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All Journal International Journal of Electrical and Computer Engineering International Journal of Power Electronics and Drive Systems (IJPEDS) Teknika INVOTEK: Jurnal Inovasi Vokasional dan Teknologi Syntax Literate: Jurnal Ilmiah Indonesia KACANEGARA Jurnal Pengabdian pada Masyarakat JE-Unisla Indonesian Journal of Electrical Engineering and Computer Science Indonesian Journal of Engineering and Technology (INAJET) INAJEEE (Indonesian Journal of Electrical and Electronics Engineering) IJORER : International Journal of Recent Educational Research Jurnal Teknik Elektro (JTE) PROFICIO: Jurnal Pengabdian Masyarakat Indonesian Journal of Multidiciplinary Research (IJoMR) Abimanyu: Journal of Community Engagement Tarbiyah Wa Ta'lim: Jurnal Penelitian Pendidikan dan Pembelajaran Jurnal Sains dan Teknologi Jurnal Elektronika dan Teknik Informatika Terapan IT-Edu: Jurnal Information Technology and Education
Unit Three Kartini
Universitas Negeri Surabaya
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Journal : Syntax Literate: Jurnal Ilmiah Indonesia

 1 
Hybrid KNN-LSTM Modeling for Short-Term Feeder Peak Load Forecasting Muhammad, Yasyfin Nur; Kartini, Unit Three; Peni, Hapsari
Syntax Literate Jurnal Ilmiah Indonesia
Publisher : Syntax Corporation

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36418/syntax-literate.v10i4.58191

Abstract

Load forecasting is important in power system planning and management. Accurate forecasting is key in maintaining the balance of energy supply and demand. This research develops a hybrid KNN-LSTM method for load forecasting using historical load and voltage data. KNN is used in finding local patterns and LSTM is used in capturing long-term patterns. The result is that the KNN-LSTM method provides MSE 30289.4952, RSME 174.0387, and MAE 98.9081. These results are better than the KNN and LSTM methods alone. In addition, by adding the voltage feature, the prediction result increases by 50.5%. Keywords: Load forecasting, KNN, LSTM, KNN-LSTM
Co-Authors Achmad Imam Agung Achmad Imam Agung Adam Maulana Adi Reski Ariangga Aditya Prapanca Aguska, Anggi Akbar Izulhaq Akbar Tahir Kalbii Amarulloh, Ilham Anjar Novian Asto, I Gusti Putu At - Thariq Ramadhan Ayusta Lukita Wardani Bambang Suprianto . Budiarta, Mohammad Erwin Chatarina Umbul Wahyuni DEDDY PUTRA ARDYANSYAH DWI ARDIANTO Dwikky Sucahyo Putra DZIKRI MUHAJIR EL FAHMI Edy Sulistiyo EKA PRASETYO HIDAYAT Endryansyah Endryansyah Farid Baskoro Fendi Achmad Feri Rohman Syah Ghifari Fikri Yuviyanto Habbib Rakhasiwi Aminulloh Hapsari Peni Hernanda Setiawan I Gusti Putu Asto I Gusti Putu Asto Buditjahjanto Ibrohim Ibrohim Ichwan Dwi Wahyu Hermanto Ilham Amarulloh Ilham Cahyo Wibowo Aji Ilham Farisi Almadani Indra Iskandar Ismet Basuki Joko . Joko Joko Juhan Andi Praseto Aji Kevin Pranata Putra Khoirul Fadli Krisna Taufik Brilliansyah Kristanto, Andika Wisnu Adam Kukuh Eko Purwantoro Lailil Ika Wardani Lilik Anifah Lusia Rakhmawati M. Nanda Tri Maulana Ridwan Mahendra Widyartono Mardika Wahyu Kristanto MASVIKI AGAM Maulana Rizki Aditama Mirza Wahyu Purnama MOCH. NUR ADIWANA Mochammad Iqbal Firmansyah Mohammad As'ad Rosyadi Muhammad Fathoni Muhammad Helmy Anjab Muhammad Mujiburrahman Muhammad Rizka Ardiansyah Muhammad, Yasyfin Nur Mulya Adi Prasetiya Nining Widyah Kusnanik Nofianto Sugiarto Novian Zainun Qorif Putera Nur Kholis Nurhayati Nurhayati Nurwijayanti Pamungkas, Ivan Fahrezi Puguh Ady Mahendra Puput Wanarti Rusimamto Putra Adi Wicaksono Putri, Tiris Mega Raden Mohamad Herdian Bhakti Rani Fajriyah Islamiyati Asfah Rifqi Firmansyah Rifqi Firmansyah Rifqi Firmansyah, Rifqi Rizqi Rizal Dharmawan Roesita Dekakovi Tauba Setyawan Rois Alfikri RR. Ella Evrita Hestiandari S. Suparji Saifudin Saifudin Saputra, Ramadhan Dwi Sari Cahyaningtias Septian, Bahrul Anas Subuh Isnur Haryudo Syamsul Muarif Tedy Muhammadhy Tjahyaningtijas, Raden Roro Hapsari Peni Agustin Tri Rijanto Tri Wrahatnolo Tulende, James ULIN NIKMATUL CHOIROH W. Wasis Wahyu Tri Handoko WELBI RENALDI SUKRISNA widi . aribowo widi aribowo Widi Aribowo Widi Ariwibowo Wildan Arif Billahi WRAHATNOLO, TRI Yanuarius Kristian Wibisono Yuli Sutoto Nugroho Yusuf Rony Rony Yusuf, M. Yusuf Isbakhtiar