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sky-root

cellphone signal analysis

基于移动手机信令对城市人口分布、职住、出行OD、城市枢纽人口特征进行分析 主要步骤为:

  1. 对运营商的基站数据做处理,对基站进行编码
  2. 对运营商用户的CRM信息进行处理,用户人口分布特性分析
  3. 对运营商信令轨迹进行处理,合并轨迹,解决基站偏移、跳动等异常情况,形成单个用户的每日基站移动特性表述,也叫【有效信令】
  4. 根据第3步的有效信令,通过距离聚类等方式,分析用户的停驻点,形成用户OD出行链,用于后续的出行统计分析和出行特征识别
  5. 根据有效信令,通过城市出行和通勤特征算法,对用户的工作地和居住地进行识别,形成用户职住特性矩阵

统计分析表格

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