宋欣蔚,陈依婕,韩孟琦,等. 电磁环境与人口热力及建筑密度的关联规则挖掘[J]. 电波科学学报,2023,38(5):800-806. DOI: 10.12265/j.cjors.2022160
      引用本文: 宋欣蔚,陈依婕,韩孟琦,等. 电磁环境与人口热力及建筑密度的关联规则挖掘[J]. 电波科学学报,2023,38(5):800-806. DOI: 10.12265/j.cjors.2022160
      SONG X W, CHEN Y J, HAN M Q, et al. Mining of association rules among electromagnetic environment, population heat and building density[J]. Chinese journal of radio science,2023,38(5):800-806. (in Chinese). DOI: 10.12265/j.cjors.2022160
      Citation: SONG X W, CHEN Y J, HAN M Q, et al. Mining of association rules among electromagnetic environment, population heat and building density[J]. Chinese journal of radio science,2023,38(5):800-806. (in Chinese). DOI: 10.12265/j.cjors.2022160

      电磁环境与人口热力及建筑密度的关联规则挖掘

      Mining of association rules among electromagnetic environment, population heat and building density

      • 摘要: 城市电磁环境强度的逐渐升高对人体健康和电子系统正常工作构成潜在威胁,为实现对电磁环境状况的快速判别,提出一种电磁环境与人口热力及建筑密度的关联规则挖掘方法. 首先通过两步聚类分别将电磁环境、人口热力、建筑密度数据离散为三种等级,再基于动态阈值FP增长(Frequent Pattern Growth)算法进行规则挖掘,最后筛选出有效的关联规则. 将所提出方法应用于北京城区道路采样的28 424组数据,实验结果表明:人口热力为中、低等级的区域或建筑密度低的区域,电磁环境强度通常低于1.52 V/m;建筑密度高的区域,电磁环境强度通常在1.52~3.50 V/m;而电磁环境强度高于3.50 V/m的情况主要出现在人口热力高的区域. 本文的研究工作为城市电磁环境的快速估计与监测预警提供了新思路和参考.

         

        Abstract: The gradual increase in the strength of the urban electromagnetic environment poses a potential threat to human health and the normal operation of electronic systems. In order to realize the rapid identification of the electromagnetic environment, this paper proposes a mining method for association rules among the electromagnetic environment, population heat and building density. Firstly, the electromagnetic environment, population heat, and building density data were discretely divided into three levels through two-step clustering. Then, the dynamic threshold frequent pattern growth (FP-growth) algorithm was used to conduct rule mining. Finally, the effective association rules were screened out. The proposed method is applied to 28424 sets of data sampled from roads in Beijing urban areas. The experimental results show that in areas with medium and low population thermal power or areas with low building density, the electromagnetic environment strength is usually lower than 1.52 V/m; in areas with high building density , the electromagnetic environment strength is usually in the range of 1.52−3.50 V/m; while the situation when the electromagnetic environment strength is higher than 3.50 V/m, mainly occurs in areas with high population heat. new ideas and references. The research work in this paper provides new ideas and references for rapid estimation, monitoring and early warning of urban electromagnetic environment.

         

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