城市规划学刊Issue(5):93-102,10.DOI:10.16361/j.upf.202305012
建成环境对街道活力的非线性影响和交互效应:以沈阳为例
Nonlinear and Synergistic Effects of the Built environment on Street Vitality:The Case of Shenyang
摘要
Abstract
Creating dynamic streets requires the optimization of built environments.Grounded in the understanding of the intricate concept of street vitality,this study explores the non-linear relationship between the built environment and street vitality in Shenyang,a city in the northeastern China.Employing machine learning and inter-pretability methods,it also investigates the interactive effects among various ele-ments of the built environment and provides insights into different types of street vi-tality.The findings indicate the following points:Street accessibility emerges as the predominant built environment factor influencing street vitality;Non-linear effects can be categorized into positive,negative,and irregular influences;Interactive effects exist among elements of different dimensions of street environment with street prox-imity and building density playing a predominant role;Street types are ranked by vi-tality values from high to low as follows:the high vitality-density driven type,the high vitality-convenient transportation type,the low vitality-poor design type,and the low vitality-overall inadequacy type.These street types differ significantly in the mechanism contributing to vitality.Based on these research findings,planning recom-mendations are proposed to inspire street renewal designs toward enhancing vitality.关键词
街道活力/非线性关系/机器学习/建成环境/多源大数据/东北老工业城市Key words
street vitality/nonlinear relationship/machine learning/built environment/multi-source big data/Northeast old industrial city分类
建筑与水利引用本文复制引用
杨东峰,王晓萌,韩瑞娜..建成环境对街道活力的非线性影响和交互效应:以沈阳为例[J].城市规划学刊,2023,(5):93-102,10.基金项目
国家自然科学基金面上项目"住区建成与社会环境影响老年人心理健康的交互效应甄别与规划干预"(项目编号:52078095) (项目编号:52078095)