MAGICC/SCENGEN Hands On Tutorial - PowerPoint PPT Presentation

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MAGICC/SCENGEN Hands On Tutorial

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MAGICC/SCENGEN Hands On Tutorial By Joel B. Smith Stratus Consulting Inc. Jsmith_at_stratusconsulting.com NCAR Summer 2006 Colloquium on Climate and Health – PowerPoint PPT presentation

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Title: MAGICC/SCENGEN Hands On Tutorial


1
MAGICC/SCENGEN Hands On Tutorial
  • By
  • Joel B. Smith
  • Stratus Consulting Inc.
  • Jsmith_at_stratusconsulting.com
  • NCAR Summer 2006 Colloquium on Climate and Health
  • July 18, 2006

2
Outline
  • Brief Introduction on Climate Change Scenarios
  • Then, well spend most of the time on the
    tutorial on MAGICC/SCENGEN

3
Why Use Climate Change Scenarios?
  • We are unsure exactly how regional climate will
    change
  • Scenarios are plausible combinations of variables
    consistent with what we know about human-induced
    climate change
  • One can think of them as the prediction of a
    model, contingent upon the greenhouse gas
    emissions scenario
  • Since estimates of regional change by models
    differ substantially, an individual model
    estimate should be treated more as a scenario

4
What Are Reasonable Scenarios?
  • Scenarios should be
  • Consistent with our understanding of the
    anthropogenic effects on climate
  • Internally consistent
  • e.g., clouds, temperature, precipitation
  • Scenarios are a communication tool about what is
    known and not known about climate change
  • Should reflect plausible range for key variables

5
Scenarios for Impacts Analysis
  • Need to be at a scale necessary for analysis
  • Spatial
  • e.g., to watershed or farm level
  • Temporal
  • Monthly
  • Daily
  • Sub-daily

6
Regional Climate Change Scenarios
  • Present range of possible regional changes in
    climate
  • Two roles
  • Use ranges of climate changes to help understand
    sensitivity of affected systems
  • Use ranges to communicate what is known and not
    known about regional climate change
  • Temperature rise and range of precipitation
    changes

7
Tools for Assessing Regional Model Output
  • Well learn how to use a tool that enables us to
    examine output from a number of climate models
  • Can see degree to which models agree and disagree
    about regional changes

8
Sources of Uncertainty on Regional Climate Change
  • GHG Emissions
  • Greenhouse Gas Concentrations
  • Climate Sensitivity, e.g., 2xCO2
  • Regional pattern of climate change
  • Distribution of changes in temperature and
    precipitation
  • Climate Variability

9
GHG Emissions and Concentrations Projections
Source Houghton et al., 2001.
10
Projections of Global Mean Temperature Change
Source Houghton et al., 2001.
11
Normalized Annual-Mean Temperature Changes in
CMIP2 Greenhouse Warming Experiments
12
MAGICC/SCENGEN
  • User can
  • Select GHG emission scenarios e.g., from IPCC
    SRES
  • Can select CO2 concentration
  • Select climate sensitivity
  • Select GCMs to examine
  • Regional pattern is hard wired in
  • Can examine change in seasonal variability
  • Not interannual or daily

13
MAGICC/SCENGEN
  • MAGICC is a simple model of global T and SLR
  • Used in IPCC TAR
  • SCENGEN uses pattern scaling for 17 GCMs
  • Yield
  • Model by model changes
  • Mean change
  • Intermodel SD
  • Interannual variability changes
  • Current and future climate on 5 x 5grid

14
Using MAGICC/SCENGEN
15
MAGICC Selecting Scenarios
16
SO2 Scenarios
17
MAGICC Selecting Scenarios (continued)
18
MAGICC Selecting Forcings
19
MAGICC Displaying Results
20
MAGICC Displaying Results (continued)
21
SCENGEN
22
Normalizing GCM Output
  • Expresses regional change relative to an increase
    of 1C in mean global temperature
  • This is a way to avoid high sensitivity models
    dominating results
  • It allows us to compare GCM output based on
    relative regional change
  • Normalized temperature change ?TRGCM/?TGMTGCM
  • Normalized precipitation change ?PRGCM/?TGMTGCM

23
Pattern Scaling
  • Is a technique for estimating change in regional
    climate using normalized patterns of change and
    changes in GMT
  • Pattern scaled temperature change
  • ?TR?GMT (?TRGCM/?TGMTGCM) x ?GMT
  • Pattern scaled precipitation
  • ?PR?GMT (?PRGCM/?TGMTGCM) x ?GMT

24
Running SCENGEN (continued)
25
SCENGEN Analysis
26
SCENGEN Model Selection
27
SCENGEN Area of Analysis
28
SCENGEN Select Variable
29
SCENGEN Scenario
30
SCENGEN Global Results
31
SCENGEN Map Results
32
SCENGEN Quantitative Results
INTER-MOD S.D. AREA AVERAGE 5.186
(FOR NORMALIZED GHG DATA) INTER-MOD SNR
AREA AVERAGE -.067 (FOR NORMALIZED GHG
DATA) PROB OF INCREASE AREA AVERAGE .473
(FOR NORMALIZED GHG DATA) GHG ONLY
AREA AVERAGE -.411 (FOR SCALED DATA)
AEROSOL ONLY AREA AVERAGE -.277
(FOR SCALED DATA) GHG AND AEROSOL AREA
AVERAGE -.687 (FOR SCALED DATA)    
SCALED AREA AVERAGE RESULTS FOR INDIVIDUAL MODELS
(AEROSOLS INCLUDED)   MODEL BMRCD2 AREA
AVE 2.404 () MODEL CCC1D2 AREA AVE
-5.384 () MODEL CCSRD2 AREA AVE 6.250
() MODEL CERFD2 AREA AVE -2.094 ()
MODEL CSI2D2 AREA AVE 6.058 () MODEL
CSM_D2 AREA AVE 1.245 () MODEL ECH3D2
AREA AVE .151 () MODEL ECH4D2 AREA
AVE -1.133 () MODEL GFDLD2 AREA AVE
1.298 () MODEL GISSD2 AREA AVE -3.874
() MODEL HAD2D2 AREA AVE -5.442 ()
MODEL HAD3D2 AREA AVE -.459 () MODEL
IAP_D2 AREA AVE -.088 () MODEL LMD_D2
AREA AVE -6.548 () MODEL MRI_D2 AREA
AVE .065 () MODEL PCM_D2 AREA AVE
-3.451 () MODEL MODBAR AREA AVE -.687
()
33
SCENGEN Global Analysis
34
SCENGEN Error Analysis
35
SCENGEN Error Analysis (continued)
UNWEIGHTED STATISTICS MODEL CORREL RMSE
MEAN DIFF NUM PTS mm/day
mm/day BMRCTR .632 1.312 1.026
20 CCC1TR .572 1.160 -.207 20
CCSRTR .587 .989 .322 20
CERFTR .634 1.421 -1.167 20
CSI2TR .553 1.112 -.306 20
CSM_TR .801 1.044 -.785 20
ECH3TR .174 1.501 -.649 20
ECH4TR .767 1.121 -.881 20
GFDLTR .719 .954 -.553 20
GISSTR .688 .799 .123 20
HAD2TR .920 .743 -.598 20
HAD3TR .923 .974 -.883 20
IAP_TR .599 1.408 -.734 20
LMD_TR .432 2.977 -2.103 20
MRI_TR .216 2.895 -2.026 20
PCM_TR .740 1.372 -1.041 20
MODBAR .813 .879 -.654 20
36
Whats New (and Exciting)
  • SCENGEN is being updated
  • Have IPCC AR4 models
  • 2.5o resolution
  • May have other bells and whistles
  • Another very useful tool are the NCAR created PDFs

37
Thank You!
  • Id be happy to take questions
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