Automation and Management in Operating Systems: The Role of Artificial Intelligence and Machine Learning

Коршун, Наталія Володимирівна and Мишко, І. and Ткаченко, О.М. (2023) Automation and Management in Operating Systems: The Role of Artificial Intelligence and Machine Learning 20th International Scientific Conference "Dynamical System Modeling and Stability Investigation", DSMSI 2023 - Volume 1: Mathematical Foundations of Information Technologies. pp. 59-68. ISSN 16130073

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Abstract

The ever-increasing complexity of operating systems (OSes) poses challenges for traditional management approaches. This paper explores the potential of artificial intelligence (AI) and machine learning (ML) to revolutionize OS management, transforming it from a reactive task to a proactive dance of intelligent adaptation. We propose a block diagram outlining the stages of AI and ML integration, encompassing data input, system state analysis, decision making, optimization actions, and continuous monitoring. We then delve into specific applications of AI and ML in resource management, security and threat detection, performance optimization, self-healing mechanisms, and predictive maintenance. Implementation considerations, challenges, and evaluation methods are discussed, highlighting the need for data infrastructure, algorithm selection, explainability, fairness, security, and responsible development. We conclude by emphasizing the future directions of deeper integration, specialization, explainable AI, and collaborative intelligence, paving the way for OSes that are not just tools, but intelligent partners, anticipating our needs, adapting to our workflows, and creating a truly liberating user experience.

Item Type: Article
Uncontrolled Keywords: Operating System Management, Artificial Intelligence, Machine Learning, Resource Management, Security, Performance Optimization, Predictive Maintenance, Explainable AI, Fairness, Collaborative Intelligence
Subjects: Це архівна тематика Київського університету імені Бориса Грінченка > Статті у наукометричних базах > Scopus
Divisions: Це архівні підрозділи Київського університету імені Бориса Грінченка > Факультет інформаційних технологій та математики > Кафедра інформаційної та кібернетичної безпеки імені професора Володимира Бурячка
Depositing User: Наталія Володимирівна Коршун
Date Deposited: 26 Jun 2024 07:54
Last Modified: 26 Jun 2024 07:54
URI: https://elibrary.kubg.edu.ua/id/eprint/49329

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