通过嵌入式表示理解地铁站区的功能特征:上海的一个案例研究
Heping Jiang1, Ruihua Liu2, Shijia Luo3
1Chengdu Center, China Geological Survey (Southwest China Center for Geoscience Innovation), Chengdu, 610218, China.
Scientific reports
|January 21, 2025
概括
地铁站区使用先进的AI模型被分为9个功能组. 大多数上海车站区域是混合用途的,住宅和商业功能占据着重要地位.
科学领域:
- 城市规划 城市规划
- 地理信息系统 (GIS) 是一个地理信息系统.
- 数据科学数据科学数据科学
背景情况:
- 地铁站是重要的城市枢纽,影响周围的土地使用.
- 了解车站区域的功能是城市发展和规划的关键.
- 准确地表示车站区域的功能对于有效的规划至关重要.
研究的目的:
- 开发一个框架,准确地表示和分类地铁站区.
- 为了更好的城市规划,揭示车站区域的功能属性.
- 分析不同功能类型的车站区域的空间分布.
主要方法:
- 使用GloVe模型用于感兴趣点 (POI) 类别的语义向量.
- 使用的分区平滑反向频率 (P-SIF) 模型用于嵌入表示.
- 应用亲和传播 (AP) 用于将站区分为9个功能组.
主要成果:
- 上海大多数车站区域具有混合用途的特点,特别是住宅和商业.
- 商业中心的电台集中在城市中心地区.
- 住宅和以工作为中心的车站在城市中更分散.
结论:
- 拟议的框架有效地根据地铁站的功能对地铁站区域进行了分类.
- 上海的地铁站区主要是混合用途,反映了各种各样的城市活动.
- 空间分析揭示了不同功能类型的不同分布模式,为有针对性的城市规划提供了信息.
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