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Why do Mathematical
Scientists need to be at the
Climate Table(?)
Christopher Jones
University of North Carolina
Chapel Hill
COMPLEX MODEL
mathematical replicaEARTH
SCIENCE
THEORY
CLIMATE SCIENCE
THEORY
OBSERVATIONS EXPERIMENTS
MODELS
in vivo in vitro
in theory
COMPLEX
MODELS
CONCEPTUAL
MODELS
EBM BM RMA PM ICM GCM CM ESM
Energy Balance Model
( ) 40
1 ( )
4
t
S
cT T T = − −
0S
EBM BM RMA PM ICM GCM CM ESM
Box Model
Emmanuel (2002) JGR
EBM BM RMA PM ICM GCM CM ESM
Reduced Mode Approximation
( )
( )
x y x
y x z y
z xy z



= −
= − −
= −
Lorenz 63
EBM BM RMA PM ICM GCM CM ESM
Process Model
A. Mahadevan (NCAR talk, 2010)
EBM BM RMA PM ICM GCM CM ESM
Intermediate Complexity Model
Climber-2 (PIK)
KNMI (The Netherlands)
EBM BM RMA PM ICM GCM CM ESM
General Circulation Model
EBM BM RMA PM ICM GCM CM ESM
Climate Model
EBM BM RMA PM ICM GCM CM ESM
Earth System Model
EBM BM RMA PM ICM GCM CM ESM
General Circulation Model/Climate Model/Earth System Model
We need a better understanding of
the Earth system!
“…our understanding of the Earth system is not much
better than a nineteenth century physician’s
understanding of a patient”
(Lovelock in “The Revenge of Gaia”)
Some Climate Problems
Where does all the carbon go?
(Jacobson, NCAR, 2010)
How does it get to the deep ocean?
(Mahadevan, NCAR, 2010)
The hydrological cycle:
more heat →more energy→
more moisture → more clouds
Are clouds a positive or negative
feedback? Depends on:
1. Cloud height
2. Cloud fraction
3. Cloud size
4. Cloud color
5. Cloud water content
6. Cloud ice content
What triggers D-O events?
How stable is sea ice?
Can the deep ocean get warm enough to
open methane clathrates?
(Collins, 2010)
Compost bomb instability understood
using GSP
(Wieczorek, Luke, Ashwin and Cox, 2010)
Tipping Points
Many of these problems have to do with tipping points for the
climate. These are often due to effects not incorporated into the
large models:
What might turn off the AMOC?
Deep water formation zones are
sub-grid scale: downwelling is
modeled by vertical diffusion
Need fundamental understanding:
• Carbon cycle
• Hydrological cycle
• Sea and land ice
• Tipping points
Isaac Held: “The Gap Between Simulation and Understanding in Climate
Modeling,” Bulletin of the American Meteorological Society, 2005, 1605-1614
What is the basic model analogous to:
E.Coli (molecular biology)
Harmonic oscillator (quantum mechanics)
Lorenz system (weather forecasting)
• The IPCC has had the effect of forging an experimental science
around large climate models
• This makes computational scientists the “lab technicians”
• The big models are the “celebrities”
• Idealized models are the “indies” of climate science
• For some phenomena, it is a question as to whether
the big models are more advanced
• Climate research is badly in need of a conceptual
framework for these fundamental models

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Undergraduate Modeling Workshop - Why do Mathematical Scientists Need to be at the Climate Table?; Chris Jones, May 21, 2018

  • 1. Why do Mathematical Scientists need to be at the Climate Table(?) Christopher Jones University of North Carolina Chapel Hill
  • 5.
  • 6. OBSERVATIONS EXPERIMENTS MODELS in vivo in vitro in theory COMPLEX MODELS CONCEPTUAL MODELS
  • 7. EBM BM RMA PM ICM GCM CM ESM Energy Balance Model ( ) 40 1 ( ) 4 t S cT T T = − − 0S
  • 8. EBM BM RMA PM ICM GCM CM ESM Box Model Emmanuel (2002) JGR
  • 9. EBM BM RMA PM ICM GCM CM ESM Reduced Mode Approximation ( ) ( ) x y x y x z y z xy z    = − = − − = − Lorenz 63
  • 10. EBM BM RMA PM ICM GCM CM ESM Process Model A. Mahadevan (NCAR talk, 2010)
  • 11. EBM BM RMA PM ICM GCM CM ESM Intermediate Complexity Model Climber-2 (PIK) KNMI (The Netherlands)
  • 12. EBM BM RMA PM ICM GCM CM ESM General Circulation Model
  • 13. EBM BM RMA PM ICM GCM CM ESM Climate Model
  • 14. EBM BM RMA PM ICM GCM CM ESM Earth System Model
  • 15. EBM BM RMA PM ICM GCM CM ESM General Circulation Model/Climate Model/Earth System Model
  • 16. We need a better understanding of the Earth system! “…our understanding of the Earth system is not much better than a nineteenth century physician’s understanding of a patient” (Lovelock in “The Revenge of Gaia”)
  • 17. Some Climate Problems Where does all the carbon go? (Jacobson, NCAR, 2010) How does it get to the deep ocean? (Mahadevan, NCAR, 2010)
  • 18. The hydrological cycle: more heat →more energy→ more moisture → more clouds Are clouds a positive or negative feedback? Depends on: 1. Cloud height 2. Cloud fraction 3. Cloud size 4. Cloud color 5. Cloud water content 6. Cloud ice content
  • 19. What triggers D-O events? How stable is sea ice?
  • 20. Can the deep ocean get warm enough to open methane clathrates? (Collins, 2010) Compost bomb instability understood using GSP (Wieczorek, Luke, Ashwin and Cox, 2010)
  • 21. Tipping Points Many of these problems have to do with tipping points for the climate. These are often due to effects not incorporated into the large models: What might turn off the AMOC? Deep water formation zones are sub-grid scale: downwelling is modeled by vertical diffusion
  • 22. Need fundamental understanding: • Carbon cycle • Hydrological cycle • Sea and land ice • Tipping points Isaac Held: “The Gap Between Simulation and Understanding in Climate Modeling,” Bulletin of the American Meteorological Society, 2005, 1605-1614 What is the basic model analogous to: E.Coli (molecular biology) Harmonic oscillator (quantum mechanics) Lorenz system (weather forecasting)
  • 23. • The IPCC has had the effect of forging an experimental science around large climate models • This makes computational scientists the “lab technicians” • The big models are the “celebrities” • Idealized models are the “indies” of climate science • For some phenomena, it is a question as to whether the big models are more advanced • Climate research is badly in need of a conceptual framework for these fundamental models