目 录
第 1 章 作品难点与创新...................................................................................................1
1.1 作品难点 .......................................................................................................................1
1.2 作品创新点...................................................................................................................2
第 2 章 方案论证与设计...................................................................................................3
2.1 基站链路损耗数据集 ................................................................................................3
2.2 特征设计 .......................................................................................................................6
第 3 章 原理分析.................................................................................................................14
3.1 传统链路损耗模型...................................................................................................14
3.2 随机森林 .....................................................................................................................16
3.2.1 随机森林回归模型.......................................................................................16
3.2.2 模型参数分析.................................................................................................17
3.3 CNN 网络 ......................................................................................................................17
3.4 DNN 网络 ......................................................................................................................18
3.5 加权 KW-Menas 算法.................................................................................................19
第 4 章 软件设计与流程.................................................................................................21
4.1 随机森林模型 ............................................................................................................21
4.2 CNN 模型 ......................................................................................................................21
4.3 DNN 模型 ......................................................................................................................22
第 5 章 系统测试与误差分析......................................................................................26
5.1 随机森林模型预测结果..........................................................................................26
5.1.1 预测数据统计................................................................................................26
5.1.2 分布密度统计................................................................................................27
5.2 CNN 模型预测结果 ....................................................................................................28
5.2.1 预测数据统计................................................................................................28
5.2.2 分布密度统计................................................................................................29
5.3 DNN 模型预测结果 ....................................................................................................29
5.3.1 预测数据统计................................................................................................30
5.3.2 分布密度统计................................................................................................31
第 6 章 客户端设计 ...........................................................................................................32
6.1 系统架构图.................................................................................................................32
6.2 数据可视化客户端...................................................................................................32
6.3 站址规划客户端........................................................................................................32
第 7 章 总结 ...........................................................................................................................36
参考文献 ...................................................................................................................................37
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