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基于AI技术的热点城区FDD容量站动态规划策略

Dynamic deployment of FDD sites in urban area with AI technology
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摘要 在FDD 1800容量站点规模化建设初期,工程建设资源有限,如何科学合理地将有限资源向最大收益的方向投入,成为亟待解决的问题.本文通过AI技术实现一种针对热点区域FDD 1800容量站址智能动态规划的方法.该方法利用多维指标搭建AI模型,在经过多轮数据清洗后,通过分类算法进行数据训练和模型校正,并对FDD 1800站址建设效果进行了反向验证,最终实现了基于模型数据指导现网热点区域FDD 1800容量资源规划投放及自动滚动校正工具. In the early stage of large-scale construction of FDD 1 800 capacity station,the construction resources are limited.How to invest the limited resources scientifically and reasonably in the direction of maximum benefit has become an urgent problem to be solved.An intelligent dynamic planning method for FDD 1800 capacity station location in hot spot area was implemented by AI technology.Multi-dimensional index was used to build AI model.After several rounds of data cleaning,data training and model calibration were carried out through classification algorithm,and the construction effect of FDD 1 800 station site was reversely verified.Finally,a model—based data-guided capacity resource planning and rolling correction tool for FDD 1 800 in hot spot areas of the current network was implemented.
作者 郁文尧 顾安 张栋轶 张浩思 潘铮雯 谢玉铭 YU Wen-yao;GU An;ZHANG Dong-yi;ZHANG Hao-si;PAN Zheng-wen;XIE Yu-ming(China Mobile Group Shanghai Co.,Ltd.,Shanghai 200003,China)
出处 《电信工程技术与标准化》 2018年第A01期64-68,共5页 Telecom Engineering Technics and Standardization
关键词 AI模型 热点城区 FDD 1800 数据预测 AI model urban area FDD 1800 data analysis
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