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Towards Near Real Time Validation of Chlorophyll Fluorescence Seppo Kaitala, Jukka Seppälä, Petri Maunula, Pasi Ylöstalo, Kari Kallio SYKE, Marine Research Center 5 th FerryBox Workshop - Celebrating 20 Years of Alg@line April 24-25, 2013 Finnish Environment Institute (SYKE), Helsinki, Finland

Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

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Page 1: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Towards Near Real Time Validation ofChlorophyll Fluorescence

Seppo Kaitala, Jukka Seppälä, PetriMaunula, Pasi Ylöstalo, Kari Kallio

SYKE, Marine Research Center

5th FerryBox Workshop- Celebrating 20 Years of Alg@line

April 24-25, 2013

Finnish Environment Institute (SYKE),Helsinki, Finland

Page 2: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Alg@line Flow-through recording and watersampling points by M/S FINNMAID

•12 0r 24 water sampling points

•Twice a week

• Nominal sampling depth 5 m

•Flow through measurements with250 m resolution

Helsinki

Travemünde

Operationalsince 1993

Page 3: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Annual succession 2012Chlorohyll from water samplesGulf of Finland and Northern Baltic

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Page 4: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Strong light induced quenching offluorescence during day-time in theEquatorial Pacific. As shown in Hout andBabin 2010, originally in Dandonneau etal. 1997

Page 5: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Normalized chlorophyll-a fluorescenseagainst sun elevation, Finnmaid data 2012

5Normalized fluorescence

Sun elevation

Month

Page 6: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Normalized chlorophyll-a fluorescenseagainst sun elevation,February, March, April, 2012

6Normalized fluorescence

Sun elevation

Month

Page 7: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Regression estimatesFebruary, March, April, 2012

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chla1<-lm(formula = chla ~ Sochlfl)

summary(chla1)Multiple R-squared: 0.964Coefficients:

Estimate Std. Error t value Pr(>|t|)(Intercept) -0.47047 0.17701 -2.658 0.00924 **Sochlfl 0.92820 0.01847 50.247 < 2e-16 ***

chla2<-lm(formula = chla ~ Sochlfl+elevation)summary(chla2)Multiple R-squared: 0.969

Contribuition of elevation 0.5% !

Page 8: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Normalized chlorophyll-a fluorescenseagainst sun elevation,May, June, 2012

8Normalized fluorescence

Sun elevation

Month

Page 9: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Regression estimatesMay, June, 2012

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chla1<-lm(formula = chla ~ Sochlfl)summary(chla1)Multiple R-squared: 0.870,

chla2<-lm(formula = chla ~ Sochlfl+el)summary(chla2)Multiple R-squared: 0.8769,

chla3<-lm(formula = chla ~ Sochlfl+Soturb)summary(chla3)Multiple R-squared: 0.8877

Page 10: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Normalized chlorophyll-a fluorescenseagainst sun elevation,July, August, September, 2012

10Normalized fluorescence

Sun elevation

Month

Page 11: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Regression estimatesJuly, August, September, 2012

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chla1<-lm(formula = chla ~ Sochlfl)Multiple R-squared: 0.5435

chla2<-lm(formula = chla ~ Sochlfl+Sopcfl)Multiple R-squared: 0.5502

chla3<-lm(formula = chla ~ Sochlfl+Sopcfl+Soturb)Multiple R-squared: 0.5553

chla4<-lm(formula = chla ~ Sochlfl+Sopcfl+Soxtemp)Multiple R-squared: 0.5689

Page 12: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Normalized chlorophyll-a fluorescenseagainst sun elevation,October, November, December, 2012

12Normalized fluorescence

Sun elevation

Month

Page 13: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Regression estimatesJuly, August, September, 2012

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chla1<-lm(formula = chla ~ Sochlfl)Multiple R-squared: 0.8388

chla2<-lm(formula = chla ~ Sochlfl+Soturb)Multiple R-squared: 0.8491

chla3<-lm(formula = chla ~ Sochlfl+Soturb+Soxtemp)Multiple R-squared: 0.8876

Page 14: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Conclusion

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Light induced quenching ofchlorophyll fluorescence duringday-time has minor effect in theBaltic Sea

Page 15: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

However, records from of Pyhtääbuoy, probably indicatingphytoplankton migration

www.luodedata.fi/rauto

Page 16: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Buoy structure

Design of water qualitysystem (Smarctic) buoysystem: LuodeConsulting Oy

Buoys manufactured byMeriTaito Ltd

Measurement water quality observations with navigation buoys

Page 17: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

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Baltic Princess ferrybox observationsMarine Systems Institute, Tallinn, Estonia

Page 18: Towards Near Real Time Validation of Chlorophyll ... · Buoy structure Design of water quality system (Smarctic) buoy system: Luode Consulting Oy Buoys manufactured by MeriTaito Ltd

Thank you

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