climate and harmful algal blooms in lake erie · 2013. 12. 20. · stumpf et al. 2012 ....

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Climate and Harmful Algal Blooms in Lake Erie Lake Erie 22 July 2011 Richard P. Stumpf NOAA National Centers for Coastal Ocean Science Silver Spring, MD

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Page 1: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

Climate and Harmful Algal Blooms in Lake Erie

Lake Erie 22 July 2011

Richard P. Stumpf NOAA

National Centers for Coastal Ocean Science Silver Spring, MD

Page 2: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

2003, “perhaps the most severe in Lake Erie’s recent history” (EPA)

2011 cyanobacteria bloom, worst in decades, visible from space

09 October : Data from MERIS (European Space Agency)

Page 3: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

2012 bloom wasn’t.

10 September, data from MODIS

Page 4: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Potential (Large) Areas of Concern in Great Lakes

Green Bay

Saginaw Bay

Western Lake Erie

2008 bloom intensity

low high 105

cells ml-1 106 104

Page 5: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

MERIS on the ENVISAT-1 satellite

1150 km

ENVISAT-1

Coverage every 2 days from 2002 to April 2012 launch of replacement (Sentinel-3) late next year

Page 6: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

satellite algorithms (MERIS data) Standard blue-green algorithms are sensitive to absorption by many components.

We use Red/NIR and curvature (shape); insensitive to sediment and CDOM

Page 7: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

MERIS can see more wavelengths of light, allowing us to detect and quantify blooms

13 Sep 2010

True color, difficult to identify and quantify

Red and near-infrared wavelengths help

Page 8: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

This information gives a cyanobacteria index, “CI”, which equates to concentration

True color

Cyano Index (CI)

13 Sep 2010

low high 105

cells ml-1 106 104

Page 9: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Bulletins for Lake Erie bloom To get bulletin, search for “NOAA Lake Erie bloom bulletin” Transports with the NOAA Great Lakes Coastal Forecast System

Page 10: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Annual blooms from the worst 30-day period, MERIS 2002-2011; MODIS 2012

Log-scaled display

MODIS

WHO risk threshold

Modified from Stumpf et al., 2012 PLoSONE

Page 11: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Bloom severity over 11 years from satellite; sum of concentrations in western Lake Erie

CI of 1 ~ 1020 cells Microcystis

Page 12: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Cyanobacteria like warm water; strong growth > 20ºC; minimal growth < 15ºC

Paerl et al., 2011 (Science of the Total Environment)

Page 13: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Climatologic Temperatures in Lake Erie

Too cold

cool

Good growth

Excellent growth

Page 14: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Temperature gives season but not-interannual (avg temperature over western basin)

Years with small bloom

Years with large

bloom

Stumpf et al., 2012 PLoSONE

2011

Page 15: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Excessive phosphorus promotes cyano blooms

Downing et al., 2001; Can.J.Fish.Auat.Sci .

Page 16: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Use Maumee River Discharge to make seasonal predictions; largest tributary to Lake Erie.

Toledo

Dayton

USGS Ohio Fact sheet FS-035-96)

Page 17: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Understand blooms with nutrient load data

30+ year program measuring nutrients in Ohio rivers (Pete Richards, Dave Baker have led that effort)

National Center for Water Quality Research

Page 18: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Dissolved phosphorus, has a trend but much variability

Data from Pete Richards

Page 19: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Total phosphorus follows discharge; Spring (Mar-Jun).

Maumee River total phosphorus (m.tons)

Maumee River average discharge (m3/s)

Page 20: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Spring loads matter. Models predict CI (bloom severity) from spring discharge

& loads. See Stumpf et al., PLoSONE 2012

CI

Q model (based on Q-P correlation) Stumpf et al. 2012

Experimental SRP-Q model

Page 21: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

2012 seasonal forecast

“…calls for a smaller bloom of the cyanobacteria HAB this summer, compared to recent severe blooms. Last year’s [2011] bloom, one of the largest in decades, covered … an area the size of Long Island Sound. This year’s [2012] mild bloom is expected to about one-tenth the size of last year’s.”

2012

Page 22: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Observed against model (and 2012 forecast) 2012 mild, but not as mild as model predicted

observed modeled

2012 forecast

Page 23: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

2012: Unusual in several ways. Follows 2011 (which was nearly 3x more intense than the next worst bloom)

09 October : Data from MERIS (European Space Agency)

Page 24: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

And other unusual events, cyano bloom in central basin in early July (!) disconnected

from western basin

10 July 2012 (bloom identified by Ohio EPA)

Page 25: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

2012 had no ice

16 February, MODIS (from NASA Rapidfire)

Page 26: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

This has happened before preceding both non-bloom years (2002 & 2005),

and a bloom year (1998).

(graph from Wang et al., 2012 J.Climate, Ice cover sq km)

bloom No-bloom 1998 was predicted by spring load model

Page 27: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Lots of “unusual climate” in 2012

2012 anomalous spring diatom bloom (water supply problems) Anomalous early July central basin bloom Follows biggest bloom ever (remarkably, that hasn’t happened previously in any years)

no ice

wet winter

Page 28: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

2013: model uses Maumee River spring loads (2013 load falls between 2012 & 2011)

Data from National Center for Water Quality Research

Maumee River total phosphorus (m.tons)

Maumee River average discharge (m3/s)

average discharge based on USGS data (m3/s)

dissolved phosphorus load (m.tons)

total phosphorus load (m.tons)

2013 2013

2013

Page 29: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

2013 Forecast: Significant bloom. similar to 2003, much milder than 2011

2013

Page 30: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

2013 prediction for western Lake Erie “significant bloom” but 1/5 of 2011.

Definitely a significant bloom. Severity to be calculated this winter.

low medium high concentration

2013 on Sep 10 2011 for comparison

Page 31: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Climate patterns

We can estimate bloom severity. This allows for models of impacts under future

scenarios (assuming other things don’t change, like invasive species, etc.)

Spring load matters; caused by runoff and discharge.

Precip, snow melt, etc. influence nutrient runoff. Temperature allows for blooms, but does not drive

size (yet). Longer hot periods, longer blooms. >20 ºC: bloom appears; persists until <15 ºC.

Page 32: Climate and Harmful Algal Blooms in Lake Erie · 2013. 12. 20. · Stumpf et al. 2012 . Experimental SRP-Q model . NOAA Coastal Ocean Science . 2013 Nov Climate . ... similar to 2003,

2013 Nov Climate NOAA Coastal Ocean Science

Planning for climate change and variability will help the task of restoring and maintaining a Great Lake

Assistance from NASA Decision Support, Public Health NNH08ZDA001N

Photo from Gibraltar Island, Ohio Sea Grant