Urban form representation of a heterogeneous city for application in urban climate studies
Daniele G. Ferreira, Eleonora S. Assis, Elisa M. C. Almeida, Priscila A. B. Tuzani Federal University of Minas Gerais, Brazil
in urban climate studies Daniele G. Ferreira , Eleonora S. Assis, - - PowerPoint PPT Presentation
ICUC 10 Urban form representation of a heterogeneous city for application in urban climate studies Daniele G. Ferreira , Eleonora S. Assis, Elisa M. C. Almeida, Priscila A. B. Tuzani Federal University of Minas Gerais, Brazil INTRODUCTION
Daniele G. Ferreira, Eleonora S. Assis, Elisa M. C. Almeida, Priscila A. B. Tuzani Federal University of Minas Gerais, Brazil
INTRODUCTION
challenge.
classification models.
capacity of computers.
Compare 3 methods to represent the urban form of a heterogeneous city
BELO HORIONTE, BRAZIL
largest Brazilian urban concentration
population density
BELO HORIZONTE
METHODOLOGY REPRESENTATION METHODS
Classification of satellite image □ low-rise □ mid-rise □ high-rise
urban land cover (Grimmond and Oke 1999)
Classification by number of stories □ up to 2 stories □ 3-8 stories □ above 9 stories Surface descriptors □ hm = mean height of buildings □ λp = plan area fraction of buildings □ λc = complete aspect ratio (Voogt and Oke 1997)
QUALITATIVE QUANTITATIVE
INTRODUCTION URBAN DESCRIPTORS
λp = plan area of buildings λc = complete aspect ratio λ𝑞 = 𝐵𝑞 𝐵𝑈
𝐵𝑈 𝐵𝑞 𝐵𝑈 𝐵𝑑
λ𝑑 = 𝐵𝑑 𝐵𝑈
RESULTS CLASSIFICATIONS Satellite classification
Classes % city % classes low-rise 46% 56% mid-rise 32% 38% high-rise 5% 6% total 83% 100%
Building height classification
Classes % city % classes ≤ 2 stories 18% 69% 3 - 8 stories 6% 25% > 9 stories 1% 5% total 26% 100%
RESULTS DESCRIPTORS Surface descriptors
sample hm (m) λp λc 1 6,4 0,31 1,09 2 40,9 0,64 3,87 3 6,7 0,37 1,16 4 6,6 0,16 0,42 5 5,2 0,31 1,01
1 2 3 5
FINAL REMARKS
represent the urban surface for heterogeneous cities.
Satellite image classification
Confusion in the recognition of classes.
Overestimation of the classified urban area.
Building height classification
Insufficient to represent the impact of the city on climate.
hm masks the height difference observed in the classification by number of stories.
λp shows an area ratio only in one dimension (plan area).
FINAL REMARKS
Representation of the three-dimensions of the buildings.
Express the density difference and the absolute size of the active surface area responsible for thermal exchanges in cities.
Used to represent the city in surface energy balance simulation and also as an input parameter in weather simulations.
THANKS! Daniele Gomes Ferreira dani.gferreira@yahoo.com.br Eleonora Sad de Assis eleonorasad@yahoo.com.br