki, Nadia Akma Ahyubi, Iqbal Al Akhmatul Ferlin Alfi Kusuma Admadja Anan Nugroho Anggrian, Mayang Arfriandi, Arief Aritonang, Ivana Junita Aryandra, Chaesa Akmal Basar, Abdul Rohmad Budi Sunarko Dewi Utami Dina Priliyana Djuniadi Djuniadi Elmie Dansy, Sholestica Erika Devi Udayanti Fauzan Femi Eka Rahmawati Fernandes, Atman Lucky Firdaus, Agung Adi Hamdan Has Hanrian Rossa Hari Wibawanto Harudin Hendro Wahyudiono, Pratiwi Ismail Ismail Jaka Sembiring Khairuddin Isman Khoirudin Fathoni, Khoirudin Krishna Pillai, Salini Kusumaningrum, Safira Damayanti La Ode Mansur Linda Hidayati Linda Sagita Mahmood, Sawsan. D Manaf, Abdi Moh. Eki Riyadani Mubarok, Muhammad Zidna Muhaiyuddin, Arina Syakirah Muhammad Musrianton Nanang Hariyanto Nasrun Normayasari Novaliyan, Alvin Rangga Olva, Maria Pamor Gunoto Panessai, Ismail Yusuf Prawidana Kurniawan Putra, Yogi Pratama Rizal, Ramadhan Muchamad Rizqi, Saiful Saad, Ahmad Fadli Sadiah, Devy Nur Sahari, Sariamin Saif Al-din, Saif, M. N. Salun, Rozella Sanggrahita, Diadora Setiawan, Dwiki Suganda, Afdal Suhono Harso Supangkat Syalim, Andhita Bagus Noor Syarif Hidayatulloh Tatyantoro Andrasto Ulfah Mediaty Arief Wahyu Adi Ramadan Wahyu Dewanto Widhi Kurniawan Wiwik Handayani Yani, Achmad