Spatiotemporal patterns of street-level solar radiation estimated using Google Street View in a high-density urban environment

被引:76
作者
Gong, Fang-Ying [1 ,2 ]
Zeng, Zhao-Cheng [3 ]
Ng, Edward [1 ]
Norford, Leslie K. [2 ]
机构
[1] Chinese Univ Hong Kong, Sch Architecture, Shatin, Room505,AIT Bldg, Hong Kong, Peoples R China
[2] MIT, Dept Architecture, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[3] CALTECH, Div Geol & Planetary Sci, Pasadena, CA 91125 USA
关键词
Solar radiation; Sky view factor; Street canyon; Google Street View; Deep learning; Hong Kong; OUTDOOR THERMAL COMFORT; CLIMATE-CHANGE; AIR-QUALITY; HONG-KONG; TREES; ORIENTATION; TURBIDITY; SKY;
D O I
10.1016/j.buildenv.2018.10.025
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This study presents a method for calculating solar irradiance of street canyons using Google Street View (GSV) images and investigates its spatiotemporal patterns in a high-density urban environment. In this method, GSV images provide a unique way to characterize the street morphology from which the diurnal solar path and solar radiation exposure can be estimated in a street canyon. Verifications of our developed method using free-horizon HKO observations and street-level field measurements show that both the calculated clear-sky and all-sky solar irradiance of street canyons well capture the diurnal and seasonal cycles. In the high-density urban areas of Hong Kong, we found that (1) the lowest monthly averaged solar irradiations in winter are 6.6 (December) and 4.6 (February) MJ/m(2)/day, and the highest values in summer are 17.3 (July) and 10.8 (June) MJ/m(2)/day for clearsky and all-sky calculations, respectively; (2) The spatial variability of solar irradiation is closely related to sky view factor (SVF). In summer, the irradiation in a low-rise region (SVF >= 0.7) on average is about three times that in a high-rise region (SVF <= 0.3), and they differ by about five times in winter; (3) Street orientation has a significant impact on the solar radiation received in a high-density street canyon. In general, street canyons with West-East orientation receive higher solar irradiation during summer and lower during winter compared to those with South-North orientation. The generated maps of street-level solar irradiation may help researchers investigate the interactions between solar radiation, human health and urban thermal balance in high-density urban environments.
引用
收藏
页码:547 / 566
页数:20
相关论文
共 51 条
  • [1] Cool surfaces and shade trees to reduce energy use and improve air quality in urban areas
    Akbari, H
    Pomerantz, M
    Taha, H
    [J]. SOLAR ENERGY, 2001, 70 (03) : 295 - 310
  • [2] Numerical study on the effects of aspect ratio and orientation of an urban street canyon on outdoor thermal comfort in hot and dry climate
    Ali-Toudert, F
    Mayer, H
    [J]. BUILDING AND ENVIRONMENT, 2006, 41 (02) : 94 - 108
  • [3] [Anonymous], 2016, ARXIV161201105CS
  • [4] ON THE RELATIONSHIP BETWEEN INCOMING SOLAR-RADIATION AND DAILY MAXIMUM AND MINIMUM TEMPERATURE
    BRISTOW, KL
    CAMPBELL, GS
    [J]. AGRICULTURAL AND FOREST METEOROLOGY, 1984, 31 (02) : 159 - 166
  • [5] Using urban canyon geometries obtained from Google Street View for atmospheric studies: Potential applications in the calculation of street level total shortwave irradiances
    Carrasco-Hernandez, Roberto
    Smedley, Andrew R. D.
    Webb, Ann R.
    [J]. ENERGY AND BUILDINGS, 2015, 86 : 340 - 348
  • [6] Census and Statistics Department, 2016, GOV HONG KONG S A R
  • [7] GIS Modeling of Solar Neighborhood Potential at a Fine Spatiotemporal Resolution
    Chow, Annie
    Fung, Alan S.
    Li, Songnian
    [J]. BUILDINGS, 2014, 4 (02) : 195 - 206
  • [8] Effect of high-albedo materials on pedestrian heat stress in urban street canyons
    Erell, Evyatar
    Pearlmutter, David
    Boneh, Daniel
    Bar Kutiel, Pua
    [J]. URBAN CLIMATE, 2014, 10 : 367 - 386
  • [9] Efficacy of a dose range of simulated sunlight exposures in raising vitamin D status in South Asian adults: implications for targeted guidance on sun exposure
    Farrar, Mark D.
    Webb, Ann R.
    Kift, Richard
    Durkin, Marie T.
    Allan, Donald
    Herbert, Annie
    Berry, Jacqueline L.
    Rhodes, Lesley E.
    [J]. AMERICAN JOURNAL OF CLINICAL NUTRITION, 2013, 97 (06) : 1210 - 1216
  • [10] Modeling of changes in thermal bioclimate: examples based on urban spaces in Freiburg, Germany
    Froehlich, Dominik
    Matzarakis, Andreas
    [J]. THEORETICAL AND APPLIED CLIMATOLOGY, 2013, 111 (3-4) : 547 - 558