Sampling frequency and uncertainty: Examples from Norwegian case studies
Eva Skarbøvik & Per Stålnacke Bioforsk – Norwegian Institute for Agricultural and Environmental Research
Helcom workshop May 18, 2015
Sampling frequency and uncertainty: Examples from Norwegian case - - PowerPoint PPT Presentation
Helcom workshop May 18, 2015 Sampling frequency and uncertainty: Examples from Norwegian case studies Eva Skarbvik & Per Stlnacke Bioforsk Norwegian Institute for Agricultural and Environmental Research Focus on: loads and
Helcom workshop May 18, 2015
Skarbøvik 2012
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Quality element Minimum Recommended Invertebrates Each 3rd yr Annually, 3 times/yr Nutrients Annually, 4 times/year Annually, each 14th day
(+during high water discharges)
(Fish) Each 3rd yr Once a year, annually (Temperature/ ice) Annually, 4 times/yr Continuously (Oxygen) Annually, 4 times/yr
Each 3rd yr Each 2nd yr (once a year) (Macrophytes) Each 3rd yr Once a year each 2nd yr
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Example from Numedalslågen, 5500 km2 catchment area, Southern Norway, based on monthly data from 1990-2009:
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20 40 60 80 100 120 140 500 1000 1500 2000 2500 3000 3500 4000
Q TP
100 200 300 400 500 600 700 800 900 1000 500 1000 1500 2000 2500 3000 3500 4000
Q TN
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ECOLOGICAL STATUS
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Station 1 Station 2
5 10 15 20 25 30 35 40 45 50 26/01/2001 22/02/2001 27/03/2001 26/04/2001 29/05/2001 24/06/2001 29/07/2001 26/08/2001 23/09/2001 28/10/2001 22/11/2001 17/12/2001 28/01/2002 25/02/2002 18/03/2002 29/04/2002 28/05/2002 30/06/2002 24/07/2002 27/08/2002 01/10/2002 30/10/2002 26/11/2002 SPM mg/l
600 mg/l 45 mg/l
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# * # *
12 000 3 000 Meters
River Hobølelva
River Svinna River Mørkelva River Veidal River Kråkstadelva
Eastern basin Western basin
Lake Sæbyvn Lake Mjær Lake Bindingsvn Lake Langen Lake Sætertjern Lake Våg
Lake Vansjø
Snittkonsentrasjoner av totalfosfor ved ulik prøvetakingsfrekvens
20 40 60 80 100 120 140 160 180 1987 1988 1990 2006 2007 2008
mikrogram/liter Alle prøver Hver 14 dag Hver måned
Env goal
All samples Forthnightly Monthly
Skarbøvik & Haaland 2010, Vann 45(2)
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Snittkonsentrasjoner av totalfosfor ved ulik prøvetakingsfrekvens
20 40 60 80 100 120 140 160 180 1987 1988 1990 2006 2007 2008
mikrogram/liter Alle prøver Hver 14 dag Hver måned
Env goal
All samples Forthnightly Monthly Skarbøvik & Haaland 2010, Vann 45(2)
Snittkonsentrasjoner av totalfosfor ved ulik prøvetakingsfrekvens
20 40 60 80 100 120 140 160 180 1987 1988 1990 2006 2007 2008
mikrogram/liter Alle prøver Hver 14 dag Hver måned
Env goal
All samples Forthnightly Monthly Skarbøvik & Haaland 2010, Vann 45(2)
Skarbøvik 2012
Snittkonsentrasjoner av totalfosfor ved ulik prøvetakingsfrekvens
20 40 60 80 100 120 140 160 180 1987 1988 1990 2006 2007 2008
mikrogram/liter Alle prøver Hver 14 dag Hver måned
Env goal
All samples Forthnightly Monthly Skarbøvik & Haaland 2010, Vann 45(2)
Skarbøvik 2012
Snittkonsentrasjoner av totalfosfor ved ulik prøvetakingsfrekvens
20 40 60 80 100 120 140 160 180 1987 1988 1990 2006 2007 2008
mikrogram/liter Alle prøver Hver 14 dag Hver måned
Env goal
All samples Forthnightly Monthly Skarbøvik & Haaland 2010, Vann 45(2)
Skarbøvik 2012
Snittkonsentrasjoner av totalfosfor ved ulik prøvetakingsfrekvens
20 40 60 80 100 120 140 160 180 1987 1988 1990 2006 2007 2008
mikrogram/liter Alle prøver Hver 14 dag Hver måned
Env goal
All samples Forthnightly Monthly Skarbøvik & Haaland 2010, Vann 45(2)
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TP i Hobølelva 2010
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51 53 55 TP (mg/l)
0.1 0.2 0.3 0.4 1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 TP (
Env goal
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Skarbøvik et al. 2012, Sci Tot Env.
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Station 1 Station 2
Skarbøvik et al. 2012, Sci Tot Env.
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Runoff: 25 mm Soil loss: 2 kg ha-1
Runoff: 77 mm Soil loss: 3 050 kg ha-1
(Vagstad, Deelstra and Eggestad)
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Determine environ- mental state Grab sampling Composite sampling (incl. passive samplers) Assess effect
Source apportionment Process understanding Assess trends Estimate loads Objectives Sampling strategy Continuous sampling (incl. sensors) Station network Few stations Stable network Duration Many stations Changing network Long term Short term Parameters Stable Few Many Variable
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