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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) International Journal of Reconfigurable and Embedded Systems (IJRES) International Journal of Evaluation and Research in Education (IJERE) TEKNIK INFORMATIKA Jurnal Pendidikan Teknologi dan Kejuruan Voteteknika (Vocational Teknik Elektronika dan Informatika) JTEV (Jurnal Teknik Elektro dan Vokasional Bulletin of Electrical Engineering and Informatics Sinkron : Jurnal dan Penelitian Teknik Informatika INVOTEK: Jurnal Inovasi Vokasional dan Teknologi JURNAL PENDIDIKAN TAMBUSAI Jurnal Basicedu Journal of Education Technology EDUKATIF : JURNAL ILMU PENDIDIKAN Jurnal Teknologi Informasi dan Pendidikan Journal of Applied Engineering and Technological Science (JAETS) Journal of Community Service and Empowerment Journal of Innovation in Educational and Cultural Research Jurnal Vokasi Informatika (JAVIT) Instal : Jurnal Komputer Afeksi: Jurnal Penelitian dan Evaluasi Pendidikan Jurnal Basicedu CONSEN: Indonesian Journal of Community Services and Engagement Journal of Systems Engineering and Information Technology Journal of Engineering Researcher and Lecturer Journal of Hypermedia & Technology-Enhanced Learning Jupiter: Publikasi Ilmu Keteknikan Industri, Teknik Elektro dan Informatika Jurnal Pendidikan MIPA
Agariadne Dwinggo Samala
Fakultas Teknik, Universitas Negeri Padang
Religion Aerospace Engineering Automotive Engineering 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 Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Mathematics Mechanical Engineering Physics Social Sciences Transportation Other

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Journal : Bulletin of Electrical Engineering and Informatics

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Enhancing cloud resource management: leveraging adversarial reinforcement learning for resilient optimization Dwinggo Samala, Agariadne; Rawas, Soha; Criollo-C, Santiago
Bulletin of Electrical Engineering and Informatics Vol 14, No 6: December 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i6.10636

Abstract

This paper introduces the first adversarial reinforcement learning (ARL) framework for resilient cloud resource optimization under dynamic and adversarial conditions. While traditional reinforcement learning (RL) methods improve adaptability, they fail when faced with sudden workload surges, security threats, or system failures. To address this, we propose an ARL-based approach that trains RL agents using simulated adversarial perturbations, such as workload spikes and resource drops, enabling them to develop robust allocation policies. The framework is evaluated using synthetic and real-world Google Cluster traces within an OpenAI Gym-based simulator. Results show that the ARL model achieves 82% resource utilization and a 180 ms response time under adversarial scenarios, outperforming static policies and conventional RL by up to 12% in terms of cost-effectiveness. Statistical validation (p0.05) confirms significant improvements in resilience. This work demonstrates the potential of ARL for self-healing cloud schedulers in production environments.
Co-Authors Abdul Hasim Abdullah, MT, Dr. Rijal Afdar, Jihan Amaria Afif Rahman Riyanda Ahmaddul Hadi, Ahmaddul Akrom, Akrom Al-Rasyid, Muhammad Almasri Almasri Ambiyar, Ambiyar Aminuddin, Fattachul Huda An 'Amna Hafizhah Aqil Afif Asmar Yulastri Asmara, Delvi Asrul Huda Batubara, Hendra Saputra Bayu Ramadhani Fajri Bayu Ramadhani Fajri Bojic, Ljubisa Budi Syahri Chan, Aldi Rizal Chintiya Larashati Coelho, Diogo Pereira Criollo-C, Santiago Dedy Irfan Dekry, Muhammad Reviza Delsina Faiza Devansyah, Sultan Devega, Army Trilidia Dian Safitri Dony Novaliendry Efrizon Efrizon Fadhilah Fadhilah Fadhilah Fadhilah Fadhli Ranuharja Fahmi Rizal Fajri, Bayu Ramadhani Fathur Rahman Febri Prasetya Fikri, Ryan Fortuna, Aprilla Ganefri . Grassini, Simone Hadi Kurnia Saputra Hanesman Hanesman Hanesman Hasep Saputra Hasnita, Sri Hendra Hidayat Hendra Sahputra Batubara Hla Myo Tun Howard, Natalie-Jane Huzhain, Fadlillah Ika Parma Dewi Indarta, Yose Indra Yeni Irma Delianti , Vera Jaya, Putra Kiong, Tee Tze Lativa Mursyida Lativa Mursyida Lature, Putri Yani Mahesi Agni Zaus Mailando, Sandi Azima Mainzaghi, Filipo Marta, Rizkayeni Muadzah, Kayla Nahda Mursyida, Lativa Muskhir, Mukhlidi Ningsih, Tiara Heliyan Nizwardi Jalinus Novi Hendri Adi Nurahmat, Ilham Oktrilani, Rentika Putra, Rido Rahmawati Rahmawati Rahmawati, Rahmawati Rama Putra Mahendri Ramandika, Agil Rara Cantika Rawas, Soha Resmi Darni Ridho, Mohd Rifyal Novalia Rizka Admutia, Ranny Rizkayeni Marta Rizki Hardian Sakti Rizky Ema Wulansari Ronal Watrianthos Rozan, Alief Depa Ryan Fikri Ryan Fikri Sandra, Randi Proska Sanjaya, Dimas Silalahi, Naufal Alfarizi Simatupang, Wakhinuddin sinaga, lotar mateus Sitepu, Raynald Sokolova, Elizaveta Vitalievna Sukardi Sukardi Sukardi, Sukardi Syahisro Mirajdandi Syahril Syahril Syahril Syahril Syukhri Syukhri Teza Agustina Titi Sri Wahyuni Titin Sriwahyuni Tsoy, Dana Veithzal Rivai Zainal Vera Indriani Vera Irma Delianti Vera Irma Delianti Vitalyevna, Sokolova Elizaveta Wakhinuddin Wakhinuddin, Wakhinuddin Waskito Wela Julia Rahmi Wiki Lofandri Windiani Yuniar Wulansari, Rizky Ema Yeka Hendriyani Yose Indarta Yose Indarta Yose Indarta Yose Indarta Yose Indarta Yose Indarta Yose Indarta Yunifa Miftachul Arif Zakhrifa Husna Zulhendra Zulhendra