adjoint tm5

28
Adjoint TM5 Maarten Krol Peter Bergamaschi, Jan Fokke Meierink, Henk Eskes, Sander Houweling

Upload: huyen

Post on 11-Jan-2016

71 views

Category:

Documents


0 download

DESCRIPTION

Adjoint TM5. Maarten Krol Peter Bergamaschi, Jan Fokke Meierink, Henk Eskes, Sander Houweling. Why an Adjoint TM5?. Concentrations on a station depend on emissions Interesting quantity: dM(x,t)/dE(I,J,t’) - PowerPoint PPT Presentation

TRANSCRIPT

Page 1: Adjoint TM5

Adjoint TM5

Maarten Krol

Peter Bergamaschi, Jan Fokke Meierink, Henk Eskes, Sander

Houweling

Page 2: Adjoint TM5

Why an Adjoint TM5?

• Concentrations on a station depend on emissions

• Interesting quantity: dM(x,t)/dE(I,J,t’)– How does a ‘station’ concentration at t changes

as a function of emissions in gridbox (I,J) at time t’?

– Inverse problem: from measurements M (t) --> E(I,J,t’)

Page 3: Adjoint TM5

Adjoint

• dM(t)/dE(I,J) (constant emissions) can be calculated with the adjoint in one simulation

• M0 = f(E0(I,J))

• M(t) = M0 + dM(t)/dE(I,J)*(E(I,J)-E0(I,J))

• Only if the system is linear!

• Example: MCF at Finokalia

Page 4: Adjoint TM5

Finokalia MINOS 2001 measurements

Dirty

Clean

Page 5: Adjoint TM5

Finokalia

• Integrations from M(t) back to july, 15.

• Forcing at station rm(I,J,1) = rm(I,J,1) + forcing (at averaging period t, t+dt)

• Adjoint chemistry

• Adjoint emissions give dM(t)/dE(I,J)

Page 6: Adjoint TM5
Page 7: Adjoint TM5
Page 8: Adjoint TM5

Clean

Page 9: Adjoint TM5

Dirty

Page 10: Adjoint TM5

Clean

Page 11: Adjoint TM5

Dirty

Page 12: Adjoint TM5

Clean

Page 13: Adjoint TM5

Dirty

Page 14: Adjoint TM5

Clean

Page 15: Adjoint TM5

Dirty

Page 16: Adjoint TM5

Prior MCF emission distribution

Page 17: Adjoint TM5

Procedure

• Minimise

• With

Page 18: Adjoint TM5

Posterior MCF emissions:

Negatives

Emissions over sea

Page 19: Adjoint TM5
Page 20: Adjoint TM5

penalty if over sea

Page 21: Adjoint TM5

apri=pland

Page 22: Adjoint TM5
Page 23: Adjoint TM5
Page 24: Adjoint TM5
Page 25: Adjoint TM5
Page 26: Adjoint TM5
Page 27: Adjoint TM5

Conclusions

• Results sensitive to prior information

• Not surprising: 8 observations <==> 1300 unknowns

• Emissions required: 10-30 gG/year

• How to avoid negatives?

Page 28: Adjoint TM5

Next Steps (to be done)

• Prior Information– non-negative– full covariance matrix

• Full 4Dvar, starting with obtained solution as starting guess emissions

• Influence station sampling, BL scheme, ….

• Faster calculations (parallel version?)