基于AI技术的5G无线网络规划研究 -计算机科学与技术专业

摘要

随着5G技术的迅猛发展，传统的无线网络规划方法已难以满足日益复杂的网络需求。本文旨在探索利用AI技术进行5G无线网络规划的可行性、功能定位、流程设计以及面临的问题与对策。本文概述了5G网络的关键技术特性和架构与传输机制，详细分析了AI技术应用于5G无线网络规划的可行性，然而，在实际应用过程中，基于AI的5G无线网络规划也面临着数据获取与处理难题、模型构建与算法选择挑战、网络安全与稳定性风险以及实施成本与效益评估等问题。针对这些问题，本文提出了一系列对策，包括优化数据策略、创新模型与算法、加强网络安全与稳定性以及进行成本效益管理等。通过对基于AI技术的5G无线网络规划进行深入研究，本文不仅揭示了其在提升网络性能和价值方面的潜力，也为解决实际应用中的问题提供了有益的思路和方法。

关键词：AI技术 5G无线网络规划数据策略模型与算法

Abstract

With the rapid development of 5G technology, traditional wireless network planning methods have been difficult to meet the increasingly complex network requirements. This paper aims to explore the feasibility, function positioning, process design, problems and countermeasures of 5G wireless network planning using AI technology. This paper summarizes the key technical characteristics, architecture and transmission mechanism of 5G network, and analyzes the feasibility of applying AI technology to 5G wireless network planning in detail. However, in the actual application process, Ai-based 5G wireless network planning also faces problems such as data acquisition and processing problems, model construction and algorithm selection challenges, network security and stability risks, and implementation cost and benefit evaluation. To solve these problems, this paper puts forward a series of countermeasures, including optimizing data strategy, innovating models and algorithms, strengthening network security and stability, and carrying out cost-benefit management. Through in-depth research on 5G wireless network planning based on AI technology, this paper not only reveals its potential in improving network performance and value, but also provides useful ideas and methods for solving problems in practical applications.

Keyword:AI technology 5G wireless network planning Data policy Model and algorithm

1绪论 1

1.1研究背景及意义 1

1.2国内外研究现状 1

2相关技术介绍 1

2.15G网络的关键技术特性 1

2.25G网络架构与传输机制 1

2.3AI技术的基本原理 2

3基于AI的5G无线网络规划分析 2

3.1AI技术应用于5G无线网络规划的可行性 2

3.2AI在无线网络规划中的功能定位 2

3.3基于AI的5G无线网络规划流程设计 3