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All Journal International Journal of Electrical and Computer Engineering Tekno : Jurnal Teknologi Elektro dan Kejuruan Jurnal Hukum Progresif TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Register: Jurnal Ilmiah Teknologi Sistem Informasi Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan JOIN (Jurnal Online Informatika) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research Jurnal Pendidikan (Teori dan Praktik) PEMBELAJAR: Jurnal Ilmu Pendidikan, Keguruan, dan Pembelajaran Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan ILKOM Jurnal Ilmiah Jurnal Inovasi Hasil Pengabdian Masyarakat (JIPEMAS) Jurnal Teknologi dan Informasi PEDULI: Jurnal Imiah Pengabdian Pada Masyarakat Jurnal Informatika dan Rekayasa Elektronik INTEGRITAS : Jurnal Pengabdian Frontier Energy System and Power Engineering Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Graha Pengabdian Jurnal Pengabdian kepada Masyarakat Nusantara Bulletin of Community Engagement Journal of Engineering, Electrical and Informatics (JEEI) Prosiding Seminar Nasional Pengabdian Kepada Masyarakat JP (Jurnal Pendidikan) : Teori dan Praktik Student Scientific Creativity Journal Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia ABDI UNISAP: Jurnal Pengabdian Kepada Masyarakat Prosiding Seminar Nasional Pengabdian kepada Masyarakat (SINAPMAS) Journal Electrical and Computer Experiences Journal of Engineering, Electrical and Informatics
Muladi
Universitas Negeri Malang
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Journal : JOIN (Jurnal Online Informatika)

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PSO based Hyperparameter tuning of CNN Multivariate Time- Series Analysis Agung Bella Putra Utama; Aji Prasetya Wibawa; Muladi Muladi; Andrew Nafalski
JOIN (Jurnal Online Informatika) Vol 7 No 2 (2022)
Publisher : Department of Informatics, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/join.v7i2.858

Abstract

Convolutional Neural Network (CNN) is an effective Deep Learning (DL) algorithm that solves various image identification problems. The use of CNN for time-series data analysis is emerging. CNN learns filters, representations of repeated patterns in the series, and uses them to forecast future values. The network performance may depend on hyperparameter settings. This study optimizes the CNN architecture based on hyperparameter tuning using Particle Swarm Optimization (PSO), PSO-CNN. The proposed method was evaluated using multivariate time-series data of electronic journal visitor datasets. The CNN equation in image and time-series problems is the input given to the model for processing numbers. The proposed method generated the lowest RMSE (1.386) with 178 neurons in the fully connected and 2 hidden layers. The experimental results show that the PSO-CNN generates an architecture with better performance than ordinary CNN.
PSO based Hyperparameter tuning of CNN Multivariate Time- Series Analysis Putra Utama, Agung Bella; Wibawa, Aji Prasetya; Muladi, Muladi; Nafalski, Andrew
JOIN (Jurnal Online Informatika) Vol 7 No 2 (2022)
Publisher : Department of Informatics, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/join.v7i2.858

Abstract

Convolutional Neural Network (CNN) is an effective Deep Learning (DL) algorithm that solves various image identification problems. The use of CNN for time-series data analysis is emerging. CNN learns filters, representations of repeated patterns in the series, and uses them to forecast future values. The network performance may depend on hyperparameter settings. This study optimizes the CNN architecture based on hyperparameter tuning using Particle Swarm Optimization (PSO), PSO-CNN. The proposed method was evaluated using multivariate time-series data of electronic journal visitor datasets. The CNN equation in image and time-series problems is the input given to the model for processing numbers. The proposed method generated the lowest RMSE (1.386) with 178 neurons in the fully connected and 2 hidden layers. The experimental results show that the PSO-CNN generates an architecture with better performance than ordinary CNN.
Co-Authors A.N. Afandi Abd Kadir Mahamad Abdullah Iskandar Syah Abdullah Iskandar Syah Abdullah Iskandar Syah Achmad Hamdan Adim Firmansah Agung Bella Putra Utama Agusta Rakhmat Taufani Ahmad Syatir Aji Prasetya Wibawa Al Ariki, Muhammad Rozakulloh Ali, Haidar Amiruzzaki Taslim Andrew Nafalski Anik Nur Handayani Anis Nikmatul Kasanah Aripriharta - Arisatya Bharotoyakti Ashar, Muhammad ASMARITA, YULMAISI Bagus Aditama Bety Etikasari Desti Eka Sintyaningrum Deva Putri Lestari Didik Dwi Prasetya Dila Umnia Soraya Dwi Septian, Fachur Rozy Fachur Rozy Dwi Septian Faizah Nur Faridah Falah, Moh Zainul Falah, Moh. Zainul Faridah, Faizah Nur Fath Faizal Mubarok Fikha Rizky Aullia Fiqhy Isrofil Firzatullah, M. Farrel Akbar Gunawan Gunawan Gunawan Hafizd Rizky Kurniawan Hakkun Elmunsyah Handoko, Wahyu Tri Haq, Sigit Prasetyo Hari Putranto Harits Ar Rosyid Hary Suswanto Hasan Ismail Hauriza, B Hendrawan Armanto Heru Wahyu Herwanto I Made Wirawan Ifa Choirunnisa Isrofil, Fiqhy Joumil Aidil Saifuddin Kurniawan, Hafizd Rizky Laila, Nanik Nor Laili, Mery Nur Larasati, Jade Rosida Lutfi Budi Ilmawan, Lutfi Budi M. Alfian Mizar M. Rodzi Faiz M. Zainal Arifin Mazarina Devi Mochammad Rizal Ramadhan Moh Alif Hidayat Sofyan Moh Zainul Falah Moh. Zainul Falah Moh. Zainul Falah Mohamad Rodhi Faiz Mokh Sholihul Hadi Mokh. Solikhul Hadia Muhammad Aziz Muis Muhtadi Nafalski, Andrew Nandang Mufti Nanik Nor Laila Norma Mustika, Soraya Nur Aliyah Rohma Nur Hidayat, Wahyu Putra Utama, Agung Bella R. Mahmud Sugandi Ramadhan, Moch. Rizal Risky Febrianto Rosyidin, Zulkham Umar Samsul Hidayat Samsul Hidayat Saparullah Saparullah Satriani, Cahya Tifandi Setiadi Cahyono Putro Shahrul, Azzhan Sharifah Saon Siti Sendari Soraya Norma Mustika Sujito Sujito Suryani, Ani Wilujeng Syaad Patmanthara Syah, Abdullah Iskandar Syarif Suhartadi Tomi Listiawan Triyana Widiyaningtyas Umi Kholifah Utomo Pujianto Wahyu Tri Handoko Wibowo, Kusmayanto Hadi Wirawan, I M Wiri Wirastuti Yoto Yoto Yuni Rahmawati