CARIBBEAN CLIMATE MODELLING and Adaptation A. ANTHONY CHEN & JAYAKA CAMPBELL THE CLIMATE STUDIES GROUP MONA (CSGM) UNIVERSITY OF THE WEST INDIES, MONA
Jan 01, 2016
CARIBBEAN CLIMATE MODELLING and Adaptation
A. ANTHONY CHEN &JAYAKA CAMPBELL
THE CLIMATE STUDIES GROUP MONA (CSGM)
UNIVERSITY OF THE WEST INDIES, MONA
OUTLINE Before 2007
Climate Modelling Importance of modelling Early Works
2007 – IPCC 4th Assessment After 2007
Some ResultsCurrent• Future Work
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Defining key termsClimate
“average weather” over period of ~ 30 years usually.Climate Change
A significant change from one climatic condition to another
Due to natural or anthropogenic causes.
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CLIMATE
Climate Modelling is important
Atmosphere is too vast Impossible to carry out large scale experiments
Climate simulation or modelling is the only way to study large scale systems of the atmosphere
Climate models are an important tool for scientists to understand the complexities of Earth’s climate
incorporate both theory and direct observations of the past and present in order to project climate into the future
Lay the foundation for decision making concerning climate change
Introducing key toolsDynamic Climate Model
Equations describing processesTypes
General Circulation Models – GCM’s Regional Climate Models – RCM’s
Domain –Region over which RCM worksStatistical Downscaling Models
Reducing GCM to finer scale by use of statistical relationships between atmospheric parameters and climate variables
Require ~ 30 years of daily data
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Climate Models
Dynamic Computer Models
Solves for/calculates and steps forward in time
• Equations of motion
• First law of thermodynamics
• Physics of water vapor and clouds
•Chemical processes in atmosphere
• Land - atmosphere interactions
Biological processes
• Land - ocean interactions
GCM Resolution are too coarseto identify small islands(Boxes too large)
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RCMs have finer resolution(Smaller boxes)
Distinction between GCM and RCM
Jamaica as an example
GCM – 2 grid boxes RCM – 10 grid boxes
Use Scenarios for Climate Change StudiesPlausible future climate based on perceived
greenhouse gas emission which depend on developments in
DemographicsTechnologyEconomics
Special Report on Emission Scenarios (SRES) SRES Scenarios can be classified into four
family groups further divided into scenario groups.
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SRES FAMILY TREE
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Source : http://www.grida.no/climate/ipcc/emission/
• Roots are the drivers
• Population
• Economy
• Technology
• Etc
• Branches depend on whether development is
• globally intergated or regional
• Driven by economics or environmental considerations
SRES SCENARIOS
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Source : http://www.grida.no/climate/ipcc/emission/spm-3.htm
CARIBBEAN CLIMATE MODELLING INITIATIVE 2002
CSGM along with other Caribbean partners (INSMET – Cuba, UWI Cavehill – Barbados and CCCCC – Belize) begun Caribbean modelling initiative
Deliberate collaborative effort to produce Caribbean climate projections at scale of Caribbean.
Premised on shared workload to get results out quickly.
Premised on building of capacity in the region.
Multiple components to the strategy, but concentrate on a major one.
PRECIS Modelling• Complex but
computationally less expensive than a GCM.
• Requires a Desktop Standard Desktop Pentium 4 Processor
• Could be run locally
Introduction a Regional Climate ModelPRECIS - Providing REgional Climates for Impact Studies
• Hadley Centre, UK
• Dynamical Downscaling Model (RCM)
• Can be used for any part of the Globe
• Has a resolution of up to 25km• Driven by full suite of physics• Multiple variables on multiple
levels in atmosphere.• Forced at its boundaries by other
GCMs - the HADAM3P GCM and ECHAM.
• Built by UK Hadley Centre but run locally
EARLY WORKS – 2002 CLIMATE MODELLING INITIATIVE
DOMAIN
•Big Domain including all Caribbean, Central America, southern USA and northern South America. Run at 50 km
Two smaller domains:• Western & Eastern Caribbean (yellow and red enclosure) at 25 km
EARLY WORKS – CLIMATE MODELLING INITIATIVE
PRECIS Workload Shared
Cuba
(INSMET)
Carib basin
50 x 50 km
B1 (30 yrs) & A2 (30 yrs)Baseline (30 yrs)Reanalysis (15 yrs)
Jamaica – UWI (Mona)
Carib Basin
50 x 50 km
A2 (30 yrs) & B2 (30 yrs)Baseline (30 yrs)
Barbados – UWI (Cave Hill)
Eastern Caribbean
25 x 25 km
A2 (30 yrs) & B2 (30 yrs)
Baseline (30 yrs)
Belize - 5C’s Caribbean and Eastern Caribbean
Multiple runs
EARLY WORKS – CLIMATE MODELLING INITIATIVE
Baseline (1961 – 1990), Reanalysis (1979 – 1993), A2 & B2 (2071 – 2100)
EARLY WORKS – MODEL VALIDATION
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(A) RainfallEarly season April – JuneLate season August - November
(B) General temperature Pattern Captured
PrecipitationTem
perature
EARLY WORKS – MODEL PROJECTIONS
Mean changes in the annual rainfall for 2071-2099 with respect to 1961-1990, as simulated by PRECIS_ECH and PRECIS_Had for SRESA2 and SRESB2.
A2
B2
General tendency for drying (main Caribbean basin) by end of the century.
Drying between 25% and 30%
Possibly wetter far north Caribbean NDJ and FMA.
Drying exceeds natural variability June-October – wet season dryer!
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EARLY WORKS – MODEL PROJECTIONS
Precipitation Natural Variability
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EARLY WORKS – MODEL PROJECTIONS
Projected Precipitation Change
General tendency for drying (main Caribbean basin) by end of the century.
Drying between 25% and 30%
Possibly wetter far north Caribbean NDJ and FMA.
Drying exceeds natural variability June-October – wet season dryer!
Mean changes in the annual mean surface temperature for 2071-2099 with respect to 1961-1990, as simulated by PRECIS_ECH & PRECIS_Had for SRESA2 and SRESB2.
A2
B2
Irrespective of scenario the Caribbean expected to warm.
Warming between 1 and 5oC
Warming greater under A2 scenario.
Warming consistent with projections for other parts of globe.
Warming far exceeds natural variability
EARLY WORKS – MODEL PROJECTIONS
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EARLY WORKS – MODEL PROJECTIONS
Temperature Natural Variability
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EARLY WORKS – MODEL PROJECTIONS
Projected Temperature Change
Unable to report results until 2007 due to amount of work involved. Not reported in IPCC 2007 4th Assessment
IPCC 2007 4th Assessment mentioned:
a) GCM work done at UPR Mayaguez:Angeles, M.E., J.E. Gonzalez, D.J. Erickson, and J.L. Hernández, 2007: Predictions of future climate change in the Caribbean region using global general circulation models Int. J. Climatol., 27, 555-569 b) Work done on statistical downscaling at UWI, Mona:http://www.aiaccproject.org
Not Reported in IPCC (2007)
IPCC Fourth Assessment 2003 – 2006Published in 2007
Working Group 1 Report: The Physics Science Basis
(Data Analysis & Climate Modelling)
Working Group II Report:Impacts, Adaptation and Vulnerability
Working Group III Report"Mitigation of Climate Change"
Temperature Changes under A1B Scenario 1980-1999 to 2080-2099
NOT ENOUGH REGIONAL MODELLING DONE FOR THE CARIBBEAN
o Report based on course General Circualtion models
Temperature Changes under A1B Scenario 1980-1999 to 2080-2099
Rainfall Changes under A1B Scenario 1980-1999 to 2080-2099
Rainfall Changes Changes under A1B Scenario 1980-1999 to 2080-2099
After 2007- A Few Publications – Modelling Initiative
Other reports:Cashman, A., L. Nurse, and J. Charlery. 2010. Climate change in the Caribbean: The water management implications. The Journal of Environment & Development 19(1): 42-67.
Charlery, J., and L. Nurse. 2010. Areal downscaling of global climate models: an approach that avoids data remodelling. Clim Res 43: 241–249. doi: 10.3354/cr00875.
Taylor MA, A Centella, J Charlery, I Borrajero , A Bezanilla, J Campbell, R Rivero, TS Stephenson, F Whyte, R Watson, 2007. Glimpses of the Future: A Briefing from the PRECIS Caribbean Climate Change Project, Caribbean Community Climate Change Centre, Belmopan, Belize.
Campbell J, MA Taylor, TS Stephenson, RA Watson, FS Whyte, 2010: Future Climate of the Caribbean from a Regional Climate Model. Int J Climatol DOI: 10.1002/joc.2200.
Reporting Purposes
Compiling projections for use in 2nd National Communications:
Antigua
St. Lucia
St. Vincent
Grenada
Jamaica
RCM
2070s
JAN1.6 - 1.9
FEB1.8 - 2.3
MAR1.9 - 2.5
APR1.9 - 2.8
MAY2.2 - 2.7
JUN2.1 - 2.7
JUL1.9 - 2.5
AUG1.9 - 2.2
SEP2.0 - 2.2
OCT1.9 - 2.3
NOV1.8 - 2.1
DEC1.8 - 2.1
ANNUAL
1.9 - 2.4
RCM
2070s
JAN -46.91 --25.90
FEB -78.37 - -50.04
MAR -86.14 - -50.95
APR -81.80 - -57.79
MAY -69.91 - -47.49
JUN -77.10 - -47.26
JUL -57.86 - -29.02
AUG -36.29 - -21.95
SEP -39.94 - -21.95
OCT -33.13 - -3.76
NOV -30.37 - +18.58
DEC -48.69 - -8.32
ANNUAL -57.21 - -27.94
Temps Rainfall
St. Lucia
After 2007 – USE OF DATA
MORE RECENT – PILOT PROJECT FOR CLIMATE RESILIENCE (PPCR)
Climatology, Trends, Projections and Impacts for Jamaica
Funded by adaptation and mitigation funds following Copenhagen and Cancun
PPCR – the first program developed and operational under the Strategic Climate Fund (SCF),
SCF one of two funds within the design of the Climate Investment Funds (CIF)
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CURRENT & Future – MODELLING INITIATIVE
Uncertainies in model results Increase confidence limits by averaging the results
of many models Expand range of RCMs
PRECISWRFREMOCCSM
Use of high resolution GCM (Japanese 20 km model)
Investigating Hurricane like vortices present in climate models.
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CURRENT – MODELLING INITIATIVE
ModelWRF - H
Addition of the Japanese MRI Earth Simulator model resultsGCMHorizontal resolution 20km24 Levels of atmosphere26 Variables (16 surface, 10 3D)All variables are monthly averages
GCM model with highest resolution so far
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CURRENT – MODELLING INITIATIVE
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CURRENT – MODELLING INITIATIVE
Diagram shows how accurately the 20 km JMA/MRI Model represents topographical heights. GTOPO30 - observed topographical heights.20, 60, 120 and 180 km model simulations
Note : Above 60 Km even the mountains of larger territory of Hispaniola aren’t simulated
JAPA
NES
E M
OD
EL
RES
ULT
S -
TO
PO
GR
APH
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CURRENT – MODELLING INITIATIVELooking at Western Caribbean mountains (Belize) from South to North, 20 km resolution better than 60, 120, 180
JAPA
NES
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RES
ULT
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TO
PO
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APH
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Diagram the comparison of Grey blocks (GTOPO30 - observed topographical heights) and modeled 20, 60, 120 and 180 km simulations of cross-section for particular latitudes
Past & Current work offers a first look at the possibilities for the future of Caribbean climate. However we need to:Expand the range of forcing GCMs of the PRECIS
model from HADCM3 and ECHAM5 Incorporate more RCMs to add a greater degree of
confidence to generated projections.Move from atmosphere only models to ones with a
coupled ocean-atmosphere frameworkRun a full ensemble of climate modelling
scenarios, not just the extremes in each case.More Statistical downscaling
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FUTURE –MODELLING INITIATIVE
Future - Analysis of Model Results using Representative Concentration Pathways (RCP) for IPCC 5th
RH Moss et al. Nature 463, 747-756 (2010) doi:10.1038/nature08823
Representative concentration pathways.Radiative forcing: measure of difference between incoming and outgoing radiation in the atmosphere
Image 2.6 emissions will restrict temperature rise to 2ºC
Form closer relationship with the Impact and Adaptation community.Climate Impacts our daily life; How do we adapt?
The Caribbean is heavily dependent on agriculture and tourism, so what is the significance of a projected 1ºC – 5ºC rise in temperature to those sectors?
What do the projected changes mean for the onset or spread of tropical diseases (examples .. dengue or leptospirosis)?
How or will the projected changes in climate impact development and plannning?
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FUTURE –MODELLING & OTHER SECTORS
More Partnerships
Too difficult, time consuming for any one country or institution.Collaboration heightens efficiency for producing usable results.Builds synergies/support groups across institutions.
FUTURE
End-Note Climate affects all aspects of life (Taylor, 2010) Climate change is a threat to all life Concern of all our government ministries, private
sector organizations and civil society With no global accord on the reduction of GHGs,
threat of climate change will become very severe
the cost of adapting, especially to sea level rise, will become enormous
future prosperity of the Caribbean community will be at risk.
Thank YouClimate Studies Group Mona