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eTheses Repository - University of Birmingham

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5.2 Model evaluation<br />

It was difficult to evaluate the model results due to the lack <strong>of</strong> detailed field data and the<br />

extreme heterogeneity <strong>of</strong> the urban surface, which cannot be captured by a mesoscale<br />

model with 1 km horizontal resolution. Point measurements such as the MIDAS surface<br />

stations are influenced by their fetch, which may include high and complicated building<br />

structures which are not represented in the mean characteristics in the urban scheme. The<br />

surface stations cannot capture the spatial variability within the METRAS grid cells, and<br />

ideally a high sampling density <strong>of</strong> measurements would exist which could be used to<br />

calculate spatial averages to evaluate the performance <strong>of</strong> the model against (Otte et al.<br />

2004). Another way <strong>of</strong> improving model validation is to run a CFD for a small portion <strong>of</strong><br />

the urban area and validate it against point measurements; these results once validated<br />

could be spatially averaged and used for a comparison with mesoscale model results<br />

(Martilli 2007). For this reason the initial focus was on reproducing common features from<br />

urban observations for an idealised domain (see Chapter 4).<br />

The diurnal cycle <strong>of</strong> the air temperature, wind speed and wind direction for the simulations<br />

with and without the urban scheme were compared with three MIDAS weather stations<br />

within the domain. These were chosen to be the urban station <strong>of</strong> the London Weather<br />

Centre (LWC), the peri-urban station at Heathrow airport (LHR) and the urban park station<br />

located at St James’ Park (SJP). These are quality-assured UK Met Office sites with hourly<br />

observations <strong>of</strong> air temperature, wind speed and wind direction. In order to evaluate the<br />

performance <strong>of</strong> the model over rural land use, where the implementation <strong>of</strong> BEP is<br />

expected to have little effect, it is necessary to use a rural station which is not influenced by<br />

the presence <strong>of</strong> the city. The station at Wisley, 32 km to the South-West <strong>of</strong> London, is<br />

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