操作系统与人工智能:系统回顾

Yifan Zhang, Xinkui Zhao, Jianwei Yin, Lufei Zhang, Zuoning Chen
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引用次数: 0

摘要

在充满活力的技术领域,人工智能(AI)与操作系统(OS)的融合已成为创新的关键领域。我们的探索侧重于人工智能与操作系统之间的共生关系,强调人工智能驱动的工具如何提高操作系统的性能、安全性和效率,而操作系统的进步又如何促进更复杂的人工智能应用。我们深入研究了用于优化操作系统功能的各种人工智能技术,包括内存管理、进程调度和入侵检测。同时,我们分析了操作系统在提供基本服务和基础设施方面的作用,这些服务和基础设施使人工智能应用从资源分配到数据处理都能有效执行。文章还探讨了这一领域的挑战和未来方向,强调了在操作系统框架内安全、高效地集成人工智能的必要性。通过研究案例和最新进展,我们的综述全面概述了人工智能与操作系统集成的现状,强调了其在塑造下一代计算技术方面的重要意义。最后,我们探讨了智能操作系统的美好前景,不仅考虑了创新的操作系统架构将如何为开创性的机遇铺平道路,还考虑了人工智能将如何极大地推动这些下一代操作系统的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Operating System And Artificial Intelligence: A Systematic Review
In the dynamic landscape of technology, the convergence of Artificial Intelligence (AI) and Operating Systems (OS) has emerged as a pivotal arena for innovation. Our exploration focuses on the symbiotic relationship between AI and OS, emphasizing how AI-driven tools enhance OS performance, security, and efficiency, while OS advancements facilitate more sophisticated AI applications. We delve into various AI techniques employed to optimize OS functionalities, including memory management, process scheduling, and intrusion detection. Simultaneously, we analyze the role of OS in providing essential services and infrastructure that enable effective AI application execution, from resource allocation to data processing. The article also addresses challenges and future directions in this domain, emphasizing the imperative of secure and efficient AI integration within OS frameworks. By examining case studies and recent developments, our review provides a comprehensive overview of the current state of AI-OS integration, underscoring its significance in shaping the next generation of computing technologies. Finally, we explore the promising prospects of Intelligent OSes, considering not only how innovative OS architectures will pave the way for groundbreaking opportunities but also how AI will significantly contribute to advancing these next-generation OSs.
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