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The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

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Page 1: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

The eMLR approach and a sensitivity analysis.

Toste Tanhua

Arne Körtzinger

Karsten Friis

Darryn W. Waugh

Douglas W.R. Wallace

Page 2: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

extended Multiple Linear Regression

(eMLR)RpapaaDIC nn .....110

This eMLR is based on potential temperaturealkalinitysilicatenitrate

AOU

)(5.0746.0 3NOAlkAOUDICDICbio

Page 3: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

Two methods to calculate thedecadal change in DIC

Page 4: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

Sensetivity of the eMLR determined with Monte Carlo

analysis

We used the M60/5 dataas the „historic“ data set, and created a „modern“ data set by adding Cant.

To this we added noiseand biases.

Page 5: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

Testing the sensetivity of the eMLR

Adding 2 noise temperature 0.005°Calkalinity 4.2 mol kg-1 DIC 1.4 mol kg-1

nitrate 0.2 mol kg-1

silicate 0.2 mol kg-1

AOU 0.6 mol kg-1

Adding bias5 mol kg-1 too high Alk5 mol kg-1 too low AOU5 % too high Si

Page 6: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

Same thing for the Western BasineMLR seems to bewater mass sensitive,i.e. ideally one eMLR for each water massshould be done, but this is impractical.

Page 7: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

The systematic errors plotted as a section

Page 8: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

The eMLR should be performed on the data set with the „best“ data set.

We also introduced a 20 random noise.....

Page 9: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

Can we extend the decadal change in Cant to the full anthropogenic period?

Cant is increasing exponentially, i.e. the Transient Steady State assumption is valid.

0

20 )()(),(

c

rctctrc

Page 10: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

Small sensitivity to non-exponential growth of Cant, and to different buffer factors for the carbonate system.

Page 11: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

Another way of calculating Cant.

Page 12: The eMLR approach and a sensitivity analysis. Toste Tanhua Arne Körtzinger Karsten Friis Darryn W. Waugh Douglas W.R. Wallace

The eMLR approach compares well with a tracer based approach.