SlideShare ist ein Scribd-Unternehmen logo
1 von 52
Linking Energy Crisis with Climate Change
2016 ProSPER.Net Young Researchers School
Dr Ritu Mathur,
(Professor, TERI University)
February 2, 2016
What does climate science tell us?
Figure SPM.1b
Observed change in surface temperature 1901-2012
All Figures © IPCC 2013
Figure SPM.2
Observed change in annual precipitation over land
All Figures © IPCC 2013
What emission trends do we observe?
6
GHG emissions growth has accelerated
despite reduction efforts.
GHG emissions growth between 2000 and 2010 has been
larger than in the previous three decades.
7
Based on Figure 1.3
About half of cumulative anthropogenic CO2 emissions
between 1750 and 2010 have occurred in the last 40 years.
8
Based on Figure 5.3
Without additional mitigation, global mean surface temperature is
projected to increase by 3.7 to 4.8°C over the 21st century.
9
Based on WGII AR5 Figure 19.4
Stabilization of atmospheric concentrations requires moving
away from the baseline – regardless of the mitigation goal.
10
Based on Figure 6.7
Stabilization of atmospheric concentrations requires moving
away from the baseline – regardless of the mitigation goal.
11
~3°C
Based on Figure 6.7
Mitigation involves substantial upscaling of low-carbon
energy.
12
Mitigation involves substantial upscaling of low-carbon
energy.
13
Based on Figure 7.16
Mitigation can result in large co-benefits for human health
and other societal goals.
14
Mitigation can result in large co-benefits for human health
and other societal goals.
15
Based on Figures 6.33 and 12.23
• Energy security considerations
• Local air pollution concerns
• Health
Climate not the only driver of change…
Sector-specific policies have been more widely used than
economy-wide policies.
17
Based on Figure 10.15
Synergistic suggestions across studies
© OECD/IEA 2012
1. Create an investment climate of confidence
in clean energy
2. Unlock the incredible potential of energy
efficiency – “the hidden” fuel of the future
3. Accelerate innovation and public research,
development and demonstration (RD&D)
• Pace of change
• Fuels, technologies, infrastructure, materials,
behaviour, IT, skill sets
• Multitude of instruments
• Across all sectors
• Encompassing all stakeholders
Need for a paradigm shift ….
India’s Energy Choices,
Challenges & Implications
20
India’s Energy Snapshot
 Low per capita energy
consumption: 596 kgoe
(2011/12) (World average 1802
kgoe per capita)
 Per capita consumption of
electricity 884 kWh/annum
(2011/12) (World average: 3044
kWh/annum)
 80% of rural India dependent on
traditional fuels for cooking
 Fossil fuels account for about 70%
of the primary energy supply
Sustained economic growth and social development require increasing
energy use 21
Energy and Related Challenges
 Large under-served, yet aspiring, population
 Energy demand drivers accelerating rapidly
• Income levels
• Urbanisation
• Access to markets
o Financial
o Consumer goods
• High levels of mobility
• Digitally connected world
 Stagnating, if not declining, conventional energy resources
 Import dependence continually on the rise
• Fossil fuel import bill as a share of total export earnings has grown from
35% in 2001-02 to 60% in 2012-13
• Adverse impacts on our balance of payments, in 2012-13 India’s trade
balance deficit was around US$ 190 Billion
• Rising and volatile fuel prices
 Abundant, under-developed, renewable energy sources
22
GSDR Graphs & findings
23
India’s growth story:
Implications
• Can we reduce emissions in absolute terms?
• When should we peak?
• Retirements & economic life ?
• The use & throw culture versus recycling?
• Distributional effects of growth
• Access, quality, reliability of energy & services vs GDP
growth
• Impacts of Climate Change on Growth
24
Energy efficiency
• Improvements in appliance efficiency or
system-wide efficiencies
• Energy intensity residential sector – Japan case study
• Energy Efficiency or resource efficiency
(materials, water, energy….)
25
Rank by Historical responsibility
• Segregation of
mitigation
culpability into
historical and
current
• Historical
emissions caused
since the beginning
of industrialization
specifically by
developed
countries
• Indicator used: Per
capita cumulative
CO2 emissions
(1850-1989) Ton
CO2
26
Rank by Current responsibility
• Captures recent
trends (since
1990) in
emissions
• Per capita CO2
emissions (1990-
2011) Ton CO2e
• GHG emissions
(2011) Million
ton CO2e
• GHG intensity of
GDP (2011)
($/ton CO2e)
27
Adaptive capacity ranking
Indicators
• Water Security
• Food Security
• Health Risk
Resilience
• Urban Risk
Resilience
• Disaster Risk
Resilience
• Socio-
Economic
Capability
28
Ranking of risk
• Risk = Hazards *
Exposures *
Vulnerabilities [IPCC]
• Ricks categorized as
effects of Hydro-
Metero-Climatological
disasters
• HMC disasters- floods,
landslides, tropical
cyclones, typhoons etc.
• Data used at
Climatological scales-
over 30 years
29
Energy Access
Lighting
 It has been estimated that the annual
expenditure on kerosene for lighting by off-
grid and under-electrified households is
around USD 2.2 billion. Out of this, around
USD 1.8 billion is spent by rural households
Cooking
 Inefficient burning of biomass in traditional
cookstoves requiring higher quantities and
leading to pollution
 Indoor air pollution from burning of solid
fuels increases health risks
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
INDIA
ArunachalPradesh
Nagaland
Manipur
Mizoram
Tripura
Meghalaya
Assam
Sikkim
WestBengal
No lighting
Any other
Other oil
Solar
energy
Kerosene
Electricity
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
INDIA
ArunachalPradesh
Nagaland
Manipur
Mizoram
Tripura
Meghalaya
Assam
Sikkim
WestBengal
No cooking
Any other
Biogas
Electricity
LPG
Kerosene
Coal, Lignite,Charcoal
Cowdung cake
Crop residue
Firewood
Source: Census 2011 30
Deteriorating Air Quality
Regional scale air quality in India -2011 and projections for
Reference Scenario 2031
PM2.5 (2031: Winter)PM2.5 (2011: Winter)
 By 2011/12 most cities in the country had already exceeded the ambient air quality standard
 In 2011/12, mortality from PM 2.5 was 5.73 lakhs
 In future, the air quality worsens increasing the mortality to 33.6 lakhs (2031/32)
Source: TERI’s Integrated MARKAL, WRF, CMAQ Models Results
31
India’s Energy Requirements in a Reference
Scenario
• Primary energy supply increases from 717 (2011/12) mtoe to 1950 mtoe (2031/32); coal followed by oil remain
the two dominant energy sources
• Final energy demand rises from 549 mtoe (2011/12) to 1460 mtoe (2031/32), an increase of about 2.7 times in
20 years
• Industry sector continues to remain the major energy consumer ( 40%- 48%), and the share of transport sector
rises from 16% (2011/12) to 25% ( 2031/32)
Primary Energy Requirement Final Energy Demand
Source: TERI’s MARKAL Model Results
32
0
200
400
600
800
1000
1200
1400
1600
2011/12 2016/17 2021/22 2026/27 2031/32
Mtoe
Agriculture
Commercial
Residential
Transport
Industry
0
200
400
600
800
1000
1200
1400
1600
1800
2000
2011/12 2016/17 2021/22 2026/27 2031/32
Mtoe
Traditional Biomass
Liquid Biofuel
Tidal
Geothermal
Waste to Energy
Biomass based Power
Wind
Solar
Hydro
Nuclear
Natural Gas
Oil
Coal
Energy Security Driven
Scenarios
Scenarios Storyline
Energy Security Moderate
(ESM)
A determined effort is provided here for efficiency improvements
both on the supply and demand sides, an accelerated push for
diversifying the energy mix, increasing renewables, and
penetration of new technologies. Efforts are made to increase
domestic production.
Energy Security Ambitious
(ESA)
Energy security concerns, are paramount here. The main
objective being to drastically reduce the energy imports of the
country by 2031. This entails faster implementation of efficiency
measures, rapid penetration of new technologies, and increased
electrification of the economy. The role of renewables is crucial in
this scenario.
33
Primary Energy Growth
• The ESM reflects a
saving of 17% while
the ESA reflects a
saving of 26% in
2031/32 when
compared to the RES
levels
• The share of new
renewable energy
increases to 3% in
ESM and 7% in ESA
compared to 2% in
RES in 2031/32
• The share of fossil
fuels in the RES stands
at 83%, while in the
ESM it drops to 79%
and in the ESA to 74%
by 2031/32
Source: TERI’s MARKAL Model Results
34
0
200
400
600
800
1000
1200
1400
1600
1800
2000
RES ESM ESA RES ESM ESA RES ESM ESA
2011/12 2021/22 2031/32
Mtoe
Traditional Biomass
Liquid Biofuel
Tidal
Geothermal
Waste to Energy
Biomass based Power
Wind
Solar
Hydro
Nuclear
Natural Gas
Oil
Coal
Imports
 Coal imports see a drop of over
700MT in the alternate
scenarios as compared to the
RES levels in 2031/32
 Oil imports drop by 140MT in
ESM and become less than half
of the RES levels in the ESA in
2031/32
 In the ESM, gas imports are
lower than the RES levels in
2031/32, however, in the ESA
gas imports see an increase of
around 60 BCM. This is because
Natural Gas is seen as a bridge
fuel in the move towards a less
import dependent, secure, and
cleaner economy.
2012/13 2031/32
RES ESM ESA
Coal ( MT) 135 1012 306 203
Gas (BCM) 13.7 76 56 136
Oil (MT) 147 481 341 222
Source: Coal Controller of India, 2012-13; Ministry of Petroleum and Natural Gas, 2012-13, TERI’s
MARKAL Model Results
35
Electricity Sector: Projections
 Share of RE in the generation capacity mix rises from 9% (2011/12) to 23% in ESM and to 31%
in ESA as compared to 17% in RES (2031/32)
 Share of coal based generation capacity reduces from 52% (2011/12) to 50% in ESM, 32% in
ESA, as compared to an increase to 62% in RES (2031/32) Source: TERI’s MARKAL Model Results
36
0
100
200
300
400
500
600
700
800
900
1000
RES ESM ESA
2031/32
GW
Tidal
Geothermal
Waste
Biomass
Solar thermal
Solar PV
Wind Offshore
Wind Onshore
Nuclear
Hydro
Diesel
Gas
Coal
…RE Power Sector Development
 Promoting solar power generation
 Development of solar parks on the lines of SEZs
 Strategic plan for developing competitive domestic industry
 National level policy and regulatory guidelines for roof top solar power plants
 Compensation to utilities
 Inclusion of energy storage to reduce loss due to non availability of grid
 Policy for new constructions to have roof top solar (especially for large buildings)
124
210
352
0 50 100 150 200 250 300 350 400
GW
Technical Potential Economic Potential Market Potential
Market potential for rooftop SPV is 124 GW based on current
build up area
Source- TERI study
All-India Rooftop SPV Potential
37
Industry Sector: Projections
 Energy demand in the sector rises from 221 mtoe ( 2011/12) to 697 mtoe (2031/32), with
around 60% share of coal in the RES
 The ESM reflects a saving of 12% (2031/32) and the ESA that of 17% (2031/32) in comparison to
the RES
 The ESA sees a drop in the usage of coal and petroleum fuels with gas being used as a bridge fuel
Source: TERI’s MARKAL Model Results 38
0
100
200
300
400
500
600
700
800
RES ESM ESA
2031/32
Mtoe
Biomass
Grid Electrcitiy
Petroleum Products
Natural Gas
Coal
Transport Sector: Projections
 The energy demand of the sector grows over four times from 86 mtoe (2011/12) to 360
mtoe (2031/32) in the RES, with a share of around 96% of petroleum products
 The ESM shows a saving of 21% in the ESM and 29% in the ESA by 2031/32
 While in the RES biofuels comprise of only 2% of the energy mix, in the ESA this rises to
15% ( 2031/32), thus reducing the use of petroleum products by almost half
Source: TERI’s MARKAL Model Results
39
0
50
100
150
200
250
300
350
400
RES ESM ESA
2031/32
Mtoe
Electricity
Bio fuels
CNG
Petroleum Fuel
Residential and Commercial Sector:
Projections
 Energy demand of the commercial sector grows at an annual rate of around 8%
 The energy demand ( including biomass) of the residential and commercial sector grows from
221 mtoe ( 2011/12) to 346 mtoe (2031/32)
 The ESM reflects a saving of 9%, while the ESA reflects a saving of 15% by 2031/32, with intense
electrification of the energy use
 Traditional biomass continues dominate the energy mix of the residential sector even in 2031/32
Source: TERI’s MARKAL Model Results
40
0
50
100
150
200
250
300
350
400
RES ESM ESA
2031/32
Mtoe
Traditional
Biomass
Electricity
Natural Gas
Petroleum Fuels
..Future Actions: Kerosene to solar lantern
transition
 Of the 77 million off-grid
households in India, the
estimated dissemination of solar
products comes out be just 4 to 5
per cent
 In almost 2 years, it is possible to
have complete transition from
kerosene to solar energy for
lighting off grid households in India
41
Agriculture Sector: Projections
 The energy demand rises from 21 mtoe (2011) to 58 mtoe (2031) in the RES
 The ESM reflects an energy saving of 36%, and the ESA that of 51% in 2031
 In ESA we see a fall by ten times in the use of petroleum product in the sector as compared to the
RES (2031)
 Electrification of the sector in both ESM and ESA is coupled with penetration of energy efficiency
at varying rates
0
10
20
30
40
50
60
70
RES ESM ESA
2031/32
Mtoe
Electricity
Petroleum Products
Source: TERI’s MARKAL Model Results
42
Agriculture: Future Actions
43
Reduced Emissions and Emission Intensity
 In the RES, the CO2 emission levels rise from 1.7 billion tonnes ( 2011/12) to 5.5 billion tonne
(2031/32)
 In the ESM, the levels stand at 4.3 ( 2031/32) billion tonnes reflecting a per capita of 2.90 tonne
 In the ESA, the levels further fall to 3.5 (2031/32) billion tonne translating to 2.32 tonne per
capita
 The ESA also shows an emission intensity reduction of 33% by 2021/22, and 57% by 2031/32 in
comparison to the 2006/07 levels ( RES levels: 23% by 2021/22 and 32% by 2031/32)
44Source: TERI’s MARKAL Model Results
0
1
2
3
4
5
6
2011/12 2016/17 2021/22 2026/27 2031/32
Billiontonne
RES
ESM
ESA
0.0100
0.0150
0.0200
0.0250
0.0300
0.0350
0.0400
2011/12 2016/17 2021/22 2026/27 2031/32Kg/INR
RES
ESM
ESA
Key Recommendations
45
Key take-aways
• Tapping of energy efficiency space across sectors essential
• Electrification of all sectors important
• Shift to renewables to the extent possible
• Clean and advanced coal and gas technologies for power
Way forward
• Policy led market creation
• Energy pricing reforms [Rationalize prices to provide correct
signals & ensure affordable & clean energy]
• Readiness for Absorption of Energy Saving Technologies
• Adaptation & Innovation in Indian context
• Policy space needs to provide clarity to investors
• Fundamental need to plan for sustainable cities
• R&D
Key Recommendations
 Need long-term, integrated energy policy with clarity on
directional pathways for energy development
 Strengthen the regulatory framework to:
 Function independently and in long-term interests
 Develop pricing frameworks that meet energy security
objectives
 Encourage efficiency/demand management
 Set up a Committee to review options for phasing out obsolete,
inefficient infrastructure AND for preparing shape of future
energy infrastructure
Key Recommendations
 Recognise the synergistic interdependence between energy
sector development and other sectors
Urban
Health
Water
Food
 Importantly, recognise the job creation opportunities of
decentralised, distributed energy generation, particularly in
support of energy access and the SME sector
Key Recommendations
 Immediate re-design of energy and related subsidies to
promote efficiency and right-choice for consumers
 Manifold increase in R&D at technical and policy levels to
support desired transitions
In Sum!
51
“Speed in irrelevant if you are
going in the wrong direction.”
- Mahatma
Gandhi
Thank you for your
attention….

Weitere ähnliche Inhalte

Was ist angesagt?

Climate change
Climate changeClimate change
Climate change
Elaine Yu
 
India, Cdm And Kyoto Protocol
India, Cdm And Kyoto ProtocolIndia, Cdm And Kyoto Protocol
India, Cdm And Kyoto Protocol
Ratnesh Jaiswal
 
Energy security- Geography
Energy security- GeographyEnergy security- Geography
Energy security- Geography
anicholls1234
 

Was ist angesagt? (20)

kyoto protocol & its impact on india
kyoto protocol & its impact on indiakyoto protocol & its impact on india
kyoto protocol & its impact on india
 
carbon credits
carbon creditscarbon credits
carbon credits
 
Global warming
Global warmingGlobal warming
Global warming
 
Extent of climate change over India & its projected impact on Indian agricult...
Extent of climate change over India & its projected impact on Indian agricult...Extent of climate change over India & its projected impact on Indian agricult...
Extent of climate change over India & its projected impact on Indian agricult...
 
Climate change and Paris Agreement
Climate change and Paris AgreementClimate change and Paris Agreement
Climate change and Paris Agreement
 
Climate change and electricity generation
Climate change and electricity generationClimate change and electricity generation
Climate change and electricity generation
 
Climate change
Climate change  Climate change
Climate change
 
Climate Change UNFCCC
Climate Change UNFCCCClimate Change UNFCCC
Climate Change UNFCCC
 
Global Energy Challenge
Global Energy ChallengeGlobal Energy Challenge
Global Energy Challenge
 
Climate change
Climate changeClimate change
Climate change
 
India, Cdm And Kyoto Protocol
India, Cdm And Kyoto ProtocolIndia, Cdm And Kyoto Protocol
India, Cdm And Kyoto Protocol
 
Climate change
Climate changeClimate change
Climate change
 
Global warming
Global warmingGlobal warming
Global warming
 
Climate change
Climate changeClimate change
Climate change
 
Climate Change
Climate ChangeClimate Change
Climate Change
 
Theme 4 - Climate Change Mitigation and Adaptation
Theme 4 - Climate Change Mitigation and AdaptationTheme 4 - Climate Change Mitigation and Adaptation
Theme 4 - Climate Change Mitigation and Adaptation
 
Adapting to Climate Change
Adapting to Climate Change Adapting to Climate Change
Adapting to Climate Change
 
21. Climate Change: The Paris Climate Agreement
21. Climate Change: The Paris Climate Agreement21. Climate Change: The Paris Climate Agreement
21. Climate Change: The Paris Climate Agreement
 
Environmental Governance
Environmental GovernanceEnvironmental Governance
Environmental Governance
 
Energy security- Geography
Energy security- GeographyEnergy security- Geography
Energy security- Geography
 

Ähnlich wie Linking the energy crisis with climate change, Ritu Mathu, TERI University, India

HEC Presentation about IPEEC and EE
HEC Presentation about IPEEC and EEHEC Presentation about IPEEC and EE
HEC Presentation about IPEEC and EE
nooone
 

Ähnlich wie Linking the energy crisis with climate change, Ritu Mathu, TERI University, India (20)

Opening plenary Key Trends and Future Potential in Energy Sector Mitigation b...
Opening plenary Key Trends and Future Potential in Energy Sector Mitigation b...Opening plenary Key Trends and Future Potential in Energy Sector Mitigation b...
Opening plenary Key Trends and Future Potential in Energy Sector Mitigation b...
 
CCXG March 2019 Laura Cozzi IEA Insights Flagship Products
CCXG March 2019 Laura Cozzi IEA Insights Flagship ProductsCCXG March 2019 Laura Cozzi IEA Insights Flagship Products
CCXG March 2019 Laura Cozzi IEA Insights Flagship Products
 
Sustainable energy for the world
Sustainable energy for the worldSustainable energy for the world
Sustainable energy for the world
 
Energy: Current Situation and Trends. From Global to Local
Energy: Current Situation and Trends. From Global to LocalEnergy: Current Situation and Trends. From Global to Local
Energy: Current Situation and Trends. From Global to Local
 
Mitigation - The Energy Dimension - Dr B. O'Gallachoir - EPA CC June 2010
Mitigation - The Energy Dimension - Dr B. O'Gallachoir  - EPA CC June 2010Mitigation - The Energy Dimension - Dr B. O'Gallachoir  - EPA CC June 2010
Mitigation - The Energy Dimension - Dr B. O'Gallachoir - EPA CC June 2010
 
Energy Transition(s): where are we?
Energy Transition(s): where are we?Energy Transition(s): where are we?
Energy Transition(s): where are we?
 
Energy power shift 09_2016
Energy power shift 09_2016 Energy power shift 09_2016
Energy power shift 09_2016
 
HEC Presentation about IPEEC and EE
HEC Presentation about IPEEC and EEHEC Presentation about IPEEC and EE
HEC Presentation about IPEEC and EE
 
Energy Efficiency
Energy EfficiencyEnergy Efficiency
Energy Efficiency
 
Energy Reimagined - Influencing outcomes of the future of energy mix
Energy Reimagined - Influencing outcomes of the future of energy mixEnergy Reimagined - Influencing outcomes of the future of energy mix
Energy Reimagined - Influencing outcomes of the future of energy mix
 
Waste heat recovery dynamics an analogy of electricity generation & emiss...
Waste heat recovery dynamics an analogy of electricity generation & emiss...Waste heat recovery dynamics an analogy of electricity generation & emiss...
Waste heat recovery dynamics an analogy of electricity generation & emiss...
 
Yuko Kanamori.pdf
Yuko Kanamori.pdfYuko Kanamori.pdf
Yuko Kanamori.pdf
 
ENV GLOBAL FORUM OCT 2016 - Session 3 - Timur Gül
ENV GLOBAL FORUM OCT 2016 - Session 3 - Timur GülENV GLOBAL FORUM OCT 2016 - Session 3 - Timur Gül
ENV GLOBAL FORUM OCT 2016 - Session 3 - Timur Gül
 
GGSD 2019 Forum - Opening session - Keynote presentation
GGSD 2019 Forum -  Opening session - Keynote presentationGGSD 2019 Forum -  Opening session - Keynote presentation
GGSD 2019 Forum - Opening session - Keynote presentation
 
Energy and environmental impacts of biomass use in the residential Sector: a ...
Energy and environmental impacts of biomass use in the residential Sector: a ...Energy and environmental impacts of biomass use in the residential Sector: a ...
Energy and environmental impacts of biomass use in the residential Sector: a ...
 
2017 Melchett Lecture
2017 Melchett Lecture2017 Melchett Lecture
2017 Melchett Lecture
 
Renewable Energy Essay
Renewable Energy EssayRenewable Energy Essay
Renewable Energy Essay
 
FICCI-IIFA Global Business Forum Presentation (April 24, 2014)
FICCI-IIFA Global Business Forum Presentation (April 24, 2014)FICCI-IIFA Global Business Forum Presentation (April 24, 2014)
FICCI-IIFA Global Business Forum Presentation (April 24, 2014)
 
Energy
EnergyEnergy
Energy
 
Universal Electrification Development Strategies for Ethiopia
Universal Electrification Development Strategies for EthiopiaUniversal Electrification Development Strategies for Ethiopia
Universal Electrification Development Strategies for Ethiopia
 

Mehr von ESD UNU-IAS

Mehr von ESD UNU-IAS (20)

FACTORIA 4.7 - Ibero-American Platform On Education For Sustainable Development
FACTORIA 4.7 - Ibero-American Platform On Education For Sustainable Development FACTORIA 4.7 - Ibero-American Platform On Education For Sustainable Development
FACTORIA 4.7 - Ibero-American Platform On Education For Sustainable Development
 
Proyecto Boost - Promoting Environmental Education For Sustainability in the ...
Proyecto Boost - Promoting Environmental Education For Sustainability in the ...Proyecto Boost - Promoting Environmental Education For Sustainability in the ...
Proyecto Boost - Promoting Environmental Education For Sustainability in the ...
 
Aprendiztegi
Aprendiztegi Aprendiztegi
Aprendiztegi
 
Educational Community In Exile Without Institutional Support
Educational Community In Exile Without Institutional SupportEducational Community In Exile Without Institutional Support
Educational Community In Exile Without Institutional Support
 
Vemo-nos no Monte (See You in the Forest)
Vemo-nos no Monte (See You in the Forest)Vemo-nos no Monte (See You in the Forest)
Vemo-nos no Monte (See You in the Forest)
 
RCE South Poland
RCE South PolandRCE South Poland
RCE South Poland
 
How Do We Build A Movement For Change
How Do We Build A Movement For Change How Do We Build A Movement For Change
How Do We Build A Movement For Change
 
The Role of the Human Dimension in Promoting Education for Sustainable Develo...
The Role of the Human Dimension in Promoting Education for Sustainable Develo...The Role of the Human Dimension in Promoting Education for Sustainable Develo...
The Role of the Human Dimension in Promoting Education for Sustainable Develo...
 
Araban Zu Zero – Climate Footprint Calculator
Araban Zu Zero – Climate Footprint CalculatorAraban Zu Zero – Climate Footprint Calculator
Araban Zu Zero – Climate Footprint Calculator
 
Pedagogy Of Hope
Pedagogy Of HopePedagogy Of Hope
Pedagogy Of Hope
 
The 15 Critical Uncertainties Taken Into Consideration
The 15 Critical Uncertainties Taken Into ConsiderationThe 15 Critical Uncertainties Taken Into Consideration
The 15 Critical Uncertainties Taken Into Consideration
 
How Can We Support Education Professionals in (Re)Designing Education for Sus...
How Can We Support Education Professionals in (Re)Designing Education for Sus...How Can We Support Education Professionals in (Re)Designing Education for Sus...
How Can We Support Education Professionals in (Re)Designing Education for Sus...
 
Monitoring and Evaluating Education for Sustainable Development
Monitoring and Evaluating Education for Sustainable DevelopmentMonitoring and Evaluating Education for Sustainable Development
Monitoring and Evaluating Education for Sustainable Development
 
Inner Development Goals (IDGs)
Inner Development Goals (IDGs)Inner Development Goals (IDGs)
Inner Development Goals (IDGs)
 
Role of Youth in Climate Action: Creating a Multistakeholdership in Japan
Role of Youth in Climate Action: Creating a Multistakeholdership in JapanRole of Youth in Climate Action: Creating a Multistakeholdership in Japan
Role of Youth in Climate Action: Creating a Multistakeholdership in Japan
 
Intersectional Approach to Uplift the Vulnerable
Intersectional Approach to Uplift the VulnerableIntersectional Approach to Uplift the Vulnerable
Intersectional Approach to Uplift the Vulnerable
 
Stakeholder Identification in Net Zero Initiatives
Stakeholder Identification in Net Zero InitiativesStakeholder Identification in Net Zero Initiatives
Stakeholder Identification in Net Zero Initiatives
 
Result Based Project Design
Result Based Project DesignResult Based Project Design
Result Based Project Design
 
Zeroing MY Foodprint - Transitioning the Carbon Loop of Food Waste to Net Zero
Zeroing MY Foodprint - Transitioning the Carbon Loop of Food Waste to Net ZeroZeroing MY Foodprint - Transitioning the Carbon Loop of Food Waste to Net Zero
Zeroing MY Foodprint - Transitioning the Carbon Loop of Food Waste to Net Zero
 
Towards Jakarta Net Zero by 2050
Towards Jakarta Net Zero by 2050Towards Jakarta Net Zero by 2050
Towards Jakarta Net Zero by 2050
 

Kürzlich hochgeladen

The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
heathfieldcps1
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
Chris Hunter
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
QucHHunhnh
 
Gardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch LetterGardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch Letter
MateoGardella
 

Kürzlich hochgeladen (20)

Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptx
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Gardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch LetterGardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch Letter
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 

Linking the energy crisis with climate change, Ritu Mathu, TERI University, India

  • 1. Linking Energy Crisis with Climate Change 2016 ProSPER.Net Young Researchers School Dr Ritu Mathur, (Professor, TERI University) February 2, 2016
  • 2. What does climate science tell us?
  • 3. Figure SPM.1b Observed change in surface temperature 1901-2012 All Figures © IPCC 2013
  • 4. Figure SPM.2 Observed change in annual precipitation over land All Figures © IPCC 2013
  • 5. What emission trends do we observe?
  • 6. 6 GHG emissions growth has accelerated despite reduction efforts.
  • 7. GHG emissions growth between 2000 and 2010 has been larger than in the previous three decades. 7 Based on Figure 1.3
  • 8. About half of cumulative anthropogenic CO2 emissions between 1750 and 2010 have occurred in the last 40 years. 8 Based on Figure 5.3
  • 9. Without additional mitigation, global mean surface temperature is projected to increase by 3.7 to 4.8°C over the 21st century. 9 Based on WGII AR5 Figure 19.4
  • 10. Stabilization of atmospheric concentrations requires moving away from the baseline – regardless of the mitigation goal. 10 Based on Figure 6.7
  • 11. Stabilization of atmospheric concentrations requires moving away from the baseline – regardless of the mitigation goal. 11 ~3°C Based on Figure 6.7
  • 12. Mitigation involves substantial upscaling of low-carbon energy. 12
  • 13. Mitigation involves substantial upscaling of low-carbon energy. 13 Based on Figure 7.16
  • 14. Mitigation can result in large co-benefits for human health and other societal goals. 14
  • 15. Mitigation can result in large co-benefits for human health and other societal goals. 15 Based on Figures 6.33 and 12.23
  • 16. • Energy security considerations • Local air pollution concerns • Health Climate not the only driver of change…
  • 17. Sector-specific policies have been more widely used than economy-wide policies. 17 Based on Figure 10.15
  • 18. Synergistic suggestions across studies © OECD/IEA 2012 1. Create an investment climate of confidence in clean energy 2. Unlock the incredible potential of energy efficiency – “the hidden” fuel of the future 3. Accelerate innovation and public research, development and demonstration (RD&D)
  • 19. • Pace of change • Fuels, technologies, infrastructure, materials, behaviour, IT, skill sets • Multitude of instruments • Across all sectors • Encompassing all stakeholders Need for a paradigm shift ….
  • 21. India’s Energy Snapshot  Low per capita energy consumption: 596 kgoe (2011/12) (World average 1802 kgoe per capita)  Per capita consumption of electricity 884 kWh/annum (2011/12) (World average: 3044 kWh/annum)  80% of rural India dependent on traditional fuels for cooking  Fossil fuels account for about 70% of the primary energy supply Sustained economic growth and social development require increasing energy use 21
  • 22. Energy and Related Challenges  Large under-served, yet aspiring, population  Energy demand drivers accelerating rapidly • Income levels • Urbanisation • Access to markets o Financial o Consumer goods • High levels of mobility • Digitally connected world  Stagnating, if not declining, conventional energy resources  Import dependence continually on the rise • Fossil fuel import bill as a share of total export earnings has grown from 35% in 2001-02 to 60% in 2012-13 • Adverse impacts on our balance of payments, in 2012-13 India’s trade balance deficit was around US$ 190 Billion • Rising and volatile fuel prices  Abundant, under-developed, renewable energy sources 22
  • 23. GSDR Graphs & findings 23
  • 24. India’s growth story: Implications • Can we reduce emissions in absolute terms? • When should we peak? • Retirements & economic life ? • The use & throw culture versus recycling? • Distributional effects of growth • Access, quality, reliability of energy & services vs GDP growth • Impacts of Climate Change on Growth 24
  • 25. Energy efficiency • Improvements in appliance efficiency or system-wide efficiencies • Energy intensity residential sector – Japan case study • Energy Efficiency or resource efficiency (materials, water, energy….) 25
  • 26. Rank by Historical responsibility • Segregation of mitigation culpability into historical and current • Historical emissions caused since the beginning of industrialization specifically by developed countries • Indicator used: Per capita cumulative CO2 emissions (1850-1989) Ton CO2 26
  • 27. Rank by Current responsibility • Captures recent trends (since 1990) in emissions • Per capita CO2 emissions (1990- 2011) Ton CO2e • GHG emissions (2011) Million ton CO2e • GHG intensity of GDP (2011) ($/ton CO2e) 27
  • 28. Adaptive capacity ranking Indicators • Water Security • Food Security • Health Risk Resilience • Urban Risk Resilience • Disaster Risk Resilience • Socio- Economic Capability 28
  • 29. Ranking of risk • Risk = Hazards * Exposures * Vulnerabilities [IPCC] • Ricks categorized as effects of Hydro- Metero-Climatological disasters • HMC disasters- floods, landslides, tropical cyclones, typhoons etc. • Data used at Climatological scales- over 30 years 29
  • 30. Energy Access Lighting  It has been estimated that the annual expenditure on kerosene for lighting by off- grid and under-electrified households is around USD 2.2 billion. Out of this, around USD 1.8 billion is spent by rural households Cooking  Inefficient burning of biomass in traditional cookstoves requiring higher quantities and leading to pollution  Indoor air pollution from burning of solid fuels increases health risks 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% INDIA ArunachalPradesh Nagaland Manipur Mizoram Tripura Meghalaya Assam Sikkim WestBengal No lighting Any other Other oil Solar energy Kerosene Electricity 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% INDIA ArunachalPradesh Nagaland Manipur Mizoram Tripura Meghalaya Assam Sikkim WestBengal No cooking Any other Biogas Electricity LPG Kerosene Coal, Lignite,Charcoal Cowdung cake Crop residue Firewood Source: Census 2011 30
  • 31. Deteriorating Air Quality Regional scale air quality in India -2011 and projections for Reference Scenario 2031 PM2.5 (2031: Winter)PM2.5 (2011: Winter)  By 2011/12 most cities in the country had already exceeded the ambient air quality standard  In 2011/12, mortality from PM 2.5 was 5.73 lakhs  In future, the air quality worsens increasing the mortality to 33.6 lakhs (2031/32) Source: TERI’s Integrated MARKAL, WRF, CMAQ Models Results 31
  • 32. India’s Energy Requirements in a Reference Scenario • Primary energy supply increases from 717 (2011/12) mtoe to 1950 mtoe (2031/32); coal followed by oil remain the two dominant energy sources • Final energy demand rises from 549 mtoe (2011/12) to 1460 mtoe (2031/32), an increase of about 2.7 times in 20 years • Industry sector continues to remain the major energy consumer ( 40%- 48%), and the share of transport sector rises from 16% (2011/12) to 25% ( 2031/32) Primary Energy Requirement Final Energy Demand Source: TERI’s MARKAL Model Results 32 0 200 400 600 800 1000 1200 1400 1600 2011/12 2016/17 2021/22 2026/27 2031/32 Mtoe Agriculture Commercial Residential Transport Industry 0 200 400 600 800 1000 1200 1400 1600 1800 2000 2011/12 2016/17 2021/22 2026/27 2031/32 Mtoe Traditional Biomass Liquid Biofuel Tidal Geothermal Waste to Energy Biomass based Power Wind Solar Hydro Nuclear Natural Gas Oil Coal
  • 33. Energy Security Driven Scenarios Scenarios Storyline Energy Security Moderate (ESM) A determined effort is provided here for efficiency improvements both on the supply and demand sides, an accelerated push for diversifying the energy mix, increasing renewables, and penetration of new technologies. Efforts are made to increase domestic production. Energy Security Ambitious (ESA) Energy security concerns, are paramount here. The main objective being to drastically reduce the energy imports of the country by 2031. This entails faster implementation of efficiency measures, rapid penetration of new technologies, and increased electrification of the economy. The role of renewables is crucial in this scenario. 33
  • 34. Primary Energy Growth • The ESM reflects a saving of 17% while the ESA reflects a saving of 26% in 2031/32 when compared to the RES levels • The share of new renewable energy increases to 3% in ESM and 7% in ESA compared to 2% in RES in 2031/32 • The share of fossil fuels in the RES stands at 83%, while in the ESM it drops to 79% and in the ESA to 74% by 2031/32 Source: TERI’s MARKAL Model Results 34 0 200 400 600 800 1000 1200 1400 1600 1800 2000 RES ESM ESA RES ESM ESA RES ESM ESA 2011/12 2021/22 2031/32 Mtoe Traditional Biomass Liquid Biofuel Tidal Geothermal Waste to Energy Biomass based Power Wind Solar Hydro Nuclear Natural Gas Oil Coal
  • 35. Imports  Coal imports see a drop of over 700MT in the alternate scenarios as compared to the RES levels in 2031/32  Oil imports drop by 140MT in ESM and become less than half of the RES levels in the ESA in 2031/32  In the ESM, gas imports are lower than the RES levels in 2031/32, however, in the ESA gas imports see an increase of around 60 BCM. This is because Natural Gas is seen as a bridge fuel in the move towards a less import dependent, secure, and cleaner economy. 2012/13 2031/32 RES ESM ESA Coal ( MT) 135 1012 306 203 Gas (BCM) 13.7 76 56 136 Oil (MT) 147 481 341 222 Source: Coal Controller of India, 2012-13; Ministry of Petroleum and Natural Gas, 2012-13, TERI’s MARKAL Model Results 35
  • 36. Electricity Sector: Projections  Share of RE in the generation capacity mix rises from 9% (2011/12) to 23% in ESM and to 31% in ESA as compared to 17% in RES (2031/32)  Share of coal based generation capacity reduces from 52% (2011/12) to 50% in ESM, 32% in ESA, as compared to an increase to 62% in RES (2031/32) Source: TERI’s MARKAL Model Results 36 0 100 200 300 400 500 600 700 800 900 1000 RES ESM ESA 2031/32 GW Tidal Geothermal Waste Biomass Solar thermal Solar PV Wind Offshore Wind Onshore Nuclear Hydro Diesel Gas Coal
  • 37. …RE Power Sector Development  Promoting solar power generation  Development of solar parks on the lines of SEZs  Strategic plan for developing competitive domestic industry  National level policy and regulatory guidelines for roof top solar power plants  Compensation to utilities  Inclusion of energy storage to reduce loss due to non availability of grid  Policy for new constructions to have roof top solar (especially for large buildings) 124 210 352 0 50 100 150 200 250 300 350 400 GW Technical Potential Economic Potential Market Potential Market potential for rooftop SPV is 124 GW based on current build up area Source- TERI study All-India Rooftop SPV Potential 37
  • 38. Industry Sector: Projections  Energy demand in the sector rises from 221 mtoe ( 2011/12) to 697 mtoe (2031/32), with around 60% share of coal in the RES  The ESM reflects a saving of 12% (2031/32) and the ESA that of 17% (2031/32) in comparison to the RES  The ESA sees a drop in the usage of coal and petroleum fuels with gas being used as a bridge fuel Source: TERI’s MARKAL Model Results 38 0 100 200 300 400 500 600 700 800 RES ESM ESA 2031/32 Mtoe Biomass Grid Electrcitiy Petroleum Products Natural Gas Coal
  • 39. Transport Sector: Projections  The energy demand of the sector grows over four times from 86 mtoe (2011/12) to 360 mtoe (2031/32) in the RES, with a share of around 96% of petroleum products  The ESM shows a saving of 21% in the ESM and 29% in the ESA by 2031/32  While in the RES biofuels comprise of only 2% of the energy mix, in the ESA this rises to 15% ( 2031/32), thus reducing the use of petroleum products by almost half Source: TERI’s MARKAL Model Results 39 0 50 100 150 200 250 300 350 400 RES ESM ESA 2031/32 Mtoe Electricity Bio fuels CNG Petroleum Fuel
  • 40. Residential and Commercial Sector: Projections  Energy demand of the commercial sector grows at an annual rate of around 8%  The energy demand ( including biomass) of the residential and commercial sector grows from 221 mtoe ( 2011/12) to 346 mtoe (2031/32)  The ESM reflects a saving of 9%, while the ESA reflects a saving of 15% by 2031/32, with intense electrification of the energy use  Traditional biomass continues dominate the energy mix of the residential sector even in 2031/32 Source: TERI’s MARKAL Model Results 40 0 50 100 150 200 250 300 350 400 RES ESM ESA 2031/32 Mtoe Traditional Biomass Electricity Natural Gas Petroleum Fuels
  • 41. ..Future Actions: Kerosene to solar lantern transition  Of the 77 million off-grid households in India, the estimated dissemination of solar products comes out be just 4 to 5 per cent  In almost 2 years, it is possible to have complete transition from kerosene to solar energy for lighting off grid households in India 41
  • 42. Agriculture Sector: Projections  The energy demand rises from 21 mtoe (2011) to 58 mtoe (2031) in the RES  The ESM reflects an energy saving of 36%, and the ESA that of 51% in 2031  In ESA we see a fall by ten times in the use of petroleum product in the sector as compared to the RES (2031)  Electrification of the sector in both ESM and ESA is coupled with penetration of energy efficiency at varying rates 0 10 20 30 40 50 60 70 RES ESM ESA 2031/32 Mtoe Electricity Petroleum Products Source: TERI’s MARKAL Model Results 42
  • 44. Reduced Emissions and Emission Intensity  In the RES, the CO2 emission levels rise from 1.7 billion tonnes ( 2011/12) to 5.5 billion tonne (2031/32)  In the ESM, the levels stand at 4.3 ( 2031/32) billion tonnes reflecting a per capita of 2.90 tonne  In the ESA, the levels further fall to 3.5 (2031/32) billion tonne translating to 2.32 tonne per capita  The ESA also shows an emission intensity reduction of 33% by 2021/22, and 57% by 2031/32 in comparison to the 2006/07 levels ( RES levels: 23% by 2021/22 and 32% by 2031/32) 44Source: TERI’s MARKAL Model Results 0 1 2 3 4 5 6 2011/12 2016/17 2021/22 2026/27 2031/32 Billiontonne RES ESM ESA 0.0100 0.0150 0.0200 0.0250 0.0300 0.0350 0.0400 2011/12 2016/17 2021/22 2026/27 2031/32Kg/INR RES ESM ESA
  • 46. Key take-aways • Tapping of energy efficiency space across sectors essential • Electrification of all sectors important • Shift to renewables to the extent possible • Clean and advanced coal and gas technologies for power
  • 47. Way forward • Policy led market creation • Energy pricing reforms [Rationalize prices to provide correct signals & ensure affordable & clean energy] • Readiness for Absorption of Energy Saving Technologies • Adaptation & Innovation in Indian context • Policy space needs to provide clarity to investors • Fundamental need to plan for sustainable cities • R&D
  • 48. Key Recommendations  Need long-term, integrated energy policy with clarity on directional pathways for energy development  Strengthen the regulatory framework to:  Function independently and in long-term interests  Develop pricing frameworks that meet energy security objectives  Encourage efficiency/demand management  Set up a Committee to review options for phasing out obsolete, inefficient infrastructure AND for preparing shape of future energy infrastructure
  • 49. Key Recommendations  Recognise the synergistic interdependence between energy sector development and other sectors Urban Health Water Food  Importantly, recognise the job creation opportunities of decentralised, distributed energy generation, particularly in support of energy access and the SME sector
  • 50. Key Recommendations  Immediate re-design of energy and related subsidies to promote efficiency and right-choice for consumers  Manifold increase in R&D at technical and policy levels to support desired transitions
  • 51. In Sum! 51 “Speed in irrelevant if you are going in the wrong direction.” - Mahatma Gandhi
  • 52. Thank you for your attention….

Hinweis der Redaktion

  1. Figure SPM.1, Panel b Complete caption of Figure SPM.1: Figure SPM.1 | (a) Observed global mean combined land and ocean surface temperature anomalies, from 1850 to 2012 from three data sets. Top panel: annual mean values. Bottom panel: decadal mean values including the estimate of uncertainty for one dataset (black). Anomalies are relative to the mean of 1961−1990. (b) Map of the observed surface temperature change from 1901 to 2012 derived from temperature trends determined by linear regression from one dataset (orange line in panel a). Trends have been calculated where data availability permits a robust estimate (i.e., only for grid boxes with greater than 70% complete records and more than 20% data availability in the first and last 10% of the time period). Other areas are white. Grid boxes where the trend is significant at the 10% level are indicated by a + sign. For a listing of the datasets and further technical details see the Technical Summary Supplementary Material. {Figures 2.19–2.21; Figure TS.2}
  2. Figure SPM.2 | Maps of observed precipitation change from 1901 to 2010 and from 1951 to 2010 (trends in annual accumulation calculated using the same criteria as in Figure SPM.1) from one data set. For further technical details see the Technical Summary Supplementary Material. {TS TFE.1, Figure 2; Figure 2.29}