摘要
城市空间功能结构分析是城市地理信息领域的一个重要研究方向,正确分析空间功能可合理规划资源及方便居民利用城市空间.因此,文中提出时间敏感的城市功能区主题模式发现模型,用于分析随时间变化的城市动态功能区结构.模型中将城市空间网格化处理为多个空间单元,结合用户访问数据和兴趣点(Point of Interest,POI)数据对空间单元进行嵌入表示.在时间维度上对主题特征向量进行聚类后得到具有差异性的特征分布矩阵,完成时段划分.在空间维度上对具有类似特征分布的相邻区域进行合并,最终得到具有时间敏感性的城市功能主题模式.基于北京市共享单车轨迹数据和百度地图查询数据划分动态功能区,可视化展示功能区划分的合理性,并利用聚类评价指标验证文中模型的有效性.
The analysis of urban spatial function structure is a hot research direction in the field of urban geographic information.Correct analysis of spatial function can reasonably plan resources and facilitate residents to utilize urban space.Therefore,a model for discovery of time-sensitive thematic patterns in urban functional areas is proposed to analyze the dynamic urban functional area structure changing with time.In the model,the urban space is gridded into multiple spatial units,and the spatial units are embedded and represented by combining user access data and point of interest data.After clustering the theme feature vectors in the time dimension,the feature distribution matrix with differences is obtained to complete the period division.In the spatial dimension,the adjacent areas with similar feature distribution are merged to obtain a time-sensitive urban function theme model.Based on the shared bicycle trajectory data of Beijing and Baidu map query data,the objective dynamic functional areas are divided,the rationality of functional area division is visualized,and the effectiveness of the proposed model is verified via clustering evaluation measures.
作者
刘俊岭
丁思博
孙焕良
于戈
许景科
LIU Junling;DING Sibo;SUN Huanliang;YU Ge;XU Jingke(School of Computer Science and Engineering,Shenyang Jian-zhu University,Shenyang 110168;Liaoning Provincial Big Data Management and Analysis Laboratory of Urban Construction,Shenyang Jianzhu University,Shenyang 110168;School of Computer Science and Engineering,Northeastern University,Shenyang 110169)
出处
《模式识别与人工智能》
EI
CSCD
北大核心
2022年第11期1015-1024,共10页
Pattern Recognition and Artificial Intelligence
基金
国家重点研发计划项目(No.2021YFF0306303)
国家自然科学基金项目联合基金重点项目(No.U1811261)
辽宁省自然科学基金项目(No.2019-MS-264)
辽宁省教育厅项目(No.LJKZ0582)资助。
关键词
功能主题模式
时空聚类
功能区划分
时间敏感
Functional Theme Pattern
Space-Time Clustering
Functional Area Zoning
Time-Sensitive
