CEH-GEAR dataset (BHS2014 Birmingham)

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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

Transcript of CEH-GEAR dataset (BHS2014 Birmingham)

Page 1: CEH-GEAR dataset (BHS2014 Birmingham)

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

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Contents

1 Introduction

2 Methodology

3 Analysis

4 Examples of use

5 Access

Page 3: CEH-GEAR dataset (BHS2014 Birmingham)

Contents

1 Introduction

2 Methodology

3 Analysis

4 Examples of use

5 Access

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Introduction Method Analysis Examples Access

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What does CEH-GEAR stand for?

Gridded Estimates of Areal Rainfall

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Introduction Method Analysis Examples Access

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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

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Introduction Method Analysis Examples Access

Hydrological purposes

Long record (back to 1890)

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CEH-GEAR: Main Features

Based on observed data

FREE (terms & conditions apply)

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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

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Introduction Method Analysis Examples Access

Raingauge network density varies in time.

1910 1940 1961

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Contents

1 Introduction

2 Methodology

3 Analysis

4 Examples of use

5 Access

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NATURAL NEIGHBOUR method

Based on THIESSEN polygons

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Intro Methodology Analysis Examples Access

Complies with BS 7843-4:2012 from the British Standards Institution

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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=…

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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

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Normalisation by SAAR

For GB: Met Office SAAR (Spackman, 1993)

For Northern Ireland: Met Eireann SAAR (Walsh, 2012)

Intro Methodology Analysis Examples Access

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Intro Methodology Analysis Examples Access

Monthly correction factor daily and monthly grids consistent

=

Sum of daily rainfall totals for 1 month

Monthly rainfall total

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Contents

1 Introduction

2 Methodology

3 Analysis

4 Examples of use

5 Access

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Intro Method Analysis Examples Access

For validation: 14 sites chosen

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Intro Method Analysis Examples Access

Sites chosen in areas with high spatial variability in rainfall

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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

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Small error when no or little rain

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Intro Method Analysis Examples Access

For assessing the effect of network density: 138 SEPA TBRs (Tipping bucket raingauges)

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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

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Distance (km)

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Intro Method Analysis Examples Access

Error when distance to the

closest gauge

MINIMUM DISTANCE GRIDS: Grid of the distance to the

closest gauge

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Contents

1 Introduction

2 Methodology

3 Analysis

4 Examples of use

5 Access

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Intro Method Analysis Examples Access

Drought Monitoring Drought indicator: SPI (Standardised Precipitation Index)

March 2010 June 2010 May 2011 March 2012 June 2012

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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

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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

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Contents

1 Introduction

2 Methodology

3 Analysis

4 Examples of use

5 Access

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Intro Method Analysis Examples Access

https://gateway.ceh.ac.uk

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Intro Method Analysis Examples Access

CEH GEAR

First result

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Intro Method Analysis Examples Access

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Data stored in NetCDF format • array oriented scientific data • highly portable • built-in metadata

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Summary of key ideas

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UK 1km gridded rainfall DAILY and MONTHLY totals

Back to 1890 and updated yearly

CEH-GEAR

COME AND SEE ME AT THE STAND !