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IMPACTS OF CLIMATE
AND EXTREME
WEATHER ON ENERGY
INFRASTRUCTURE
Eric Williams
Energy /
Environmental
Economist
International Atomic
Energy Agency
OVERVIEW
Climate change (CC) & extreme weather
event (EWE) impacts on energy system
Economic impacts of CC & EWE in the
energy sector
CC & EWE
Climate change (CC) = changes in mean and variability
over decades:
 Temperature
 Precipitation
 Wind patterns
 Insolation
 Sea level rise
Extreme weather events (EWE) = event near the upper or
lower end of the range of observed values (frequency,
intensity, timing) of:
 High/low temperature & precipitation
 High winds/storms
 Hail
 Lightning, etc.
CC & EWE IMPACTS ON
ENERGY SYSTEM
Extraction/Resource Transport Conversion
Transmission
& Distribution
EXTRACTION/RESOURCE
Coal and Uranium:
 flooding open-pit mines
 dust from coal stockpiles
Oil & gas:
 melting permafrost ->
destabilizing equipment
 sea level rise: inundating
coastal and offshore sites
 See level rise + winds:
damage to onshore wells
and offshore platforms
Hydro:
 higher evaporation losses
 changes in water availability
Wind:
 changes in wind resource
Solar:
 changes in insolation
TRANSPORT FROM SOURCE
TO CONVERSION
Ocean-going ships:
 Less sea-ice = more opportunities for passage
 Sea-level rise may affect ports and limit options for large vessels
Inland ships:
 Difficult passage for extreme low and extreme high water levels
Rail & roads:
 Freeze-thaw cycle leads to damage
 High temp: tracks deform; roads soften
 Low temp: RR switches freeze; roads crack
Pipelines:
 Low temp: can weaken/damage pipelines
 High temp: increased corrosion and greater energy requirements for
compression
CONVERSION: THERMAL
CC: temps increase
 thermal efficiency decreases by 0.1 to 0.2% per 1 C° increase
 cooling efficiency decreases: capacity loss of 1 – 2% per 1 C° increase
CC + EWE:
 Extreme temp: larger efficiency loss and cooling challenge
 Drought: even less and warmer cooling water
 Temp & drought: acute cooling problem
 Winds: can damage cooling towers
CONVERSION: NUCLEAR
CC: same as thermal
 Temps go up, thermal and
cooling efficiency goes
down
CC + EWE:
 Nuclear is a special case
because of safety concerns
related to EWEs
 Although Fukushima was
not climate- or weather-
related, it highlighted the
vulnerability of nuclear
plants to events that were
not considered in design
and construction
CONVERSION: NUCLEAR
CC + EWE:
 Nuclear plants are built to withstand 50- to
100-year extreme weather events, but as
climate changes, past events may not predict
the severity of future events
 Nuclear plants are very complicated systems;
many kinds of EWEs, when combined with an
unknown design or construction flaw, can
trigger safety systems and force a shutdown
 Most nuclear plants rely on active safety systems powered
by diesel generators; worst case scenario: an EWE forces a
reactor shutdown while simultaneously, disrupting back up
generators and grid interconnects
CONVERSION: NUCLEAR
Lightning: can short-circuit instrumentation,
back-up gen connection, grid connection
High winds: wind-generated missiles can
damage buildings, back-up gen, knock out grid
connection
Extreme cold: ice clogging water cooling intake
Extreme heat: if water for cooling is too hot,
can force shutdown
Flooding: coastal plants vulnerable to storm
surge; inland plants vulnerable to river
flooding; safety systems can be damaged
CONVERSION: NUCLEAR
Storm surges and
sea-level rise in
2050:
 Key:
 Green: no flooding
 Yellow: potential flooding
 Orange: considerable
flooding
 Red: Site inundation
 Grey: no data
 Source: Kopytko 2007
St.
Lucie
Crystal
River
Turkey
Point
Sea-
Brook
Pil-
grim
Mill-
stone
Calvert
Cliffs
Sea Level Rise
Nor’easter
Category I Low
Category I High
Category II
Category III
Category IV Low
Category IV High
Category V
CONVERSION: NUCLEAR
IAEA’s International Reporting
System (IRS)
 88% of CC/EWE events affect 3 major
systems
 Water cooling: 28%
 Electrical control systems: 27%
 Transmission grid: 32%
 Remainder of events were general (e.g.
flooding)
From 1980 – 1999, events are
balanced between lightning
(33%), winds (33%), and
freezing (30%)
In the 2000s, heat related
events began to appear
CONVERSION: OIL & GAS
REFINERIES
CC: sea level rise inundating coastal refineries
CC + EWE:
 Precipitation: flooding refineries
 Winds: physical damage
 Lightning: structural damage; fires
CONVERSION: HYDRO
CC:
 Lower precipitation = lower
long-term capacity and
output
CONVERSION: HYDRO
CC + EWE:
 Flooding: structural damage to dam wall or
turbines from water force and debris
 Flooding + winds: waves causing dam
overflow
CONVERSION: WIND
CC:
 Changes in the spatio-temporal wind resource
distribution; mean wind power densities over
Europe and NA likely within ±50% of current
values
 Less frequent icing with increasing temp
 Lower precipitation: more dust deposition
 Sea level rise: inundating coastal and offshore
sites
CONVERSION: WIND
CC + EWE:
 Winds: structural damage
 Low temps + precipitation: ice formation on blades reducing
efficiency; structural damage
 Lightning: structural damage
CONVERSION: SOLAR
CC:
 Increasing temp: lower PV and CSP
efficiency
 Changes in cloudiness and average
insolation
CC + EWE:
 Increased precipitation, high winds, hail
and high temperatures can each damage
PV and CSP
 Drought + winds: more sand and dust
deposited on collectors, reducing
efficiency of PV and CSP
TRANSMISSION &
DISTRIBUTIONRail, road, inland waterways,
pipelines: same issues as
transport from source to
conversion
Electric grid:
 CC: decreasing transmission efficiency of 0.4%
per 1 C° increase
 CC + EWE:
 High temp: lines and transformers overheat, capacity
declines & outages
 Low temp: ice -> damage & outages
 Lightning: damage & outages
 Winds: damage & outages
 Flooding: damage & outages
ECONOMIC IMPACTS
Costs of not adapting
Adaptation options
Results of economic impact studies
COSTS OF NOT ADAPTING
Direct costs:
 Physical damage to infrastructure
 Reduced output and outages
 e.g. every 24 hours a 1 GW unit is shut down costs the owner $1.2
million (assuming $50/MWh)
Indirect costs:
 Outages that lead to wider blackouts can impose
substantial indirect costs
 Value of lost load in developed countries ranges from 200 to 960
million euros for a 24 hour blackout (based on lost output for a 1
GW plant) (Nooij et al. 2007, Tol 2007)
 Cumulative macroeconomic costs from physical
damage, need for additional capacity, outages, etc.
ADAPTATION OPTIONS
Investments in adaptation can avoid or
mitigate some costs
Options too numerous to catalogue here
General approaches fall within 3 categories
 Physical protection
 e.g. building sea walls and other earthworks to protect
coastal energy infrastructure from sea-level rise and
storm surges
 Alternative technologies
 e.g. dry cooling for thermal power plants
 Alternative operational strategies
 e.g. sophisticated computer modeling to better manage
hydropower resources under changing rainfall patterns
CC: DECENT COVERAGE IN
STUDIES
○ = not modelled
● = modelled Wind Solar Hydro Thermal Nuclear Grid Coal
Oil &
Gas
Higher mean
temperatures* ○ ○ ○ ● ● ● ○
Changes in rainfall
patterns ● ● ●
Changes in wind
patterns ●
Changes in average
insolation ●
CGE STUDIES: PRIMARILY
GRADUAL CLIMATE CHANGE
GDP impacts in most studies on the
order of -1% in 2050+ but up to -3%
With some assumptions about
adaptation investments, studies find that
GDP impacts can be close to zero
 Not based on specific adaptation measures, so
these results are questionable
Warmer regions tend to have a greater
impact than cooler regions
PARTIAL EQUILIBRIUM
STUDIES: CC
Results not in terms of GDP, but mostly
consistent with CGE results when
examining longer-term gradual climate
change
 ~1% increase in electricity demand in warmer countries
 ~1% decrease in demand in cooler countries
MODELING EXTREME
WEATHER EVENTS
Extreme weather events occur with a low
probability (perhaps increasing with CC) and
are difficult to model
One approach is to make a general assumption
about aggregate impacts of extreme weather
 Done in one study (Jochem and Schade et al. 2009)
Another approach is to develop probabilities of
events with varying intensity and
corresponding damages and include them
stochastically within a detailed technology-
based energy model
 To date, this approach has not been taken
EWE: VERY LIMITED COVERAGE
○ = not modelled
● = modelled Wind Solar Hydro Thermal Nuclear Grid Coal
Oil &
Gas
Lightning ○ ○ ○ ○ ○ ○
High winds ○ ○ ○ ○ ○ ○
Hailstorms ○
Sand storms and
dust ○ ○ ○
Extreme cold ○ ○ ○ ○ ○
Extreme heat*
○ ○ ● ● ● ● ○ ○
Floods ○ ○ ○ ○ ○ ○
Drought
● ● ● ○
Sea-level rise ○ ○ ○ ○
PARTIAL EQUILIBRIUM
MODELS: EWE
More significant impacts with extreme
weather
 Electricity prices in Nordic countries can
double over a 2 year period during a
hypothetical water shortage scenario (Bye et
al. 2006)
 A drought scenario in the US southwest can
lead to average monthly electricity prices that
are 8% (November) to 24% (July) higher
(DOE/NETL 2009)
 Boyd and Ibarraran 2009 evaluate drought
scenarios in Mexico and find that in 2026
generation output declines -2.1% but with
LIMITED STUDIES FOR
DEVELOPING COUNTRIES
Only a couple of studies of the impacts of
climate change and extreme weather in
developing countries
 Lucena et al. 2010 model reduced hydropower from
altered rainfall and rising temps that affect thermal
efficiency and energy demand
 CCEWE lead to needing an addition 153 to 162 TWh of
electricity per year
 Capital investment needed to cover generation amounts to
$48 to $51 billion … equivalent to 10 years of capital
expenditures in Brazil’s long-term energy plan
 An additional ~$7 billion per year also needed for operating
expenses
 Boyd and Ibarraran 2009 evaluate drought
scenarios in Mexico and find that in 2026
generation output declines -2.1% but with
adaptation can increase by 0.24%
OVERALL CONCLUSIONS
CC: mostly affects the resource base of
renewables
CC: the impacts on thermal and rest of supply
chain are not severe
CC + EWE: the impacts can be severe
throughout energy supply chain
 Although nuclear is generally resilient, the safety concerns
posed by EWEs must be taken seriously
The costs of CC + EWE have not been
adequately evaluated, particularly EWEs
 The limited studies on EWEs suggest that impacts can be
significant
 Few studies have been done on the CC + EWE impacts on the
LOOKING AHEAD
IAEA has begun a coordinated research project with
institutions in:
 Argentina
 Cuba
 Egypt
 China
 Ghana
 Pakistan
 Slovenia
 Sudan
Goal of the research is to identify vulnerabilities of
energy infrastructure in each country as well as cost-
effective adaptation options
THANK YOU!
Eric Williams
eric.lee.williams@gmail.com
EXTRA SLIDES
Study
Model
Type Climate Impacts Modeled Energy/Economic Impacts
Regi
ons
Sect
ors
Stud
ied
Bosello et
al. 2009 IAM
Rising temperatures/ changing demand for
energy; impacts from 4 other sectors/events
(Global, 2001 - 2050)
Change in GDP in 2050 due to rising temperatures and
changing energy demand: 0% to 0.75% (+1.2°C); -0.1% to
1.2% (+3.1°C) 14 4
Jorgenso
n et al.
2004 CGE
Rising temperatures/ changing demand for
energy; climate impacts from 3 other sectors
(USA, 2000 - 2100)
Optimistic adaptation: 4% to 6.7% higher energy
productivity per year (2000 – 2100); Output from
electricity: -6% in 2050; GDP is +0.7% (aggregate all
sectors, avg annual 2000 – 2100)
Pessimistic adaptation: 0.5% to 2.2% lower energy
productivity per year; Output from electricity: +2% in 2050;
GDP is -0.6% (aggregate impact all sectors) 1 35
Bosello et
al. 2007 CGE
Rising temperatures/ changing demand for
energy (Global, 2050)
Change in GDP in 2050 (perfect competition): -0.297% to
0.027%;
Change in GDP in 2050 (imperfect competition): -0.303% to
0.027% 8 1
Aaheim
et al.
2009 CGE
Change in precipitation -> share of hydro power;
rising temperatures/ changing demand for
energy ; impacts from 4 other sectors (Western
Europe, 2071 – 2100)
Impact from all sectors in 2100: GDP in cooler regions: -1%
to -0.25%
GDP in warmer regions: -3% to -0.5%
Adaptation can mitigate 80% to 85% of economic impact 8 11
Generation output in 2026: -2.1%
Refining output: -10.1%
Coal output: -7.8%
NG output: -2%
Crude oil output: +1.7%
GDP: -3%
With adaptation:
Generation output in 2026: 0.24%%
Refining output: 1.36%%
Coal output: 1.09%%

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CCEWE Impacts energy

  • 1. IMPACTS OF CLIMATE AND EXTREME WEATHER ON ENERGY INFRASTRUCTURE Eric Williams Energy / Environmental Economist International Atomic Energy Agency
  • 2. OVERVIEW Climate change (CC) & extreme weather event (EWE) impacts on energy system Economic impacts of CC & EWE in the energy sector
  • 3. CC & EWE Climate change (CC) = changes in mean and variability over decades:  Temperature  Precipitation  Wind patterns  Insolation  Sea level rise Extreme weather events (EWE) = event near the upper or lower end of the range of observed values (frequency, intensity, timing) of:  High/low temperature & precipitation  High winds/storms  Hail  Lightning, etc.
  • 4. CC & EWE IMPACTS ON ENERGY SYSTEM Extraction/Resource Transport Conversion Transmission & Distribution
  • 5. EXTRACTION/RESOURCE Coal and Uranium:  flooding open-pit mines  dust from coal stockpiles Oil & gas:  melting permafrost -> destabilizing equipment  sea level rise: inundating coastal and offshore sites  See level rise + winds: damage to onshore wells and offshore platforms Hydro:  higher evaporation losses  changes in water availability Wind:  changes in wind resource Solar:  changes in insolation
  • 6. TRANSPORT FROM SOURCE TO CONVERSION Ocean-going ships:  Less sea-ice = more opportunities for passage  Sea-level rise may affect ports and limit options for large vessels Inland ships:  Difficult passage for extreme low and extreme high water levels Rail & roads:  Freeze-thaw cycle leads to damage  High temp: tracks deform; roads soften  Low temp: RR switches freeze; roads crack Pipelines:  Low temp: can weaken/damage pipelines  High temp: increased corrosion and greater energy requirements for compression
  • 7. CONVERSION: THERMAL CC: temps increase  thermal efficiency decreases by 0.1 to 0.2% per 1 C° increase  cooling efficiency decreases: capacity loss of 1 – 2% per 1 C° increase CC + EWE:  Extreme temp: larger efficiency loss and cooling challenge  Drought: even less and warmer cooling water  Temp & drought: acute cooling problem  Winds: can damage cooling towers
  • 8. CONVERSION: NUCLEAR CC: same as thermal  Temps go up, thermal and cooling efficiency goes down CC + EWE:  Nuclear is a special case because of safety concerns related to EWEs  Although Fukushima was not climate- or weather- related, it highlighted the vulnerability of nuclear plants to events that were not considered in design and construction
  • 9. CONVERSION: NUCLEAR CC + EWE:  Nuclear plants are built to withstand 50- to 100-year extreme weather events, but as climate changes, past events may not predict the severity of future events  Nuclear plants are very complicated systems; many kinds of EWEs, when combined with an unknown design or construction flaw, can trigger safety systems and force a shutdown  Most nuclear plants rely on active safety systems powered by diesel generators; worst case scenario: an EWE forces a reactor shutdown while simultaneously, disrupting back up generators and grid interconnects
  • 10. CONVERSION: NUCLEAR Lightning: can short-circuit instrumentation, back-up gen connection, grid connection High winds: wind-generated missiles can damage buildings, back-up gen, knock out grid connection Extreme cold: ice clogging water cooling intake Extreme heat: if water for cooling is too hot, can force shutdown Flooding: coastal plants vulnerable to storm surge; inland plants vulnerable to river flooding; safety systems can be damaged
  • 11. CONVERSION: NUCLEAR Storm surges and sea-level rise in 2050:  Key:  Green: no flooding  Yellow: potential flooding  Orange: considerable flooding  Red: Site inundation  Grey: no data  Source: Kopytko 2007 St. Lucie Crystal River Turkey Point Sea- Brook Pil- grim Mill- stone Calvert Cliffs Sea Level Rise Nor’easter Category I Low Category I High Category II Category III Category IV Low Category IV High Category V
  • 12. CONVERSION: NUCLEAR IAEA’s International Reporting System (IRS)  88% of CC/EWE events affect 3 major systems  Water cooling: 28%  Electrical control systems: 27%  Transmission grid: 32%  Remainder of events were general (e.g. flooding) From 1980 – 1999, events are balanced between lightning (33%), winds (33%), and freezing (30%) In the 2000s, heat related events began to appear
  • 13. CONVERSION: OIL & GAS REFINERIES CC: sea level rise inundating coastal refineries CC + EWE:  Precipitation: flooding refineries  Winds: physical damage  Lightning: structural damage; fires
  • 14. CONVERSION: HYDRO CC:  Lower precipitation = lower long-term capacity and output
  • 15. CONVERSION: HYDRO CC + EWE:  Flooding: structural damage to dam wall or turbines from water force and debris  Flooding + winds: waves causing dam overflow
  • 16. CONVERSION: WIND CC:  Changes in the spatio-temporal wind resource distribution; mean wind power densities over Europe and NA likely within ±50% of current values  Less frequent icing with increasing temp  Lower precipitation: more dust deposition  Sea level rise: inundating coastal and offshore sites
  • 17. CONVERSION: WIND CC + EWE:  Winds: structural damage  Low temps + precipitation: ice formation on blades reducing efficiency; structural damage  Lightning: structural damage
  • 18. CONVERSION: SOLAR CC:  Increasing temp: lower PV and CSP efficiency  Changes in cloudiness and average insolation CC + EWE:  Increased precipitation, high winds, hail and high temperatures can each damage PV and CSP  Drought + winds: more sand and dust deposited on collectors, reducing efficiency of PV and CSP
  • 19. TRANSMISSION & DISTRIBUTIONRail, road, inland waterways, pipelines: same issues as transport from source to conversion Electric grid:  CC: decreasing transmission efficiency of 0.4% per 1 C° increase  CC + EWE:  High temp: lines and transformers overheat, capacity declines & outages  Low temp: ice -> damage & outages  Lightning: damage & outages  Winds: damage & outages  Flooding: damage & outages
  • 20. ECONOMIC IMPACTS Costs of not adapting Adaptation options Results of economic impact studies
  • 21. COSTS OF NOT ADAPTING Direct costs:  Physical damage to infrastructure  Reduced output and outages  e.g. every 24 hours a 1 GW unit is shut down costs the owner $1.2 million (assuming $50/MWh) Indirect costs:  Outages that lead to wider blackouts can impose substantial indirect costs  Value of lost load in developed countries ranges from 200 to 960 million euros for a 24 hour blackout (based on lost output for a 1 GW plant) (Nooij et al. 2007, Tol 2007)  Cumulative macroeconomic costs from physical damage, need for additional capacity, outages, etc.
  • 22. ADAPTATION OPTIONS Investments in adaptation can avoid or mitigate some costs Options too numerous to catalogue here General approaches fall within 3 categories  Physical protection  e.g. building sea walls and other earthworks to protect coastal energy infrastructure from sea-level rise and storm surges  Alternative technologies  e.g. dry cooling for thermal power plants  Alternative operational strategies  e.g. sophisticated computer modeling to better manage hydropower resources under changing rainfall patterns
  • 23. CC: DECENT COVERAGE IN STUDIES ○ = not modelled ● = modelled Wind Solar Hydro Thermal Nuclear Grid Coal Oil & Gas Higher mean temperatures* ○ ○ ○ ● ● ● ○ Changes in rainfall patterns ● ● ● Changes in wind patterns ● Changes in average insolation ●
  • 24. CGE STUDIES: PRIMARILY GRADUAL CLIMATE CHANGE GDP impacts in most studies on the order of -1% in 2050+ but up to -3% With some assumptions about adaptation investments, studies find that GDP impacts can be close to zero  Not based on specific adaptation measures, so these results are questionable Warmer regions tend to have a greater impact than cooler regions
  • 25. PARTIAL EQUILIBRIUM STUDIES: CC Results not in terms of GDP, but mostly consistent with CGE results when examining longer-term gradual climate change  ~1% increase in electricity demand in warmer countries  ~1% decrease in demand in cooler countries
  • 26. MODELING EXTREME WEATHER EVENTS Extreme weather events occur with a low probability (perhaps increasing with CC) and are difficult to model One approach is to make a general assumption about aggregate impacts of extreme weather  Done in one study (Jochem and Schade et al. 2009) Another approach is to develop probabilities of events with varying intensity and corresponding damages and include them stochastically within a detailed technology- based energy model  To date, this approach has not been taken
  • 27. EWE: VERY LIMITED COVERAGE ○ = not modelled ● = modelled Wind Solar Hydro Thermal Nuclear Grid Coal Oil & Gas Lightning ○ ○ ○ ○ ○ ○ High winds ○ ○ ○ ○ ○ ○ Hailstorms ○ Sand storms and dust ○ ○ ○ Extreme cold ○ ○ ○ ○ ○ Extreme heat* ○ ○ ● ● ● ● ○ ○ Floods ○ ○ ○ ○ ○ ○ Drought ● ● ● ○ Sea-level rise ○ ○ ○ ○
  • 28. PARTIAL EQUILIBRIUM MODELS: EWE More significant impacts with extreme weather  Electricity prices in Nordic countries can double over a 2 year period during a hypothetical water shortage scenario (Bye et al. 2006)  A drought scenario in the US southwest can lead to average monthly electricity prices that are 8% (November) to 24% (July) higher (DOE/NETL 2009)  Boyd and Ibarraran 2009 evaluate drought scenarios in Mexico and find that in 2026 generation output declines -2.1% but with
  • 29. LIMITED STUDIES FOR DEVELOPING COUNTRIES Only a couple of studies of the impacts of climate change and extreme weather in developing countries  Lucena et al. 2010 model reduced hydropower from altered rainfall and rising temps that affect thermal efficiency and energy demand  CCEWE lead to needing an addition 153 to 162 TWh of electricity per year  Capital investment needed to cover generation amounts to $48 to $51 billion … equivalent to 10 years of capital expenditures in Brazil’s long-term energy plan  An additional ~$7 billion per year also needed for operating expenses  Boyd and Ibarraran 2009 evaluate drought scenarios in Mexico and find that in 2026 generation output declines -2.1% but with adaptation can increase by 0.24%
  • 30. OVERALL CONCLUSIONS CC: mostly affects the resource base of renewables CC: the impacts on thermal and rest of supply chain are not severe CC + EWE: the impacts can be severe throughout energy supply chain  Although nuclear is generally resilient, the safety concerns posed by EWEs must be taken seriously The costs of CC + EWE have not been adequately evaluated, particularly EWEs  The limited studies on EWEs suggest that impacts can be significant  Few studies have been done on the CC + EWE impacts on the
  • 31. LOOKING AHEAD IAEA has begun a coordinated research project with institutions in:  Argentina  Cuba  Egypt  China  Ghana  Pakistan  Slovenia  Sudan Goal of the research is to identify vulnerabilities of energy infrastructure in each country as well as cost- effective adaptation options
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  • 37. Study Model Type Climate Impacts Modeled Energy/Economic Impacts Regi ons Sect ors Stud ied Bosello et al. 2009 IAM Rising temperatures/ changing demand for energy; impacts from 4 other sectors/events (Global, 2001 - 2050) Change in GDP in 2050 due to rising temperatures and changing energy demand: 0% to 0.75% (+1.2°C); -0.1% to 1.2% (+3.1°C) 14 4 Jorgenso n et al. 2004 CGE Rising temperatures/ changing demand for energy; climate impacts from 3 other sectors (USA, 2000 - 2100) Optimistic adaptation: 4% to 6.7% higher energy productivity per year (2000 – 2100); Output from electricity: -6% in 2050; GDP is +0.7% (aggregate all sectors, avg annual 2000 – 2100) Pessimistic adaptation: 0.5% to 2.2% lower energy productivity per year; Output from electricity: +2% in 2050; GDP is -0.6% (aggregate impact all sectors) 1 35 Bosello et al. 2007 CGE Rising temperatures/ changing demand for energy (Global, 2050) Change in GDP in 2050 (perfect competition): -0.297% to 0.027%; Change in GDP in 2050 (imperfect competition): -0.303% to 0.027% 8 1 Aaheim et al. 2009 CGE Change in precipitation -> share of hydro power; rising temperatures/ changing demand for energy ; impacts from 4 other sectors (Western Europe, 2071 – 2100) Impact from all sectors in 2100: GDP in cooler regions: -1% to -0.25% GDP in warmer regions: -3% to -0.5% Adaptation can mitigate 80% to 85% of economic impact 8 11 Generation output in 2026: -2.1% Refining output: -10.1% Coal output: -7.8% NG output: -2% Crude oil output: +1.7% GDP: -3% With adaptation: Generation output in 2026: 0.24%% Refining output: 1.36%% Coal output: 1.09%%