Constructing and validating modelled concentration surfaces for Black Smoke and Sulphur Dioxide across Great Britain, 1955-2001
Author(s)
Morris, Chloe
Type
Thesis
Abstract
This thesis was funded as part of the Chronic Health Effects of Smoke and SO2 in the UK
(CHESS-UK) project and was aimed at deriving modelled concentration surfaces of historic
black smoke and sulphur dioxide in Great Britain for 1955 onwards as a basis for exposure
assessment in epidemiological investigations of chronic health effects.
The UK’s National Smoke and Sulphur Dioxide Survey provides monitored concentration
data from 1955 - 2005 with over 3,000 sites in existence over time. These measured
concentrations of black smoke and sulphur dioxide served as a core set of data for the
modelling of exposures at 1km scale. Additional data sourced and developed for input into
modelling included modelled emission maps (generated with AEA Technology), emission
proxies (including land cover and road networks), information on environmental factors
(topography and meteorology), population distribution and some ancillary data (e.g. smoke
control areas and the Douglas Waller Index based on domestic coal sales). An important
product of this work are the data, aimed at modelling historical exposures to air pollution,
fully geo-referenced and integrated into a geographic information system.
This GIS was used as a platform to test and compare different appropriate methodologies for
modelling and mapping air pollution concentrations. Methods evaluated include: ordinary
kriging, emission based modelling (dispersion and focalsum); and land use regression
models developed using emission proxies.
Focus was placed on modelling one target year for each decade (1962, 1971, 1981 and
1991). Modelling methods were piloted for 1971, where ordinary kriging and land use
regression outperformed other methods. These were developed further across the full study
period with 90% data for model development and 10% reserved for evaluation. The LUR
models were ultimately selected as the best consistent approach over the long time period,
with model R2s ranging from 0.7 in early years to 0.3 in later years.
(CHESS-UK) project and was aimed at deriving modelled concentration surfaces of historic
black smoke and sulphur dioxide in Great Britain for 1955 onwards as a basis for exposure
assessment in epidemiological investigations of chronic health effects.
The UK’s National Smoke and Sulphur Dioxide Survey provides monitored concentration
data from 1955 - 2005 with over 3,000 sites in existence over time. These measured
concentrations of black smoke and sulphur dioxide served as a core set of data for the
modelling of exposures at 1km scale. Additional data sourced and developed for input into
modelling included modelled emission maps (generated with AEA Technology), emission
proxies (including land cover and road networks), information on environmental factors
(topography and meteorology), population distribution and some ancillary data (e.g. smoke
control areas and the Douglas Waller Index based on domestic coal sales). An important
product of this work are the data, aimed at modelling historical exposures to air pollution,
fully geo-referenced and integrated into a geographic information system.
This GIS was used as a platform to test and compare different appropriate methodologies for
modelling and mapping air pollution concentrations. Methods evaluated include: ordinary
kriging, emission based modelling (dispersion and focalsum); and land use regression
models developed using emission proxies.
Focus was placed on modelling one target year for each decade (1962, 1971, 1981 and
1991). Modelling methods were piloted for 1971, where ordinary kriging and land use
regression outperformed other methods. These were developed further across the full study
period with 90% data for model development and 10% reserved for evaluation. The LUR
models were ultimately selected as the best consistent approach over the long time period,
with model R2s ranging from 0.7 in early years to 0.3 in later years.
Date Issued
2012-09
Date Awarded
2013-05
Copyright Statement
Attribution NoDerivatives 4.0 International Licence (CC BY-ND)
Advisor
Hansell, Anna
Vienneau, Danielle
Gulliver, John
Briggs, David
Sponsor
Wellcome Trust (London, England)
Publisher Department
Public Health
Publisher Institution
Imperial College London
Qualification Level
Doctoral
Qualification Name
Doctor of Philosophy (PhD)