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Modelling the concentration of ammonia and exceedance of the critical level in the UK
Tony Dore1, Jane Hall2, Ed Carnell1, Sam Tomlinson1, Ulli Dragosits1,
Sim Tang1, Amy Stevens1, Christine Braban1, Oliver Pescott3,
Ron Smith1, Massimo Vieno1, Bill Bealey1, Stefan Reis1, Mark Sutton1,
1 Centre for Ecology & Hydrology, Edinburgh, Scotland, UK2 Centre for Ecology & Hydrology, Bangor, Wales, UK3 Centre for Ecology & Hydrology, Wallingford, England, UK
International Cooperative Programme on Modelling and Mapping of
Critical Levels & Loads and Air Pollution Effects, Risks and Trends (ICP M&M)
CEH Wallingford, Tuesday 4th – Thursday 6th April 2017
Is NH3 a risk to natural ecosystems in the UK?
2014 UK Ammonia emissions
NH3 source contribution (%)
Dominant NH3
emissions source
UK National Atmospheric Emissions Inventory
http://naei.defra.gov.uk/
SO2NH3 NO
H2SO4
(NH4)2SO4
NO3-(aq)
NO2
HNO3 NO3
PAN
SO42-
(aq)
NH4 NO3
NH4+
(aq)
*
*
*
*
*
*
*
*
*
Ra
Rb
Rc
Dry
deposition
Wet
deposition
Turbulent
mixing
Particle formation
Emission of gases
Processes parameterised in the FRAME Atmospheric Chemistry Transport Model
HNO3
SO2
NH3
Defra Model inter-comparison
surface ammonia concentrations for the year 2003
Carslaw D (2011) Defra deposition model evaluation – Phase 1https://uk-air.defra.gov.uk/research/air-quality-modelling?view=intercomparison
Dore, A.J., D. Carslaw, C. Braban, M.Cain, C. Chemel, C.Conolly, R.G. Derwent, S.J. Griffiths, J. Hall, G. Hayman, S. Lawrence, S.E. Metcalfe, A. Redington, D. Simpson, M.A. Sutton, P. Sutton, Y.S. Tang, M. Vieno, M. Werner, J.D. Whyatt (2015) Evaluation of the performance of different atmospheric chemical transport models and inter-comparison of nitrogen and sulphur deposition estimates for the UK. Atmospheric Environment 119, 131-143
Model inter-comparison for surface ammonia concentrations for the year 2003
Why does the ‘simpler’ Lagrangian FRAME model obtain good correlation with measurements of NH3
when compared with more state of the art Euerian models (with more complex chemical reactions, surface exchange schemes & dynamic meteorology)?
The simpler Lagrangian model has a fine vertical grid resolution with a 1 m surface thickness layer. Eulerian models have a surface layer depth of typically ~ 100 m.
Eulerian models performed best for particulate NH4 particulates
van der Swaluw E, de Vries W, Vieno M, Sauter F, Aben J, Velders G, Fagerli H, van Pul A (2016) Modelling air quality and deposition at high resolution
in the Netherlands with plume and grid models. Proc. 35th International Technical Meeting on Modelling Air Pollution and its Application
FRAME modelled NH3 concentration for the year 2013
The FRAME model can be run at either a
1 km or 5 km resolution over the UK.
Use of high resolution in the model
allows us to more accurately map NH3
emissions onto the appropriate land
category
This leads to better spatial representation
of NH3 concentrations and improved
correlation with measurements over
semi-natural areas
Hallsworth S., Dore A.J., Bealey W.J., Dragosits U., Vieno M., Hellsten
S.. Tang Y.S. and M.A. Sutton M.A. (2010) The role of indicator choice in
quantifying the threat of atmospheric ammonia to the ‘Natura 2000’
network. Environmental Science and Policy 13, 671-687.
Correlation of 2013 FRAME modelled NH3
concentrations with measurementsUK National Ammonia Monitoring Network
Delta sampler
Can we ‘correct’ modelled NH3 concentrations for
under/over-estimate?
Linear regression line of best fit is heavily
influenced by high concentration outliers.
Normalised Mean Bias (NMB) is also influenced by
outliers at higher concentrations
Mean Normalised Bias (MNB) is influenced by
lower concentrations (where the model tends to
over-estimate)
Use the median bias = 0.46
Combining the results of model and measurements
Model bias for annually averaged
concentrations 2012-2014
1
𝑁𝑀𝐵 = 𝑀𝑖 − 𝑂𝑖
𝑛
𝑖=1
𝑂𝑖
𝑛
𝑖=1
2 𝑀𝑁𝐵 = 1/𝑁
𝑖=1
𝑛
(𝑀𝑖 − 𝑂𝑖) 𝑂𝑖
National critical level exceedance
1 mg m-3 critical level
lichens & bryophytes
3 mg m-3 critical level
all other vegetation
Broad habitat critical level exceedance
1 mg m-3 critical level
3 mg m-3 critical level
FRAME modelled 2012-2014
NH3 concentration
Critical level exceedance metrics
Metric Percentage area exceeding NH3 critical level of:
1 µg m-3 3 µg m-3
% UK land area 60 2.7
% N-sensitive habitats 22 0.5
% SACs 58 5.4
% SPAs 50 6.1
% SSSIs 68 2.7
Bryophyte species richness (hectad-1) adjusted for
estimated recording effort using Frescalo algorithm
(Hill, 2012) Bryophyte species
richness in areas
with NH3 > 1 mg m-3
1 Ulli Dragosit presentation: Historical trends in nitrogen and sulphur deposition in the UK: 1800 to present2 Tang et al (2017) Drivers for spatial, temporal and long-term trends in atmospheric ammonia and ammonium in the UK. Atmospheric Physics and Chemistry (under review)
Recent trend in average UK NH3 concentrations
FRAME model (LTLS NERC project1) National Ammonia Monitoring Network
(Tang et al, 20172)
Model shows little change in NH3 concentration between 1990 and 2010 though emissions fell by 20%
No statistical change in NH3 concentrations (1998-2014) from UK monitoring data
Why have NH3 concentrations not fallen during the last two decades?
Statistical analysis of data from the UK NH3
monitoring network showed no trend in
average NH3 concentrations from 88 sites
during the period 1998-2014
1990 - 2015 Trends in SO2 and NOx emissions in the UK
UK National Atmospheric Emissions Inventory http://naei.defra.gov.uk/
SO2 NOx
between 1970 and 2015: SO2 emissions fell by 93% NOx emissions fell by 70%
The availability of acidic gases (H2SO4, HNO3) in the atmosphere to react with NH3 was depleted
Future emissions predictions for 2030 (further reductions in NOx & SO2
emissions, little change in NH3 emissions) suggest NH3 concentrations will increase
The overall trend is for increasing NH3 and decreasing NH4 particulate concentrations
Nitrogen deposition is shifting from long range wet deposition to local NH3 dry deposition
Conclusion
The FRAME model shows reasonable agreement with measured NH3 concentrations
The 1 mg m-3 critical level for NH3 is exceeded over 60% of the UK
Concentrations are highest in the agricultural areas of England and Northern Ireland
NH3 concentrations have shown little change since peak emissions in 1990 till 2010
according to both the model and monitoring network
The model estimates a doubling of NH3 concentrations between 1970 and 2030 due
to a major decrease of acidic gases (H2SO4, HNO3) in the atmosphere
Future Work
Moss and liverwort epiphyte recovery
Make use of lichen data and refine species richness to N-sensitive species
Establish historical impacts on distribution of lichens and bryophyte richness:
Has NH3 caused a reduction in species richness?
FSC guide to lichens and air quality, phone app developed by CEH, NHM & Nottingham University
http://www.apis.ac.uk/nitrogen-lichen-field-manual
Thank you for your attention!
Any questions (on NH3)
Or comments (on vegetation)?
Acknowledgement