Study of the Correlation between the Urban Wind-Heat Environment and Urban Development Elements in High-Density Urban Areas: A Case Study of Central Shanghai
BP neural network;
wind-heat environment;
urban development elements;
high-density urban areas;
geographically weighted regression;
wavelet analysis;
LAND-SURFACE TEMPERATURE;
GREEN SPACES;
COVER CHANGE;
IMPACT;
COMFORT;
DENSIFICATION;
SIMULATION;
INDICATORS;
ISLANDS;
CITY;
D O I:
10.3390/buildings14020315
中图分类号:
TU [建筑科学];
学科分类号:
0813 ;
摘要:
To prevent damage to human life and health caused by high temperatures and extreme weather and to promote sustainable urban development, it is necessary to optimize the layout of urban development elements to improve the urban wind-heat environment. Taking the high-density urban area of Shanghai as an example, this study used wavelet analysis to investigate the cyclic changes of the average annual temperature of Shanghai from 1950 to 2022 and the average annual wind speed of Shanghai from 2000 to 2020. The correlation between the urban heat environment and the urban development elements was analyzed using geographically weighted regression. The correlation was then examined using BP neural network, and finally, the impacts of different urban spatial patterns on the wind environment were analyzed using CFD numerical simulation. The results show that the average annual temperature of Shanghai city has an overall upward trend, with significant cycles of 44 and 32 years that are shortening over time. The average annual wind speed has a downward trend, with a significant main cycle of 22 years. Greening and water coverage, as well as the floor area ratio, have a significant reducing effect on surface temperature, whereas building density is positively correlated with surface temperature. Building density has a significant reducing effect on wind speed, whereas the effect of floor area ratio is not significant. The effect of building density on wind speed is significantly weakened, whereas the effect of the floor area ratio is not significant. This study provides valuable references for Shanghai and other high-density cities to optimize urban spatial patterns in order to improve the safety and comfort of the urban wind-heat environments. This study is of significant importance and value in promoting sustainable urban development, protecting the health of urban residents, and advancing spatial justice and equal well-being.
机构:
Cent China Normal Univ, Coll Publ Adm, 152 Luoyu Rd, Hongshan Dist 430079, Hubei, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Architecture & Urban Planning, 1037 Luoyu Rd, Wuhan 430074, Hubei, Peoples R China
Yin, Chaohui
Sun, Yi
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机构:
Hong Kong Polytech Univ, Dept Bldg & Real Estate, Hong Kong, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Architecture & Urban Planning, 1037 Luoyu Rd, Wuhan 430074, Hubei, Peoples R China
机构:
Gobierno Ciudad Mexico, Secretaria Desarrollo Urbano & Vivienda SEDUVI, Mexico City, DF, MexicoGobierno Ciudad Mexico, Secretaria Desarrollo Urbano & Vivienda SEDUVI, Mexico City, DF, Mexico
Garcia-Soriano, Daniel
Quesada-Roman, Adolfo
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机构:
Univ Geneva, Inst Environm Sci, Geneva, Switzerland
Univ Costa Rica, Escuela Geog, San Jose, Costa RicaGobierno Ciudad Mexico, Secretaria Desarrollo Urbano & Vivienda SEDUVI, Mexico City, DF, Mexico
Quesada-Roman, Adolfo
Juan Zamorano-Orozco, Jose
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机构:
Univ Nacl Autonoma Mexico, Inst Geog, Mexico City, DF, MexicoGobierno Ciudad Mexico, Secretaria Desarrollo Urbano & Vivienda SEDUVI, Mexico City, DF, Mexico
机构:
Chinese Univ Hong Kong, Sch Architecture, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Sch Architecture, Hong Kong, Hong Kong, Peoples R China
Tan, Zheng
Lau, Kevin Ka-Lun
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机构:
Chinese Univ Hong Kong, Sch Architecture, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Sch Architecture, Hong Kong, Hong Kong, Peoples R China
Lau, Kevin Ka-Lun
Ng, Edward
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机构:
Chinese Univ Hong Kong, Sch Architecture, Hong Kong, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Inst Environm Energy & Sustainabil, Hong Kong, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Inst Future Cities, Hong Kong, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Sch Architecture, Hong Kong, Hong Kong, Peoples R China
机构:
Hong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R ChinaHong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R China
He, Ping
Xue, Jin
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机构:
Hong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R ChinaHong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R China
Xue, Jin
Shen, Geoffrey Qiping
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机构:
Hong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R ChinaHong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R China
Shen, Geoffrey Qiping
Ni, Meng
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h-index: 0
机构:
Hong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R ChinaHong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R China
Ni, Meng
Wang, Shengwei
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h-index: 0
机构:
Hong Kong Polytech Univ, Dept Bldg Environm & Energy Engn, Kowloon, Hong Kong 999077, Peoples R ChinaHong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R China
Wang, Shengwei
Wang, Han
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机构:
Hong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R ChinaHong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R China
Wang, Han
Huang, Lijie
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机构:
Hong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R ChinaHong Kong Polytech Univ, Dept Bldg & Real Estate, Kowloon, Hong Kong 999077, Peoples R China