基于微博数据的洛阳城市公园网络人气与情感感知关系研究

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Yipeng Ge, Yafei Guo, Yueshan Ma, Songjie Ma, Yang Liu, Xinjie Qin
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引用次数: 0

摘要

网络人气(INPY)在塑造公众对城市公园的看法方面的作用越来越重要。虽然已有研究探讨了公园对公众感知的影响,但主要关注传统的环境指标(如NDVI和GVI),忽视了社交媒体上产生的INPY对公众情绪的潜在影响。本研究旨在通过分析来自中国洛阳的41,675个社交媒体数据,量化情绪感知(ETPN),并使用多任务和层次线性回归模型来探索INPY、公众感知和城市公园之间的关系,从而填补这一空白。结果表明:(1)INPY对情绪梯度(ETGD)有不同程度的正向影响,影响强度由低到高由负到正;(2) 200米NDVI与消极情绪呈负相关,500米和1000米NDVI对积极情绪呈正相关;(3)季节影响情绪表达,尤其是积极情绪。研究表明,INPY主要影响积极情绪,而GVI和NDVI则有助于缓解消极情绪,提高整体ETPN。研究结果为城市规划人员认识城市公园的价值提供了新的视角,为城市空间优化和政策制定提供了科学依据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A study on the relationship between internet popularity and emotional perception of urban parks using Weibo data in Luoyang, China.

The role of Internet Popularity (INPY) in shaping public perception of urban parks is increasingly significant. Although existing studies have explored the impact of parks on public perception, they primarily focus on traditional environmental indicators (such as NDVI and GVI), overlooking the potential influence of INPY generated on social media on public emotions. This study aims to fill this gap by analyzing 41,675 social media data from Luoyang, China, quantifying emotional perception(ETPN), and using Multi-task and Hierarchical Linear regression models to explore the relationship between INPY, public perception, and urban parks. The results show: (1) INPY has varying degrees of positive influence on the Emotional Gradients (ETGD) from negative to positive, with the impact intensity increasing from low to high; (2) A 200-meter GVI is negatively correlated with negative emotions, whereas 500-meter and 1000-meter NDVI scales positively affect positive emotions; (3) Seasons affect emotional expression, particularly positive emotions. The study highlights that INPY mainly impacts positive emotions, while GVI and NDVI help mitigate negative emotions and enhance overall ETPN. These results provide urban planners with a new perspective on understanding the value of urban parks and offer scientific support for urban space optimization and policy-making.

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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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