一项关于互联网人气和城市公园的情感感知关系的研究,使用中国洛阳的微博数据
Yipeng Ge1, Yafei Guo1, Yueshan Ma2
1School of Civil Engineering and Architecture, Henan University of Science and Technology, Luolong District, Luoyang, 471023, Henan, China.
Scientific reports
|March 23, 2025
概括
互联网人气 (INPY) 积极影响城市公园的感知和情绪,尤其是积极的情绪. 像NDVI和GVI这样的环境指标有助于减少负面情绪,增强整体公众的看法.
科学领域:
- 城市规划 城市规划
- 环境心理学 环境心理学
- 社交媒体分析 社交媒体分析
背景情况:
- 传统的城市公园研究侧重于环境指标 (NDVI,GVI).
- 互联网人气 (INPY) 对公众认知和情绪的影响仍然未得到充分探索.
- 社交媒体数据为了解公众对城市绿色空间的情绪提供了一种新的途径.
研究的目的:
- 调查互联网人气 (INPY) 对公众对城市公园的看法的影响.
- 使用社交媒体数据量化情感感知 (ETPN).
- 探索INPY,环境指标和公众情绪之间的关系.
主要方法:
- 分析了来自中国洛阳的41,675个社交媒体数据点.
- 情感感知量的量化 (ETPN).
- 多任务和等级线性回归模型的应用.
主要成果:
- 互联网人气 (INPY) 对情绪梯度 (ETGD) 有积极的影响,影响强度增加.
- 200米的绿色视图指数 (GVI) 与负面情绪有负相关性;500米和1000米的NDVI对积极情绪有积极影响.
- 季节变化显著影响情绪表达,特别是积极的情绪.
结论:
- INPY主要增强与城市公园相关的积极情绪.
- 环境指标 (GVI,NDVI) 对于减轻负面情绪和改善整体公众认知 (ETPN) 至关重要.
- 调查结果为城市规划者提供了优化城市空间和为政策制定提供信息的见解.
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