自然科学版
陕西师范大学学报(自然科学版)
生态系统服务专刊
基于自然语言处理的城市公园生态系统文化服务感知
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党辉,李晶*
(陕西师范大学 地理科学与旅游学院,陕西 西安 710119)
李晶,女,教授,博士生导师,主要从事生态系统服务研究。E-mail:lijing@snnu.edu.cn
摘要:
生态系统文化服务是生态系统保护和人类福祉的核心组成部分,但因其主观性特质难以定量评估,而社交媒体评论数据具有记录每个城市公园文化服务类型及其差异的感知能力,可以用作生态系统文化服务感知的数据源。因此,基于网络爬虫,获取西安市主城区城市公园评论数据,借助自然语言处理进行主题建模,挖掘数据中的潜在主题,基于文档-主题概率进行文化服务感知分类,分析城市公园的生态系统文化服务。结果表明:城市公园的生态系统文化服务可以分为美学体验、文化遗产、科学教育、观光娱乐和精神满足5种类型;各生态系统文化服务在空间维度呈现出极大的多样性,部分城市公园的服务类别具有相似性;城市公园的规模和特征决定着游客的文化服务感知水平,不同城市公园的评论数存在差距,不同城市公园的热度不同。
关键词:
生态系统文化服务;城市公园;社交媒体;自然语言处理;主题模型
收稿日期:
2021-08-21
中图分类号:
X171.1;TU986.5
文献标识码:
A
文章编号:
1672-4291(2022)04-0092-11
基金项目:
国家自然科学基金(42071285);中央高校基本科研业务费专项资金(2022SF-382)
Doi:
10.15983/j.cnki.jsnu.2022308
Cultural ecosystem services perception of urban parks based on natural language processing
DANG Hui, LI Jing*
(School of Geography and Tourism, Shaanxi Normal University, Xian 710119, Shaanxi,China)
Abstract:
As an important part of ecosystem, cultural ecosystem services (CES) are considered as the core of ecosystem protection and human well-being.However, since its characteristic of subjectivity, it is often difficult to evaluate CES quantitatively.The types and differences of cultural services in each urban park often recorded in social media comment data, and can be used as a data source for ecosystem cultural service perception. Based on the web crawler, the comment data of urban parks in the main urban area of Xian city was acquired. With the help of natural language processing, topic model was carried out to mine the potential themes in the data. Based on the probability of text topic, the cultural services of urban parks are classified, so as to analyze the cultural services of ecosystem. The results indicated that the cultural ecosystem services of urban parks can be divided into five types: aesthetic, cultural, education, recreation and therapeutic. Cultural ecosystem services show great diversity in the spatial dimension, and the service categories of some urban parks are similar. The scale and characteristics of urban parks determine the cultural ecosystem service perception level of the tourists. There is a gap in the number of comments in different urban parks, and there is a difference in popularity in different urban parks.
KeyWords:
cultural ecosystem services; urban parks; social media; natural language processing; topic model