on the precipitation and temperature climate in denmark ... · sandbjerg gods, 14-15 november 2016...

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On the precipitation and temperature climate in Denmark around the time of the year 1900 International Workshop on Estimation of nitrogen loads to the marine environment around the time of the year 1900 Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI Spatial distribution of precipitation Measurement methods Uncertainty and bias adjustment Trends?

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Page 1: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

On the precipitation and temperature climate in

Denmark around the time of the year 1900

International Workshop on

Estimation of nitrogen loads to the marine environment

around the time of the year 1900

Sandbjerg Gods, 14-15 November 2016

Flemming Vejen, Research & Development, DMI

• Spatial distribution of precipitation

• Measurement methods

• Uncertainty and bias adjustment

• Trends?

Page 2: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

Precipitation climate

1886-1925: ≈ 650 mm/year 1961-1990: 712 mm/year

• Real climate changes

• Other raingauge types

• Changes in precipitation type (% solid)

• Changes in installation criteria (gauge height, protection,…)

Possible explanations

of differences

Page 3: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

Bias on raingauge observations

ERROR Fjord Hellmann PLUVIO²

Wind-Induced

undercatch due

to turbulence

? snow: 10 to ≈100% month-1

rain: 5 to 15% month-1

Wetting losses ? 1-2 % year-1 None

Evaporation

losses ? negligible None

Splash-out and

splash-in ?

1 to 2 % (standard gauges,

Sevruk 1982)

Blowing and

drifting snow ? ? ?

Influencing Factors:

• Wind speed

• Air temperature

• Gauge type

• Measurement height

• Wind shield

• Exposure

Nespor and Sevruk, 1999

Pluvio²: 2011 - ?

Hellmann: 1910-2010

Fjord: 1872-1967

Page 4: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

Some of the precipitation is lost

What can we do about that?

Bias adjustment, such that:

corrected precip ≈ true precip

Page 5: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

Model for correction of bias on raingauge observations

),(),( )1( IVTV eek

V = average wind speed during precip I = rain intensity

T = average temperature during precip α = proportion of snow

For

unshielded

danish

Hellmann

snow

rain

(Allerup, Madsen

& Vejen, 1997)

Page 6: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

Effect of bias adjustment 1989-2014 on ”climate”

• Hellmann ► Pluvio:

More precip measured

BUT: bias adjusted precip slightly smaller!

• Correction level highly dependent on

proportion of snow and gauge type

• Result: virtual climate change!

Page 7: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

How can we be sure about trends in

precipitation climate?

Yearly precip, discharge and temperature, Skjern River Catchment (Karlsson et al., 2014)

Bias adjustment of old raingauge data MUST be carried out

before concluding anything about climate around the year 1900

Page 8: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

Climate of the year 1900 vs present

February, 1886-1925

Herning Karup

Is the apparantly more

wet climate caused by:

• Less snow?

• Changed gauge type?

• Climate changes?

• Or?

Page 9: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

Choice of model: bias adjustment of daily or monthly values?

How to can we calculate true

precipitation of the year 1900?

Modelling bias adjustment

based on monthly values?

Problem: in practice, daily

digitized values is not available

Page 10: On the precipitation and temperature climate in Denmark ... · Sandbjerg Gods, 14-15 November 2016 Flemming Vejen, Research & Development, DMI ... How can we be sure about trends

Closing remarks

Climate around the year 1900:

Less precipitation than now in all seasons

Also colder in all seasons

More snow, even in October and May

Difficult to compare wind climate (Beaufort vs m/sec)

Possible explanations of changed precip climate:

A different raingauge type was in use in 1900

We don’t know the catch efficiency of Fjord raingauge

We compare observed precipitation

Less precipitation catched by raingauges in 1900 due to more snow

To some extend, the climate change in precipitation may be virtual

Before concluding anything about the precip climate in year 1900 WE MUST APPLY BIAS ADJUSTMENT to raingauge observations