Can the crowdsourcing data paradigm take atmospheric science to a new level? A case study of the urban heat island of London quantified using Netatmo weather stations

被引:129
作者
Chapman, Lee [1 ]
Bell, Cassandra [1 ]
Bell, Simon [1 ]
机构
[1] Univ Birmingham, Sch Geog Earth & Environm Sci, Birmingham B15 2TT, W Midlands, England
关键词
urban heat island; crowdsourcing; low cost sensors; CLIMATE; URBANIZATION; HEALTH; IMPACT; BIRMINGHAM; CITY;
D O I
10.1002/joc.4940
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Crowdsourcing techniques are frequently used across science to supplement traditional means of data collection. Although atmospheric science has so far been slow to harness the technology, developments have now reached the point where the benefits of the approaches simply cannot be ignored: crowdsourcing has potentially far-reaching consequences for the way in which measurements are collected and used in the discipline. To illustrate this point, this paper uses air temperature data from the prolific, low-cost, Netatmo weather station to quantify the urban heat island of London over the summer of 2015. The results are broadly comparable with previous studies, and indeed standard observations (albeit with a warm bias, a likely consequence of non-standard site exposure), showing a range of magnitudes of between 1 and 6 degrees C across the city depending on atmospheric stability. However, not all the results can be easily explained by physical processes and therefore highlight quality issues with crowdsourced data that need to be resolved. This paper aims to kickstart a step-change in the use of crowdsourcing in urban meteorology by encouraging atmospheric scientists to more positively engage with the new generation of manufacturers producing mass market sensors.
引用
收藏
页码:3597 / 3605
页数:9
相关论文
共 47 条
[31]  
Pasquill F., 1983, Atmospheric Diffusion, VThird
[32]   Exploring indicators for quantifying surface urban heat islands of European cities with MODIS land surface temperatures [J].
Schwarz, Nina ;
Lautenbach, Sven ;
Seppelt, Ralf .
REMOTE SENSING OF ENVIRONMENT, 2011, 115 (12) :3175-3186
[33]   Fine-scale spatial temperature patterns across a UK conurbation [J].
Smith, Claire L. ;
Webb, A. ;
Levermore, G. J. ;
Lindley, S. J. ;
Beswick, K. .
CLIMATIC CHANGE, 2011, 109 (3-4) :269-286
[34]   Screen level temperature increase due to higher atmospheric carbon dioxide in calm and windy nights revisited [J].
Steeneveld, G. J. ;
Holtslag, A. A. M. ;
McNider, R. T. ;
Pielke, R. A., Sr. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2011, 116
[35]   LOCAL CLIMATE ZONES FOR URBAN TEMPERATURE STUDIES [J].
Stewart, I. D. ;
Oke, T. R. .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2012, 93 (12) :1879-1900
[36]   A systematic review and scientific critique of methodology in modern urban heat island literature [J].
Stewart, I. D. .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2011, 31 (02) :200-217
[37]   The urban heat island and its impact on heat waves and human health in Shanghai [J].
Tan, Jianguo ;
Zheng, Youfei ;
Tang, Xu ;
Guo, Changyi ;
Li, Liping ;
Song, Guixiang ;
Zhen, Xinrong ;
Yuan, Dong ;
Kalkstein, Adam J. ;
Li, Furong ;
Chen, Heng .
INTERNATIONAL JOURNAL OF BIOMETEOROLOGY, 2010, 54 (01) :75-84
[38]   Derivation of Birmingham's summer surface urban heat island from MODIS satellite images [J].
Tomlinson, C. J. ;
Chapman, L. ;
Thornes, J. E. ;
Baker, C. J. .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2012, 32 (02) :214-224
[39]   Including the urban heat island in spatial heat health risk assessment strategies: a case study for Birmingham, UK [J].
Tomlinson, Charlie J. ;
Chapman, Lee ;
Thornes, John E. ;
Baker, Christopher J. .
INTERNATIONAL JOURNAL OF HEALTH GEOGRAPHICS, 2011, 10
[40]   Using the new CIBSE design summer years to assess overheating in London: Effect of the urban heat island on design [J].
Virk, Gurdane ;
Mylona, Anastasia ;
Mavrogianni, Anna ;
Davies, Michael .
BUILDING SERVICES ENGINEERING RESEARCH & TECHNOLOGY, 2015, 36 (02) :115-128