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Maliko Tanguy, V. Keller, I. Prosdocimi, J. Terry, 
O. Hitt, S. Cole, M. Fry, D. Morris and H. Dixon 
BHS 2014, Birmingham 2-4 September 
The new CEH-GEAR dataset: 
Fine resolution daily and monthly areal rainfall estimates for the UK
Contents 
1 
Introduction 
2 
Methodology 
3 
Analysis 
4 
Examples of use 
5 
Access
Contents 
1 
Introduction 
2 
Methodology 
3 
Analysis 
4 
Examples of use 
5 
Access
Introduction Method Analysis Examples Access 
Images from: shutterstock, clipartpanda.com 
What does CEH-GEAR stand for? 
Gridded Estimates of Areal Rainfall
Introduction Method Analysis Examples Access 
Images from: shutterstock, clipartpanda.com 
What is CEH-GEAR dataset? 
MAIN PRODUCT: 
1 km gridded rainfall 
DAILY and MONTHLY totals 
for the UK 1890-2012 
UPDATED YEARLY 
SUB-PRODUCTS: 
DAILY and MONTHLY grids of the distance to the closest gauge 
Ancillary grids: 
- grid of first year of missing data 
- grid of last year of missing data 
- grid of total days/months of missing data
Introduction Method Analysis Examples Access 
Hydrological purposes 
Long record (back to 1890) 
Images from: bestclipartblog.com, metoffice.gov.uk, clipartbest.com, dreamstime.com 
CEH-GEAR: Main Features 
Based on observed data 
FREE 
(terms & conditions apply)
0 
1000 
2000 
3000 
4000 
5000 
6000 
1860 
1870 
1880 
1890 
1900 
1910 
1920 
1930 
1940 
1950 
1960 
1970 
1980 
1990 
2000 
2010 
Number of raingauges 
Year 
GB daily gauges 
Introduction Method Analysis Examples Access 
Raingauge network density varies in time. 
Peak in 1975: ~5000 gauges 
Pre-1961: few stations digitised (500 in 1960) 
From1961: most gauges been digitised 
Decrease since mid-70s: currently around 2700 raingauges
Introduction Method Analysis Examples Access 
Raingauge network density varies in time. 
1910 
1940 
1961
Contents 
1 
Introduction 
2 
Methodology 
3 
Analysis 
4 
Examples of use 
5 
Access
NATURAL NEIGHBOUR method 
Based on THIESSEN polygons 
Image from: ESRI 
Intro Methodology Analysis Examples Access 
Complies with BS 7843-4:2012 from the British Standards Institution
rci,t = calculated rainfall for point i at time interval t 
i 
rj,t = measured rainfall for raingauge j at time interval t 
j=1 
j=2 
j=3 
j=… 
j=p 
Image from: Wikipedia 
Wi,j,t = Weight for raingauge j in time interval t, when used in the estimation of rainfall for target grid point i 
Si , Sj = Standard-period Average Annual Rainfall (SAAR) at point i and j 
Intro Methodology Analysis Examples Access 
Natural neighbour method
Normalisation by SAAR 
For GB: 
Met Office SAAR 
(Spackman, 1993) 
For Northern Ireland: 
Met Eireann SAAR 
(Walsh, 2012) 
Intro Methodology Analysis Examples Access
Intro Methodology Analysis Examples Access 
Monthly correction factor  daily and monthly grids consistent 
= 
Sum of daily rainfall totals for 1 month 
Monthly rainfall total
Contents 
1 
Introduction 
2 
Methodology 
3 
Analysis 
4 
Examples of use 
5 
Access
Intro Method Analysis Examples Access 
For validation: 
14 sites chosen
Intro Method Analysis Examples Access 
Sites chosen in areas with high spatial variability in rainfall
Intro Method Analysis Examples Access 
Error: 
Some outliers (Scotland) 
Larger error for bigger rainfall events 
On average: slightly underestimates biggest rainfall events 
Low rainfall 
High rainfall 
rcp: calculated rainfall 
rco: observed rainfall 
Error 
Small error when no or little rain
Intro Method Analysis Examples Access 
For assessing the effect of network density: 
138 SEPA TBRs 
(Tipping bucket raingauges)
Intro Method Analysis Examples Access 
Effect of network density: 
Median absolute error vs. Distance to the closest gauge 
Low rainfall 
High rainfall 
Error  with distance for BIGGEST rainfall events 
Error  when distance to the closest gauge  
Absolute error 
Distance (km)
Intro Method Analysis Examples Access 
Error  when 
distance to the closest gauge  
MINIMUM DISTANCE GRIDS: 
Grid of the distance to the closest gauge
Contents 
1 
Introduction 
2 
Methodology 
3 
Analysis 
4 
Examples of use 
5 
Access
Intro Method Analysis Examples Access 
Drought Monitoring 
Drought indicator: 
SPI (Standardised Precipitation Index) 
March 2010 
June 2010 
May 2011 
March 2012 
June 2012
Intro Method Analysis Examples Access 
Land surface model 
CHESS: JULES applied to the UK 
CEH-GEAR used as one of the 7 driving variables to run CHESS. 
CEH-GEAR 
Images from: jules.jchmr.org
Intro Method Analysis Examples Access 
Will use CEH-GEAR dataset to derive catchment averaged rainfall time series. 
National River Flow Archive 
www.ceh.ac.uk/data/nrfa/ 
Catchment averaged rainfall time series 
This data is fictitious. Used for illustration purpose. only 
Images from: www.ceh.ac.uk/data/nrfa/
Contents 
1 
Introduction 
2 
Methodology 
3 
Analysis 
4 
Examples of use 
5 
Access
Intro Method Analysis Examples Access 
https://gateway.ceh.ac.uk
Intro Method Analysis Examples Access 
CEH GEAR 
First result
Intro Method Analysis Examples Access 
Images from: http://www.narccap.ucar.edu/ 
Data stored in NetCDF format 
• array oriented scientific data 
• highly portable 
• built-in metadata
Intro Method Analysis Examples Access 
Will be fully operational in November 2014 
http://doi.org/10.5285/5dc179dc-f692-49ba-9326-a6893a503f6e 
THREDDS DATA SERVER 
In the meantime: 
enquiries@ceh.ac.uk
Summary of key ideas 
Images from: shutterstock, clipartpanda.com 
UK 1km gridded rainfall 
DAILY and MONTHLY totals 
Back to 1890 
and updated yearly 
CEH-GEAR 
COME AND SEE ME AT THE STAND !
For more info: 
CEH stand at BHS 2014, Birmingham 
Contact: 
maliko.tanguy@ceh.ac.uk 
Twitter: 
@MalikoTanguy 
@CEHScienceNews 
Thank you

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CEH-GEAR dataset (BHS2014 Birmingham)

  • 1. Maliko Tanguy, V. Keller, I. Prosdocimi, J. Terry, O. Hitt, S. Cole, M. Fry, D. Morris and H. Dixon BHS 2014, Birmingham 2-4 September The new CEH-GEAR dataset: Fine resolution daily and monthly areal rainfall estimates for the UK
  • 2. Contents 1 Introduction 2 Methodology 3 Analysis 4 Examples of use 5 Access
  • 3. Contents 1 Introduction 2 Methodology 3 Analysis 4 Examples of use 5 Access
  • 4. Introduction Method Analysis Examples Access Images from: shutterstock, clipartpanda.com What does CEH-GEAR stand for? Gridded Estimates of Areal Rainfall
  • 5. Introduction Method Analysis Examples Access Images from: shutterstock, clipartpanda.com What is CEH-GEAR dataset? MAIN PRODUCT: 1 km gridded rainfall DAILY and MONTHLY totals for the UK 1890-2012 UPDATED YEARLY SUB-PRODUCTS: DAILY and MONTHLY grids of the distance to the closest gauge Ancillary grids: - grid of first year of missing data - grid of last year of missing data - grid of total days/months of missing data
  • 6. Introduction Method Analysis Examples Access Hydrological purposes Long record (back to 1890) Images from: bestclipartblog.com, metoffice.gov.uk, clipartbest.com, dreamstime.com CEH-GEAR: Main Features Based on observed data FREE (terms & conditions apply)
  • 7. 0 1000 2000 3000 4000 5000 6000 1860 1870 1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010 Number of raingauges Year GB daily gauges Introduction Method Analysis Examples Access Raingauge network density varies in time. Peak in 1975: ~5000 gauges Pre-1961: few stations digitised (500 in 1960) From1961: most gauges been digitised Decrease since mid-70s: currently around 2700 raingauges
  • 8. Introduction Method Analysis Examples Access Raingauge network density varies in time. 1910 1940 1961
  • 9. Contents 1 Introduction 2 Methodology 3 Analysis 4 Examples of use 5 Access
  • 10. NATURAL NEIGHBOUR method Based on THIESSEN polygons Image from: ESRI Intro Methodology Analysis Examples Access Complies with BS 7843-4:2012 from the British Standards Institution
  • 11. rci,t = calculated rainfall for point i at time interval t i rj,t = measured rainfall for raingauge j at time interval t j=1 j=2 j=3 j=… j=p Image from: Wikipedia Wi,j,t = Weight for raingauge j in time interval t, when used in the estimation of rainfall for target grid point i Si , Sj = Standard-period Average Annual Rainfall (SAAR) at point i and j Intro Methodology Analysis Examples Access Natural neighbour method
  • 12. Normalisation by SAAR For GB: Met Office SAAR (Spackman, 1993) For Northern Ireland: Met Eireann SAAR (Walsh, 2012) Intro Methodology Analysis Examples Access
  • 13. Intro Methodology Analysis Examples Access Monthly correction factor  daily and monthly grids consistent = Sum of daily rainfall totals for 1 month Monthly rainfall total
  • 14. Contents 1 Introduction 2 Methodology 3 Analysis 4 Examples of use 5 Access
  • 15. Intro Method Analysis Examples Access For validation: 14 sites chosen
  • 16. Intro Method Analysis Examples Access Sites chosen in areas with high spatial variability in rainfall
  • 17. Intro Method Analysis Examples Access Error: Some outliers (Scotland) Larger error for bigger rainfall events On average: slightly underestimates biggest rainfall events Low rainfall High rainfall rcp: calculated rainfall rco: observed rainfall Error Small error when no or little rain
  • 18. Intro Method Analysis Examples Access For assessing the effect of network density: 138 SEPA TBRs (Tipping bucket raingauges)
  • 19. Intro Method Analysis Examples Access Effect of network density: Median absolute error vs. Distance to the closest gauge Low rainfall High rainfall Error  with distance for BIGGEST rainfall events Error  when distance to the closest gauge  Absolute error Distance (km)
  • 20. Intro Method Analysis Examples Access Error  when distance to the closest gauge  MINIMUM DISTANCE GRIDS: Grid of the distance to the closest gauge
  • 21. Contents 1 Introduction 2 Methodology 3 Analysis 4 Examples of use 5 Access
  • 22. Intro Method Analysis Examples Access Drought Monitoring Drought indicator: SPI (Standardised Precipitation Index) March 2010 June 2010 May 2011 March 2012 June 2012
  • 23. Intro Method Analysis Examples Access Land surface model CHESS: JULES applied to the UK CEH-GEAR used as one of the 7 driving variables to run CHESS. CEH-GEAR Images from: jules.jchmr.org
  • 24. Intro Method Analysis Examples Access Will use CEH-GEAR dataset to derive catchment averaged rainfall time series. National River Flow Archive www.ceh.ac.uk/data/nrfa/ Catchment averaged rainfall time series This data is fictitious. Used for illustration purpose. only Images from: www.ceh.ac.uk/data/nrfa/
  • 25. Contents 1 Introduction 2 Methodology 3 Analysis 4 Examples of use 5 Access
  • 26. Intro Method Analysis Examples Access https://gateway.ceh.ac.uk
  • 27. Intro Method Analysis Examples Access CEH GEAR First result
  • 28. Intro Method Analysis Examples Access Images from: http://www.narccap.ucar.edu/ Data stored in NetCDF format • array oriented scientific data • highly portable • built-in metadata
  • 29. Intro Method Analysis Examples Access Will be fully operational in November 2014 http://doi.org/10.5285/5dc179dc-f692-49ba-9326-a6893a503f6e THREDDS DATA SERVER In the meantime: enquiries@ceh.ac.uk
  • 30. Summary of key ideas Images from: shutterstock, clipartpanda.com UK 1km gridded rainfall DAILY and MONTHLY totals Back to 1890 and updated yearly CEH-GEAR COME AND SEE ME AT THE STAND !
  • 31. For more info: CEH stand at BHS 2014, Birmingham Contact: maliko.tanguy@ceh.ac.uk Twitter: @MalikoTanguy @CEHScienceNews Thank you