Research on communication network optimization and intelligent scheduling based on artificial intelligence
基于人工智能的通信网络优化与智能调度研究

摘要

人工智能技术的迅猛发展为通信网络优化与智能调度带来了前所未有的机遇。本研究聚焦于利用先进的人工智能算法，针对当前通信网络中存在的资源分配不均、响应速度慢等问题，提出一套全面的解决方案。通过构建模拟环境，评估不同策略在网络性能提升方面的效果，旨在实现高效、稳定且灵活的通信网络管理。实验结果表明，所提出的基于AI的方法不仅能够显著提高网络资源利用率，还能增强系统的自适应能力和故障恢复能力，从而确保通信服务的质量和可靠性。

Abstract

The rapid development of artificial intelligence technology has brought unprecedented opportunities for communication network optimization and intelligent scheduling. This research focuses on using advanced artificial intelligence algorithms to propose a comprehensive solution to the problems such as uneven resource allocation and slow response speed existing in the current communication network. By constructing a simulation environment, the effects of different strategies on network performance improvement are evaluated, aiming to achieve efficient, stable and flexible communication network management. The experimental results show that the proposed AI-based method can not only significantly improve the utilization rate of network resources, but also enhance the system's adaptive ability and fault recovery ability, thus ensuring the quality and reliability of communication services.