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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) International Journal of Advances in Applied Sciences International Journal of Evaluation and Research in Education (IJERE) Tekno : Jurnal Teknologi Elektro dan Kejuruan Jurnal Pendidikan Vokasi Jurnal Edukasi Elektro Jurnal Pendidikan Teknologi dan Kejuruan Bulletin of Electrical Engineering and Informatics Journal of Education and Learning (EduLearn) Jurnal Teknologi Pendidikan Jurnal Pendidikan dan Pemberdayaan Masyarakat Jurnal Pembelajaran Fisika Jurnal Informatika dan Teknik Elektro Terapan ELINVO (Electronics, Informatics, and Vocational Education) Emitor: Jurnal Teknik Elektro JUPITER (Jurnal Pendidikan Teknik Elektro) VOLT : Jurnal Ilmiah Pendidikan Teknik Elektro INTECOMS: Journal of Information Technology and Computer Science SENTIA 2016 Journal on Education Building of Informatics, Technology and Science Journal of Vocational Education Studies Indonesian Journal of Electrical Engineering and Computer Science JPTE: Jurnal Pendidikan Teknik Elektro Teknika Jurnal Teknik Mesin, Industri, Elektro dan Informatika Jurnal Sadewa: Publikasi Ilmu Pendidikan, Pembelajaran dan Ilmu Sosial Jurnal Sains dan Teknologi Jurnal Pengabdian Dinamika Jupiter: Publikasi Ilmu Keteknikan Industri, Teknik Elektro dan Informatika Venus: Jurnal Publikasi Rumpun Ilmu Teknik
Mustofa Abi Hamid
Universitas Sultan Ageng Tirtayasa
Aerospace Engineering Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Earth & Planetary Sciences Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Social Sciences Other

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Journal : International Journal of Advances in Applied Sciences

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Enhancing artificial neural network performance for energy efficiency in laboratories through principal component analysis Desmira, Desmira; Bakar, Norazhar Abu; Hamid, Mustofa Abi; Hakiki, Muhammad; Ismail, Affero; Fadli, Radinal
International Journal of Advances in Applied Sciences Vol 14, No 2: June 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijaas.v14.i2.pp310-321

Abstract

This study investigates energy efficiency challenges during laboratory activities. Inefficient energy use in the practicum phase remains a critical issue, prompting the exploration of innovative forecasting models. This research employs artificial neural network (ANN) models integrated with principal component analysis (PCA) to predict energy consumption and optimize usage. The findings reveal that PCA components, including eigenvalues, eigenvectors, and matrix covariance values, significantly influence the ANN model's performance in forecasting energy production. The ANN training achieved a high correlation coefficient (R=1) with a mean squared error (MSE) of 0.045931 after 200,000 epochs, demonstrating the model's robustness. While testing results showed a moderate correlation (R=0.46169), the models demonstrated potential for refinement and scalability. This integration of ANN and PCA models provides a reliable framework for accurately forecasting energy usage, offering an effective strategy to enhance energy efficiency in laboratory settings. By optimizing energy consumption, this approach has the potential to reduce operational costs and environmental impact. The strong performance metrics highlight the practical utility of these models in educational contexts, contributing to sustainable energy management and better resource allocation. Furthermore, the reduction in energy-related environmental impacts underscores the broader applicability of these models for fostering sustainable development in similar contexts.
Co-Authors Abdurrahman, A. Affero Ismail, Affero Ag. Bambang Setiyadi Akhinov, Ihsan Auditia Alamsyah Alamsyah Alif Kautsar Ambiyar, Ambiyar Anggraeni, Destri Apriliano Chandra Diva Aula Rizqiyana Bakar, Norazhar Abu D. Desmira D. Desmira Darmawan, Ilham Akbar Dedi Setiawan Desmira Desmira Desmira Desmira, Desmira Didik Aribowo Didik Aribowo Didik Aribowo Didik Aribowo Didik Aribowo Didik Aribowo Dimas Aditama Djejen Nahrowi Doni Oktaviana Een Yayah Haenilah Endi Permata Endi Permata Endi Permata Endi Permata Fadli, Radinal Fatkhurrohman, M. Fera Puspitasari Fredy Kusuma Nugraha Gunadi Gunadi Hakiki, Muhammad Hardiansyah, Rudi Hijroh Tamamil Gina I Dewa Putu Nyeneng Ilham Effendy Indra Mutiara, Indra Irwan Syah Irwanto Irwanto Juanda Mitra Situmeang Lely Yuliawati Lely Yuliawati Lilis Noviawati M. Ashof Azria Azka M. Sukarno M.Fatkhurokhman M.Fatkhurokhman Maman Hidayaturrohman Marcel Ade Satria Martias Martias Martias Martias Mochamad Bruri Triyono Mohammad Fatkhurrokhman Mohammad Fatkhurrokhman Mohd Ruzaini Hashim Muhammad Amir Baihaqi Muhammad Nurtanto Muhammad Reza Nugraha Mulyono, Raden Sugeng Nahrowi, Djejen Norazhar Abu Bakar Norazhar Abu Bakar Nur Kholifah Nurhasan Syah Nurlaksana Eko Rusminto Nuur Wachid Abdul Majid Okky Sudirman Permata, Endi Pertiwi, Devi Puji Pangestu Purwanti, Bernadeta Siti Rahayu Putu Sudira Ratna Ekawati Rian Raina Pertiwi Rini Anggraini Risma Margaretha Sinaga Rizqillah, Muhamad Aqil romi wiryadinata Siswantoyo Subramaniam, Tamil Selvan Sunardi Sunardi Tarkul Hammi Taufik Alfiansyah Tb. Ai Munandar Tiyas Abror Huda, Tiyas Abror Triani Wahyuningsih Undang Rosidin Wahyuni, Arum Widya Dwi Agustin Yasmiri Yasmiri Yasmiri, Yasmiri