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Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry...

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Development of an optimal calibration strategy for trace gas measurements Mark Battle (Bowdoin College) Zane Davis, Ryan Hart, Jayme Woogerd, Jacob Scheckman Eric Sofen Becca Perry John Scheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens (NCAR) Ralph Keeling Special thanks: Britt Stephens (NCAR), Ralph Keeling (SIO), Bill Munger (Harvard) Mary Lou Zeeman (Cornell/Bowdoin) CompSust09 June 11, 2009 Funding from: DOE, Bowdoin College
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Page 1: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Development of an optimal calibration strategy for trace gas

measurements

Mark Battle (Bowdoin College)

Zane Davis, Ryan Hart, Jayme Woogerd, Jacob Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John

Carpenter.

Special thanks: Britt Stephens (NCAR) Ralph KeelingSpecial thanks: Britt Stephens (NCAR), Ralph Keeling (SIO), Bill Munger (Harvard)

Mary Lou Zeeman (Cornell/Bowdoin)

CompSust09 June 11, 2009

Funding from: DOE, Bowdoin College

Page 2: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Outline

• Structure of a measurement program• What measurements might tell usg• Example of one such program• Call for helpp

Page 3: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Measuring the composition of air

• Precision vs. Accuracy

Page 4: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Precision vs. Accuracy

Page 5: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Measuring the composition of air

• Precision vs. Accuracy• Differential measurements

Page 6: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Benefits of differential measurements

Initial Group

1001 Women

Final groupFinal group

1002 Women

Page 7: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Benefits of differential measurements

Initial Group Absolute changesInitial # women: 1001

1001 WomenFinal # women: 1002

Change in women: 0.1%

Final groupFinal group

1002 Women

Page 8: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Benefits of differential measurements

Initial Group

999 Men1001 Women

Final groupFinal group

999 Men999 Men1002 Women

Page 9: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Benefits of differential measurements

Initial Group

999 Men1001 Women

Final group Differential changesFinal group

999 Men

Differential changesInitial gender diff: 2Final gender diff: 3999 Men

1002 WomenFinal gender diff: 3

Change in gender diff: 33%

Page 10: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Benefits of differential measurements

Initial Group Absolute changesInitial # women: 1001

999 Men1001 Women

Final # women: 1002Change in women: 0.1%

Final group Differential changesFinal group

999 Men

Differential changesInitial gender diff: 2Final gender diff: 3999 Men

1002 WomenFinal gender diff: 3

Change in gender diff: 33%

Page 11: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Measuring the composition of air

• Precision vs. Accuracy• Differential measurements • Measure samples relative to

“standards”

Page 12: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Challenges of differential measurements

Page 13: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Challenges of differential measurements

Page 14: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Challenges of differential measurements

Page 15: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Challenges of differential measurements

Page 16: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Challenges of differential measurements

Page 17: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Measuring the composition of air

• Precision vs. Accuracy• Differential measurements• Measure samples relative to

“standards”• Instrumental response

Page 18: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Impact of instrumental non-linearity

Page 19: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Metric

Precision & Accuracy

CConstraints

I t t ti i iInstrument time is preciousStandard air is precious

Page 20: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

In summary:

Optimally combine many analyses of t d d t t i t lmany standards to create a virtual

standard against which all samples are dmeasured.

Page 21: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Connecting to the real world:Connecting to the real world:

Measuring O2 and CO2to constrain the carbon cycleto constrain the carbon cycle

Page 22: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Where does anthropogenic CO2 end up?

Values for 2000-2006 Canadell et al. PNAS 2007

Page 23: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

How do we know these numbers?

Page 24: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

How do we know these numbers?

• Record CO2 emissions• Measure CO2 in the atmospherep

Page 25: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

How do we know these numbers?

• Record CO2 emissions• Measure CO2 in the atmospherep• Measure CO2 in the oceans• Estimate from small-scale land

measurements• Infer from spatial pattern and isotopes p p p

of atmospheric CO2

Page 26: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

How do we know these numbers?

• Record CO2 emissions• Measure CO2 in the atmospherep• Measure CO2 in the oceans• Estimate from small-scale land

measurements• Infer from spatial pattern and isotopes p p p

of atmospheric CO2

• Measure atmospheric O2

Page 27: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

The link between O2 and CO2

ΔCO2 = Land biota + Industry + OceanΔO = Land biota + IndustryΔO2 = Land biota + Industry

Page 28: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

The link between O2 and CO2

ΔCO2 = Land biota + Industry + OceanΔO = Land biota + IndustryΔO2 = Land biota + Industry

Page 29: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

The link between O2 and CO2

ΔCO2 = Land biota + Industry + OceanΔO = Land biota + IndustryΔO2 = Land biota + Industry

Page 30: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens
Page 31: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens
Page 32: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Googgle m

aaps

Page 33: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens
Page 34: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

The equipment

Page 35: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

The equipment

Page 36: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens
Page 37: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens
Page 38: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Real data

Page 39: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Real data

Page 40: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Real data

Page 41: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Summary

• Important questions require excellent atmospheric measurements

Page 42: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Summary

• Important questions require excellent atmospheric measurements

• Excellent measurements require intelligent weighting of experimental evidence

Page 43: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

Summary

• Important questions require excellent atmospheric measurements

• Excellent measurements require intelligent weighting of experimental evidence

• I have abundant data. Intelligence, on the other hand…

mbattle@bowdoin [email protected]

Page 44: Development of an optimal calibration strategy for trace ... · Scheckman Eric Sofen Becca Perry JohnScheckman, Eric Sofen, Becca Perry, John Carpenter. Special thanks: Britt Stephens

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