The evolution towards 5G-A communication demands networks that are not only faster and more reliable but also smarter and more autonomous. AI-driven smart networks offer the potential to revolutionize network management, resource allocation, and service delivery by integrating machine learning (ML) and artificial intelligence (AI) technologies. This paper explores the role of AI in transforming future networks, focusing on key applications such as intelligent traffic management, predictive maintenance, and dynamic network slicing. We examine how AI can optimize network performance in real-time, ensuring efficient use of resources while minimizing energy consumption and latency. Challenges such as the need for explainable AI models, data privacy concerns, and integration with legacy systems are also discussed. Finally, the paper outlines the potential impact of AI on the scalability and adaptability of 5G-A networks, enabling seamless connectivity in diverse environments, from urban to rural and even remote areas.

错误:搜索内容不能为空,请输入英文关键词
错误:关键词超出字数限制,请精简
高级检索

AI-Driven Smart Networks: Transforming 5G-A Communication for Autonomous and Efficient Connectivity

  • Yuetian Zhou

摘要

The evolution towards 5G-A communication demands networks that are not only faster and more reliable but also smarter and more autonomous. AI-driven smart networks offer the potential to revolutionize network management, resource allocation, and service delivery by integrating machine learning (ML) and artificial intelligence (AI) technologies. This paper explores the role of AI in transforming future networks, focusing on key applications such as intelligent traffic management, predictive maintenance, and dynamic network slicing. We examine how AI can optimize network performance in real-time, ensuring efficient use of resources while minimizing energy consumption and latency. Challenges such as the need for explainable AI models, data privacy concerns, and integration with legacy systems are also discussed. Finally, the paper outlines the potential impact of AI on the scalability and adaptability of 5G-A networks, enabling seamless connectivity in diverse environments, from urban to rural and even remote areas.