Analysis of the characteristics of university common spaces that affect university students’ psychological restoration DOI Creative Commons
Hongyan Wen, H. Q. Lin, Xiao Liu

и другие.

Scientific Reports, Год журнала: 2025, Номер 15(1)

Опубликована: Апрель 23, 2025

Язык: Английский

Integrating Street View Images, Deep Learning, and sDNA for Evaluating University Campus Outdoor Public Spaces: A Focus on Restorative Benefits and Accessibility DOI Creative Commons

Tingjin Wu,

Deqing Lin,

Yi Chen

и другие.

Land, Год журнала: 2025, Номер 14(3), С. 610 - 610

Опубликована: Март 13, 2025

The mental health of university students has received much attention due to the various pressures studies, life, and employment. Several studies have confirmed that campus public spaces contain multiple restorative potentials. Yet, space is still not ready meet students’ new need for percetions. Renewal practices integrate multi-issues are becoming more important, further clarification measurement methods optimization pathways also needed. This study applied semantic segmentation technique deep learning model extract feature indicators outdoor based on street view image (SVI) data. subjective evaluation small-scale SVIs was obtained using perceived scale-11 (PRS-11) questionnaire. On this basis, benefit models were established, including explanatory predictive models. used Pearson’s correlation linear regression analysis identify key affecting benefits, XGBoost 1.7.3 algorithm predict scores scale. accessibility results from sDNA then overlayed form a comprehensive assessment matrix restoration benefits dimensions “areas with potential”. In way, three types spatial (LRB-HA, HRB-LA, LRB-LA) sequential orders temporal (short-term, medium-term, long-term) combined propose dual control accessibility. provides methodological guidelines empirical data regeneration promotes efficiency. addition, it can offer positive references neighborhood-scale urban design sustainable development.

Язык: Английский

Процитировано

1
Research on restorative perception mechanisms in rural landscapes based on structural equation modelling DOI Creative Commons

Songlin Jiang,

Xi Li,

Jiayi Lin

и другие.

Ecological Indicators, Год журнала: 2025, Номер 172, С. 113252 - 113252

Опубликована: Фев. 28, 2025

Язык: Английский

Процитировано

0
Which affects park satisfaction more, environmental features or spatial pattern? DOI Creative Commons
Lijuan Yang, Qian Wu, Jun Lyu

и другие.

Landscape Ecology, Год журнала: 2025, Номер 40(3)

Опубликована: Март 8, 2025

Язык: Английский

Процитировано

0
How do residents perceive urban parks? A cross-geographic comparison based on online reviews DOI Creative Commons
Lijuan Yang, Qian Wu

Frontiers of Architectural Research, Год журнала: 2025, Номер unknown

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

0
Analysis of the characteristics of university common spaces that affect university students’ psychological restoration DOI Creative Commons
Hongyan Wen, H. Q. Lin, Xiao Liu

и другие.

Scientific Reports, Год журнала: 2025, Номер 15(1)

Опубликована: Апрель 23, 2025

Язык: Английский

Процитировано

0