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CLIMATE-SMART AGRICULTURE: THE POTENTIAL ROLE OF MODELLING AS PART OF
THE SOLUTION FOR THE CARIBBEAN
Michael A. Taylor
Climate Studies Group, Mona
University of the West Indies, Mona.
2 THINGS ABOUT CLIMATE CHANGE
3 THINGS ABOUT THE VALUE OF MODELS & MODELLING
4 CONCLUSIONS
IN THE CONTEXT OF CARIBBEAN
AGRICULTURE…
Climate Change...is real!
Distinct changes in measures of climate (rainfall, temperature, wind speed, etc.) lasting for a long period of time, due to human actions, happening now.
2things about
climate change
3things about
models & modelling
4Concluding Statements
CH4 150% ↑
CO2 40% ↑
Climate Change...is real!
Distinct changes in measures of climate (rainfall, temperature, wind speed, etc.) lasting for a long period of time, due to human actions, happening now.
2things about
climate change
3things about
models & modelling
4Concluding Statements
Caribbean temperatures
have increased by 1
degree in the last century
Warm days have steadily increased
(~22 days since 1960)
Warm nights have steadily
increased (~21 days since 1960)
Cold nights and days have
decreased (~14 fewer cold nights
since 1960)
Warmer days and nights
Wa
rm n
igh
tsW
arm
da
ys
Climate Change...is real!
2things about
climate change
3things about
models & modelling
4Concluding Statements
Caribbean temperatures
have increased by 1
degree in the last century
• Shift in the ‘character’ of
regional rainfall. New trends in
the intensity, frequency and
duration of rainfall events are
noticeable.
• For example, the number of dry
days between rain events is
increasing, and when rain
occurs it tends to be heavier.
Rainfall more variable
North Caribbean
Climate Change...is real!
2things about
climate change
3things about
models & modelling
4Concluding Statements
Caribbean temperatures
have increased by 1
degree in the last century
More storms and hurricanes
1980-1999
2000-2012
Climate Change...is real!
2things about
climate change
3things about
models & modelling
4Concluding Statements
Caribbean temperatures
have increased by 1
degree in the last century
Sea levels are rising
‘…Caribbean’s rate of
sea level rise appears
to follow the global
mean ~ 1.7 mm/year.’
Climate Change...is real!
2things about
climate change
3things about
models & modelling
4Concluding Statements
Climate Change...is real!
Distinct changes in measures of climate (rainfall, temperature, wind speed, etc.) lasting for a long period of time, due to human actions, happening now.
2things about
climate change
3things about
models & modelling
4Concluding Statements
Temperatures
increasing
Variable
Rainfall
More storms and
hurricanes
Rising sea
levels
Climate Change...is a real
challenge!
2things about
climate change
3things about
models & modelling
4Concluding Statements
Temperatures
increasing
Variable
Rainfall
More storms and
hurricanes
Rising sea
levels
New climate regime
Unfamiliarity Unpredictability
Unreliability
Drought 2009-2010 was the “worst
drought in twenty-five years and as a
result there wasn’t enough rainfall to keep
up the water distribution from the National
Water Commission’s facilities to
many parishes, especially to the highly
populated Kingston and St. Andrew”.
“the greatest challenge
associated with the 2010 El
Niño-induced drought was the
region’s inability to recognise
the onset of the drought and
its severity”
Caribbean farmers lamented “the lack of reference points in the climate”
(or even associated biodiversity) on which to base judgements for planting
and reaping
Climate Change
2things about
climate change
3things about
models & modelling
4Concluding Statements
• Sufficient to address the complexity of the climate change problem – direct
and indirect impacts; across sectors; affecting individual through community
through governmental; challenging national through regional through global
economies; etc.
• Multiplicity of options – policy, technology driven, on the ground,
governmental, mitigation, adaptive, education, etc.
real
(happening now) real challenge
Real Solutions today
Models and modelling as
potentially part of the mix
2things about
climate change
3things about
models & modelling
4Concluding Statements
Climate Models
Models and modelling as
potentially part of the mix
Crop Models
Computer model that uses
mathematical methods to
simulate the interactions of the
atmosphere, oceans, land
surface, and ice. They can
simulate past, present and
future climates.
A computer simulation
model that helps estimate
crop yield as a function of
weather conditions, soil
conditions, and choice of
crop management practices.
Both climate and crop models can help with
the climate change challenge…
3 ways
Climate Model
Scenarios or Storylines of future global development
Future Climates
TemperatureRainfall
ExtremesSea Level Rise
1. Models help to …reduce the uncertainties
Climate models give us an idea of what the future climate might be under climate change.2
things about
climate change
3things about
models & modelling
4Concluding Statements
Caribbean temperatures
are projected to
increase by up to 4
degrees by century’s
end.
Even warmer days and nights
War
m D
ays
Co
ol N
igh
ts
30-98% of days annually will be considered ‘hot’ by the 2090s
Only 2% ‘cool’ by the 2080s
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
Caribbean temperatures
are projected to
increase by up to 4
degrees by century’s
end.
Drier times ahead…
Drying projected to be
between 25% and 30%
Drying most severe between
June and October!
Mean changes in the annual rainfall for 2071-2099 with respect to 1961-1989, as simulated by regional climate models.
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
Caribbean temperatures
are projected to
increase by up to 4
degrees by century’s
end.
More intense hurricanes
Number of simulated storms
remains the same but more
intense, with higher rainfall
rates and increased
maximum winds.
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
Caribbean temperatures
are projected to
increase by up to 4
degrees by century’s
end.
Even higher sea levels
Impacts from a 2m SLR on Jamaica1. Land area lost (1% of Jamaica). 2. People displaced (1%). 3. Damage or loss to power plants (20%)4. Tourism resorts damaged or lost (18%). 5. Loss or damage of airports (60%).6. Loss of roads (2%). 7. Loss or damage to port structures
(100%) - UNDP/CARIBSAVE (2010)
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
Higher
Temperatures
Less Rainfall
(but still variable)
More intense storms
and hurricanes
Even higehr sea
levels
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
Knowledge of the future climates as gained from climate
models provides a context within which to consider
future actions, which is marked by a little less
unpredictability, unfamiliarity and unreliability…
1. Models help to …reduce the uncertainties
Crop models allow the exploration of what certain choices might result in given variable climatic conditions.
2things about
climate change
3things about
models & modelling
4Concluding Statements
2. Models help to …explore some possibilities
Rankine et al. (2014)
Study of the potential
use of FAO
AquaCrop model for
sweet potato farming
in the Caribbean
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
2. Models help to … explore some possibilities
**
**
Canopy cover, Biomass (above & Below)
Randomised Complete
Blocks (RCBs)
Parameters:
•Rainfall
•Temperature
•Relative Humidity
•Solar Radiation
•Wind
•ETo
On site weather
station
Rankine et al. (2014)
Study of the potential
use of FAO
AquaCrop model for
sweet potato farming
in the Caribbean
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
2. Models help to … explore some possibilities
0
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011
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0
Ca
no
py
Co
ve
r (
%)
DAP
Devon, Manchester: Rain-fed
(2013)
Simulated Measured
0
6
12
18
24
010
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30
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50
60
70
80
90
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011
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0Bio
ma
ss (
t/h
a)
DAP
Simulated Measured
Rankine et al. (2014)
Study of the potential
use of FAO
AquaCrop model for
sweet potato farming
in the Caribbean
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
2. Models help to … explore some possibilities
0
100
010
20
30
40
50
60
70
80
90
10
011
012
013
014
015
0
Ca
no
py
Co
ve
r (
%)
DAP
Devon, Manchester: Rain-fed
(2013)
Simulated Measured
0
6
12
18
24
010
20
30
40
50
60
70
80
90
10
011
012
013
014
015
0Bio
ma
ss (
t/h
a)
DAP
Simulated Measured
Simulated (line) versus measured (filled circles)
yield of sweet potato for rain-fed and irrigated
treatments at Devon, Manchester (2013). Error
bars represent one standard deviation above
and below the mean
Rankine et al. (2014)
“…potential for the use of the
FAO AquaCrop model for real
time decision making in the
Caribbean under various
rainfall conditions.”
Rankine et al. (2014)
Study of the potential
use of FAO
AquaCrop model for
sweet potato farming
in the Caribbean
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
2. Models help to … explore some possibilities
“Crop models provide a domain within
which decision making can occur. The
changes due to climate can be factored in for
a virtual environment and appropriate
decisions simulated to see the effect (for
example) on crop yields, before action is
actually undertaken.”
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
2. Models help to …suggest some possibilities
3. Models help to …define potential strategies
Climate Models
Crop Models
“…potential
suitability of some
crops under future
climate change”
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
2. Models help to … explore some possibilities
3. Models help to …define potential strategies
Rainfall (mm) Maximum
Temperature
(˚C)
Minimum
Temperature (˚C)
Vapour Pressure Relative
Humidity (%)
Min Mean Max Min Mean Max Min Mean Max Min Mean Max Min Mean Max
161.3 9.9 -540.2 3.5 3.0 12.6 2.8 2.1 7.8 3.7 3.0 9.4 1.2 1.3 25.4
Change Biomass (t/ha) Yield (t/ha) Evapotranspiration
(mm/day)
Water
Productivity
(kgm-2mm-1)
Min Mean Max Min Mean Max Min Mean Max Min Mea
n
Max
Absolute 4.4 4.3 4.2 2.2 2.2 2.3 -88.2 -89.0 -95.7 0.8 0.9 1.0
Percentage 37.0 33.9 31.6 33.9 32.5 32.0 -15.5 -15.3 -15.9 63.9 70.1 70.9
“The results suggest that sweet potato may be a potential 'climate change' adaptation
crop particularly given its moderate drought tolerance, requiring little labour and
inorganic fertilizers for development of the tuber.”
CARIWIG Project: Rankine et al. (2015)F
utu
re
clim
ate
s
Future Productivity
1. Models help to …reduce the uncertainties
2things about
climate change
3things about
models & modelling
4Concluding Statements
2. Models help to …suggest some possibilities
3. Models help to …define potential strategies
“In tandem the output of
climate plus crop models
may provide results that
give a reason for taking
certain risks...”
2things about
climate change
3things about
models & modelling
4Concluding Statements
4 Things…
1. Climate change is a real
and present challenge for
the Caribbean agricultural
sector.
2. Models and modelling
should be part of the
Caribbean Agricultural
sector’s approach to
tackling the real challenge
of climate change.
3. Climate models help to
reduce the uncertainties
associated with a future
climate; crop models help
decision making by
exploring possibilities; both
sets of models help in
defining strategies by
offering reasons for risk
taking.
4. Climate Smart
Agriculture recognizes the
challenge and uses all
available tools and
resources to ensure
resilience. There is a role
for partnership with
academia and research in
the pursuit of resilience.
Thank you