认知无线通信中的人工智能

Kai Hwang, Min Chen, H. Gharavi, Victor C. M. Leung
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引用次数: 8

摘要

本专题的13篇文章主要关注人工智能和认知无线通信。随着无线通信和网络技术的迅速发展,新的信息服务和应用在全球范围内蓬勃发展。先进的通信和网络极大地提升了用户体验,并对人们生活的方方面面产生了重大影响,包括家庭、工作、社会交往和经济。这些先进技术虽然广泛提升了用户体验质量,但还不足以满足无缝广域覆盖、大容量热点、低功耗海量连接、低时延高可靠性等多种场景的需求。在新的服务范式下,人工智能(AI)对于认知无线通信应对各种技术挑战具有重要意义。其应用潜力包括复杂无线网络环境下的复杂决策、无线网络管理、资源优化和深度知识发现。为了应对复杂无线网络环境中对用户体验、效率和性能的极端要求,这些文章全面介绍了人工智能在认知无线通信方面的研究挑战和机遇。
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Artificial Intelligence for Cognitive Wireless Communications
The 13 articles in this special section focus on artificial intelligence and cognitive wireless communications. With the rapid development of wireless communication and networking technologies, novel information services and applications are booming globally. Advanced communications and networks greatly enhance users’ experience and have had a significant impact on all aspects of people’s lives, including at home, at work, in social exchanges, and economically. Although these advanced techniques have extensively improved users’ quality of experience (QoE), they are not adequate to meet the various requirements of seamless wide area coverage, high-capacity hotspot, low-power massive connections, low latency and high reliability, and other scenarios. Under the new service paradigm, artificial intelligence (AI) is significant for cognitive wireless communications to meet various technical challenges. The application potential includes complicated decision making, wireless network management, resource optimization, and in-depth knowledge discovery in complex wireless networking environments. These articles present a comprehensive view of research challenges and opportunities regarding AI for cognitive wireless communications in order to cope with the extreme demands of user experience, efficiency, and performance in a complex wireless networking environment.
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