Upload
anna-atkinson
View
218
Download
3
Tags:
Embed Size (px)
Citation preview
Spatiotemporal Modelling of Nitrate and Phosphorus in River Catchments for England and Wales
Claire Miller1, Ana-Maria Magdalina1, Adrian Bowman1, Marian Scott1, Duncan Lee1, Robert Willows2, Chris Burgess2 and Linda
Pope2
1Statistics, University of Glasgow2Environment Agency of England & Wales
Data – England and Wales (E&W)
Objective:To investigate the overall pattern of nutrient concentrations in E&W river surface waters over the past 20-30 years.
Response: Total Oxidised Nitrogen
(log transformed and non-detects
imputed)
River catchment: Large Hydrological Areas (59 units)
LHA 22 Coquet-Wansbeck Blyth
Additive Model
Additive model to investigate temporal and spatial trends and
seasonality and incorporating space-time interactions:
).,,().,(
)().(),()log(
54
3210
dayyearNorthingEastingmdayyeardoym
doymdayyearmNorthingEastingmTON
TON for Coquet, Wansbeck, Blyth LHA in the NE (1994 - 2009)
The plot highlights the adjustments that should be added to the main effect for season at particular time points.
trend seasonality
Interaction between day and year
time and space interaction
The movie highlights the spatial adjustments that should be added to the main effect for space at particular time points.
Easting
Nor
thin
g
Spatial Trend
Interaction between space and time
TON for Coquet, Wansbeck, Blyth LHA in the NE (1994 - 2009)