Title: Removing the Mystery of Predicting Climate Change
1Removing the Mystery of Predicting Climate Change
Duane Waliser JPL/Caltech Museum Alliance Lecture
Series August 13, 2009
2Your connections to climate change predictions
3- Tonights Lecture
- Bad News
- Good News
- Only ONE Test Question!!
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- What does he mean by climate change?
- Observations
- Build a Simple Climate Model
- Greenhouse Gases
- Climate Feedback What If?
- Model Predictions
- State of the Art Climate Models
- Computation Challenges
- Do They Work?
- Reducing the Uncertainties
- Faster Computers
- More/Better Satellite Data
4What Kind of Climate Change Are We talking about?
Natural Variations Geological Changes e.g.
Volcanoes - No El Nino lt-gt La Nina - No Solar
Variations e.g. Ice Ages- No The Kind in Day
After Tomorrow - Definitely Not
Anthropogenic Man-Made CFCs Ozone Destruction
- No Enhanced Greenhouse Gases (e.g., CO2) - Yes
5Why All The Concern?
Hockey Stick
6What MIGHT be causing this warming?
7So, How is the Warming CO2 Connected? What
about the Future?
Yes, this is where the physics and Math come in
8Simple Climate Model
Stefan-Boltzmann Law 1884 Emitted Radiation
???T4 Take Away Message Temperature ? Emitted
Radiation ????
Observations Solar constant 335 W/m2
Physics Math
???TE4
Total Solar Radiation Total Terrestrial
Radiation
(aka Infrared, Thermal)
9Simple Climate Model
???????TE4
Solve For TE gt 277 K 4 C 40 F
Real Global Average Temperature 288 K 15 C
59 F
Not Bad - But We Missed Two Really Important
Things
10Clouds, Ice, Snow, Deserts and Dust
Reflects Sunlight Back to Space
11Improve Our Simple Climate Model
????
???TE4
?????????
A Albedo 0.30
Now Solve For TE gt 254 K -19 C -2
F Freezing Cold!!!
Pretty Bad - But We Still Have Something Very
Important to Include
12Gases such as H2O, CO2, CH4 Are Known
As Greenhouse Gases
13More Improvements to our Climate Model
Now, We Balance Energy (i.e. ? ?) at the Top
of the Atmosphere and at the Surface - 2
Equations 2 Unknowns. Lets Spare the Details..
Back to the Math Physics
Now Solve For T gt 286 K 13 C 55 F
14So Why The Global Warming?
15So Why The Global Warming?
This Part is Well Established
16So Why Are We Uncertain? Climate Feedbacks!!
17Climate Feedbacks Positive or Negative
Te ? Ice/Snow Melt Reflection ? Te ?
Te ? Water Vapor ? GHG ? Te ?
Water Vapor ? ?Clouds ?
Reflection ? Te ? - Depends on the type of
cloud, its height, ice/water, etc.!
18The balance of these feedbacks, and MANY
Others have to be properly represented In
Climate Models
e.g. ocean, biological, carbon cycle
19How do We Do this in State-of-the-Art Climate
Modeling?
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- Divide the Atmosphere Into Boxes (How many - as
many as possible) - Do the type of calculations for each Box like we
did in our simple model. - Use Conservation of Mass, Energy, and Momentum
and the Ideal Gas Law.
- Test Question
- Did our model use Conservation of
- Mass
- Energy
- Momentum
20Climate Model Computer Grid
Similar for Ocean, Land Ice Systems
21Scope of numerical problem in Excel terms
lt- Time -gt
Other files for q, U, V, W, P, ???etc.
Temperature
lt- Longitude -gt
lt- Latitude -gt
lt- Height -gt
360 Longitude 180 Latitude 30 in Height 20
Variables (e.g., Temp, Water Vapor, Wind, Clouds,
Radiation, etc) 40 Million Then make a
calculation of these to step forward in time for
20 minutes until you get to 100 years.
22Thats Why We Need Super-Computers
JPL Dell Xeon Cluster cosmos.jpl.nasa.gov
23What Can These Climate Models Do?
Natural Man-Made Induced Changes
Model Hindsight Pretty Good
24Predicting the Future Technology, Politics
Society
Plausible Scenarios For CO2 Emissions
25Climate Model Projections Intergovernmental Panel
on Climate Change (IPCC, 2007)
While there is considerable disagreement, ALL
models predict WARMING for ALL plausible
scenarios.
26Intergovernmental Panel on Climate Change (IPCC)
The IPCC - established in 1988 by the World
Meteorological Organization (WMO) and the United
Nations Environment Programme (UNEP) to assess
the scientific, technical and socioeconomic
information relevant for the understanding of the
risk of human-induced climate change. More than
2,000 scientists from 150 countries typically
participate.
- First Assessment Report (FAR) - 1990
- Anthropogenic climate change will persist for
many centuries. - Further action is required to address remaining
gaps in information understanding.
- Second Assessment Report (SAR) - 1995
- The balance of evidence suggests a discernible
human influence on global climate.
- Third Assessment Report (TAR) - 2001
- In light of new evidence and taking into account
the remaining uncertainties, most of the observed
warming over the last 50 years is likely to have
been due to the increase in greenhouse gas
concentrations. Furthermore, it is very likely
that the 20th Century warming has contributed
significantly to the observed sea level rise...
and widespread loss of land ice.
- Fourth Assessment Report (AR4) - 2007
- Warming of the climate system is unequivocal, as
is now evident from observations of increases in
global average air and ocean temperatures,
widespread melting of snow and ice, and rising
global average sea level.
27Where does the warming occur? IPCC, 4th (2007)
Assessment Report
Projected Temperature Change In 2100
2099-2070 Minus 1999-1970
28How About Our Backyard?
IPCC, 4th (2007) Assessment Report
29How About Our Backyard?
IPCC, 4th (2007) Assessment Report
Decrease in snowpack is consistent - but how
much 20-80?
Modeling Concerns and Feedbacks Topography
and Resolution Snow layers Dust/Pollution
and snow albedo
30Why do the Model Predictions Differ? Estimating
Unresolved and Complex Processes
31Difficulty with Clouds, Climate and Computer Grids
Consider drawing a picture of this cloud
32Clouds - and other features - have very fine
scales
How do you Realistically Represent this with ONE
number?
33- Get More Numbers
- Make Sure it is a Good Number
Longest Simulations A Few Months
342) Make Sure it is a Good Number
- Thats where satellite data are crucial
- Need more information on composition Structure
35Example Earth Observing System
36Atmospheric Infra-Red Sounder(AIRS)
Representing Tropical Clouds is Very Challenging
Weather, Hurricanes, Monsoons El Nino
Tian et al. 2006
37CloudSat Cloud Radar!
38GPS - Temperature Moisture Soundings
- Not affected by clouds or precipitation.
- 200m vertical resolution
- T accurate to lt 1 C between 8 and 25 km
- Q accurate to lt 1 g/kg below 2 km
- 3500 profiles throughout a given day
39In Summary
- Warming is Evident in the Observations
- The Result of Incorporating our Scientific
Knowledge (TheoryData), and in some cases our
Intuition, into Climate Models, Unequivocally
Indicates the Warming is Anthropogenic in Nature
and Likely to Continue - How Much?
- Depends on Interplay of Technology, Society,
Economics, and Politics (Some Uncertainty) - Model Predictions Are Our Most Objective Guide
(Better Means to Establish Reduce Uncertainty)
40Reducing Remaining Uncertainties
- Faster/Better Computers Infrastructure