This document outlines a PhD research proposal that aims to develop tools to better integrate climate change adaptation at the local spatial planning level in India. The research has three objectives: 1) Develop an assessment framework to evaluate how well climate change is integrated into spatial policies, 2) Develop a vulnerability assessment methodology and apply it at different spatial scales, and 3) Apply ecosystem-based adaptation responses to climate change and identify barriers. Case studies in Bangalore and Darjeeling districts will help test and refine the proposed frameworks and approaches. The research seeks to address key gaps in understanding, tools, and methods to effectively incorporate climate change considerations into local spatial planning and decision-making.
Ecosystem services for watershed management, Water Planning,Riccardo Rigon
Blal Sdem Esmail Ph.D. defense. Blal talk covers his work on water management seen from the point of view of ecosystem services. He briefly presents two case studies in Germany and Asmara.
Climate change adaptation in northern EthiopiaILRI
Presented by Polly Ericksen at the Stakeholders’ Workshop on Enhancing Communities’ Adaptive Capacity to Climate Change Induced Water Scarcity in Kabe Watershed, South Wollo Zone, Wollo University, Dessie, Ethiopia, 24-25 November 2011.
Low Emissions Development Strategies (LEDS) Training Sept 9, 2013IFPRI-EPTD
Globally, agriculture is responsible for 10 – 14% of GHG emissions and largest source of no-CO2 GHG emissions. Countries can choose among a portfolio of growth-inducing technologies with different emission characteristics. We believe that is less costly to avoid high-emissions lock-in than replace high-emissions technologies. There's a need to encourage Low Emission Development Strategies.
Ecosystem services for watershed management, Water Planning,Riccardo Rigon
Blal Sdem Esmail Ph.D. defense. Blal talk covers his work on water management seen from the point of view of ecosystem services. He briefly presents two case studies in Germany and Asmara.
Climate change adaptation in northern EthiopiaILRI
Presented by Polly Ericksen at the Stakeholders’ Workshop on Enhancing Communities’ Adaptive Capacity to Climate Change Induced Water Scarcity in Kabe Watershed, South Wollo Zone, Wollo University, Dessie, Ethiopia, 24-25 November 2011.
Low Emissions Development Strategies (LEDS) Training Sept 9, 2013IFPRI-EPTD
Globally, agriculture is responsible for 10 – 14% of GHG emissions and largest source of no-CO2 GHG emissions. Countries can choose among a portfolio of growth-inducing technologies with different emission characteristics. We believe that is less costly to avoid high-emissions lock-in than replace high-emissions technologies. There's a need to encourage Low Emission Development Strategies.
Issues and Solutions for SFM in a Changing Climate in the AP regionCIFOR-ICRAF
This presentation was delivered at the third Asia-Pacific Forestry Week 2016, in Clark Freeport Zone, Philippines.
The five sub-thematic streams at APFW 2016 included:
Pathways to prosperity: Future trade and markets
Tackling climate change: challenges and opportunities
Serving society: forestry and people
New institutions, new governance
Our green future: green investment and growing our natural assets
Climate Risk Vulnerability Assessment to Support Agricultural ResilienceLeo Kris Palao
CRVA a tool to spatially assess vulnerability to support communities at high risk to climate variability and change thru the provision of climate resilient agriculture (CRA). The project in the Philippines is funded by the Department of Agriculture - System Wide Climate Change Office (DA-SWCCO) to enhance farmer resilience in vulnerable areas. Watch out for the Landscape-CRVA that we are currently piloting in Isabela. This is also funded by DA-SWCCO.
Evidence-Based Forestry: Approaches and Results in the Asia-Pacific RegionCIFOR-ICRAF
This presentation was delivered at the third Asia-Pacific Forestry Week 2016, in Clark Freeport Zone, Philippines.
The five sub-thematic streams at APFW 2016 included:
Pathways to prosperity: Future trade and markets
Tackling climate change: challenges and opportunities
Serving society: forestry and people
New institutions, new governance
Our green future: green investment and growing our natural assets
Adaptation-mitigation synergies in forest and agricultural landscapesCIFOR-ICRAF
Find out how Landscape management is highly relevant to both adaptation and mitigation, which synergies in that landscape management exist and what we should take from that.
Beyond mitigation: forest-based adaptation to climate changeCIFOR-ICRAF
Forests and climate change adaptation are linked in two ways: first, through
adaptation for forests, because climate change will affect forests and so
they need help to adapt; second, through forests for adaptation, because
forests contribute to helping local communities and broader society adapt to
climate change. Both linkages are explored in this presentation, together
with the synergies between climate change mitigation and adaptation in
forestry projects. The possibilities and challenges in these ideas are
explored by using wetlands as a case in point. CIFOR and CIRAD scientist
Bruno Locatelli and colleague Emilia Pramova gave this presentation at the
FAO-UNEP Meeting on Forests and Climate Change Adaptation in Asia during October 2011 in Bangkok, Thailand.
Learn about tools like the Green Infrastructure Portfolio Standard, how to set a measurable goal and implement your project, and address challenges in financing.
A method for developing forest landscape restoration strategies by rapidly assessing the status of key success factors.
Find out more: http://www.wri.org/events/2016/04/webinar-restoration-diagnostic
Forests and Climate Change: Linking Adaptation and MitigationCIFOR-ICRAF
There are two approaches to combating climate change, adaptation and mitigation, and forests can contribute to both. Too often these two approaches are treated as separate strategies. In this presentation, titled “Forests and Climate Change: Linking Adaptation and Mitigation”, CIFOR and CIRAD scientist Bruno Locatelli explains the possible synergies between adaptation to and mitigation of climate change.
C:\Documents And Settings\Prashant1\My Documents\Study Material\Publication\P...Prashant Mehta
Energy and Sustainable Development are dynamically interlinked. This paper highlights industail process and product change can bring requirements of energy to minimum
An overview of the predicted change in energy demand over time, given the projection that economic growth in the emerging and developing countries is not only overtaking growth in the industrialized countries, but that growth rates are poised to continue increasing and will make unsustainable demands on conventional energy resources, and especially fossil fuels unless drastic action, climate action in fact, is taken to address this concern.
Slide presentations developed to demonstrate how Information and Communication Technologies (ICTs) be used to address climate change, and why ICTs are a crucial part of the solution – i.e. in promoting efficiency, Green Growth & sustainable development, in dealing with climate change and for climate and environmental action. These slide presentations were delivered in February 2011 in Seongnam, near Seoul in Korea.
These presentations were developed and delivered over 2.5 days on the occasion of a Regional Training of Trainers Workshop for upcoming Academy modules on ICT for Disaster Risk Management and Climate Change Abatement. These modules were developed as part of the Academy of ICT Essentials for Government leaders developed by the United Nations (UN) Asia Pacific Centre for ICT Training (APCICT), based in Songdo City, in the Republic of South Korea.
These presentations were developed in 2011, and are somewhat out of date, but most of the principles still apply. Module 10, which has been published, does not include much of the information outlined in these presentations, which are fairly technical. They were developed to address a significant gap in understanding of the technical basis of using ICTs for climate action and because there is a clear bias in development circles against the importance of dealing with climate change mitigation in developing countries. These presentations are an attempt to redress this lack and are published here with this purpose in mind.
The author, Richard Labelle, is presently working on updating these presentations to further highlight the importance of addressing climate change and the important role that technology including ICTs, play in this effort.
Systems-Based Approach to Support Sustainable and Gary Foley, PhD Senior Advisor, Montira Pongsiri, PhD, MPH Environmental Health Scientist, U.S. Environmental Protection Agency, Finance for #SDGs High Level Meeting – #financeforSDGs – Bellagio – 26 February 2015
Issues and Solutions for SFM in a Changing Climate in the AP regionCIFOR-ICRAF
This presentation was delivered at the third Asia-Pacific Forestry Week 2016, in Clark Freeport Zone, Philippines.
The five sub-thematic streams at APFW 2016 included:
Pathways to prosperity: Future trade and markets
Tackling climate change: challenges and opportunities
Serving society: forestry and people
New institutions, new governance
Our green future: green investment and growing our natural assets
Climate Risk Vulnerability Assessment to Support Agricultural ResilienceLeo Kris Palao
CRVA a tool to spatially assess vulnerability to support communities at high risk to climate variability and change thru the provision of climate resilient agriculture (CRA). The project in the Philippines is funded by the Department of Agriculture - System Wide Climate Change Office (DA-SWCCO) to enhance farmer resilience in vulnerable areas. Watch out for the Landscape-CRVA that we are currently piloting in Isabela. This is also funded by DA-SWCCO.
Evidence-Based Forestry: Approaches and Results in the Asia-Pacific RegionCIFOR-ICRAF
This presentation was delivered at the third Asia-Pacific Forestry Week 2016, in Clark Freeport Zone, Philippines.
The five sub-thematic streams at APFW 2016 included:
Pathways to prosperity: Future trade and markets
Tackling climate change: challenges and opportunities
Serving society: forestry and people
New institutions, new governance
Our green future: green investment and growing our natural assets
Adaptation-mitigation synergies in forest and agricultural landscapesCIFOR-ICRAF
Find out how Landscape management is highly relevant to both adaptation and mitigation, which synergies in that landscape management exist and what we should take from that.
Beyond mitigation: forest-based adaptation to climate changeCIFOR-ICRAF
Forests and climate change adaptation are linked in two ways: first, through
adaptation for forests, because climate change will affect forests and so
they need help to adapt; second, through forests for adaptation, because
forests contribute to helping local communities and broader society adapt to
climate change. Both linkages are explored in this presentation, together
with the synergies between climate change mitigation and adaptation in
forestry projects. The possibilities and challenges in these ideas are
explored by using wetlands as a case in point. CIFOR and CIRAD scientist
Bruno Locatelli and colleague Emilia Pramova gave this presentation at the
FAO-UNEP Meeting on Forests and Climate Change Adaptation in Asia during October 2011 in Bangkok, Thailand.
Learn about tools like the Green Infrastructure Portfolio Standard, how to set a measurable goal and implement your project, and address challenges in financing.
A method for developing forest landscape restoration strategies by rapidly assessing the status of key success factors.
Find out more: http://www.wri.org/events/2016/04/webinar-restoration-diagnostic
Forests and Climate Change: Linking Adaptation and MitigationCIFOR-ICRAF
There are two approaches to combating climate change, adaptation and mitigation, and forests can contribute to both. Too often these two approaches are treated as separate strategies. In this presentation, titled “Forests and Climate Change: Linking Adaptation and Mitigation”, CIFOR and CIRAD scientist Bruno Locatelli explains the possible synergies between adaptation to and mitigation of climate change.
C:\Documents And Settings\Prashant1\My Documents\Study Material\Publication\P...Prashant Mehta
Energy and Sustainable Development are dynamically interlinked. This paper highlights industail process and product change can bring requirements of energy to minimum
An overview of the predicted change in energy demand over time, given the projection that economic growth in the emerging and developing countries is not only overtaking growth in the industrialized countries, but that growth rates are poised to continue increasing and will make unsustainable demands on conventional energy resources, and especially fossil fuels unless drastic action, climate action in fact, is taken to address this concern.
Slide presentations developed to demonstrate how Information and Communication Technologies (ICTs) be used to address climate change, and why ICTs are a crucial part of the solution – i.e. in promoting efficiency, Green Growth & sustainable development, in dealing with climate change and for climate and environmental action. These slide presentations were delivered in February 2011 in Seongnam, near Seoul in Korea.
These presentations were developed and delivered over 2.5 days on the occasion of a Regional Training of Trainers Workshop for upcoming Academy modules on ICT for Disaster Risk Management and Climate Change Abatement. These modules were developed as part of the Academy of ICT Essentials for Government leaders developed by the United Nations (UN) Asia Pacific Centre for ICT Training (APCICT), based in Songdo City, in the Republic of South Korea.
These presentations were developed in 2011, and are somewhat out of date, but most of the principles still apply. Module 10, which has been published, does not include much of the information outlined in these presentations, which are fairly technical. They were developed to address a significant gap in understanding of the technical basis of using ICTs for climate action and because there is a clear bias in development circles against the importance of dealing with climate change mitigation in developing countries. These presentations are an attempt to redress this lack and are published here with this purpose in mind.
The author, Richard Labelle, is presently working on updating these presentations to further highlight the importance of addressing climate change and the important role that technology including ICTs, play in this effort.
Systems-Based Approach to Support Sustainable and Gary Foley, PhD Senior Advisor, Montira Pongsiri, PhD, MPH Environmental Health Scientist, U.S. Environmental Protection Agency, Finance for #SDGs High Level Meeting – #financeforSDGs – Bellagio – 26 February 2015
Presentation made in the UNEP-UNFCCC organised Adaptation Knowledge Day in SB42 in Bonn, Germany June 2015. Presentation highlights CIAT and CCAFS contribution to the Nairobi Work Programme and Lima Adaptation Knowledge Initiative.
Synergies between mitigation and adaptation..ppt glf nov 16Liz Kahurani
There is growing recognition of the potential for jointly achieving climate change mitigation and adaptation through land management. Landscape approaches to enhancing multi-functionality have been identified as a promising pathway to synergies between mitigation and adaptation besides helping achieve other livelihood needs through ecosystem services and functions provision. This presentation explores what is known and gaps in understanding of synergies and trade-offs. It also explores the necessary enabling conditions that help promote synergies in order to realize the benefits of the approach. We build on an ex-post analysis of the Ngitili systems in Tanzania and selected examples from agroforestry practices to inform the discussion.
There is growing recognition of the potential for jointly achieving climate change mitigation and adaptation through land management. Landscape approaches to enhancing multi-functionality have been identified as a promising pathway to synergies between mitigation and adaptation besides helping achieve other livelihood needs through ecosystem services and functions provision. This presentation explores what is known and gaps in understanding of synergies and trade-offs. It also explores the necessary enabling conditions that help promote synergies in order to realize the benefits of the approach. We build on an ex-post analysis of the Ngitili systems in Tanzania and selected examples from agroforestry practices to inform the discussion.
Methods and tools for adaptation appraisal in agriculture and assessing crop ...NAP Events
Presented by: Claudius Caezar Gabinete
3.1 Technical guidance on NAPs
The session will take the participants through the technical guidance for NAPs, including: NAP guidelines, guiding principles for adaptation under the Convention, and subsequent products developed by the LEG such as the sample NAP process. It will further look detailed aspects on undertaking assessments by going through best available methods and tools for assessing for assessing crop production as an example. Countries will further provide practical experiences in applying the guidance in the formulation of their NAPs.
6. Conflicting policies and
decision
Lack of tools and
methods
Translation of climate
science knowledge at
local level
Lack of understanding
of the core issues
Key gaps
Key gaps for effective integration of climate issues
7. Aim
Understanding climate change risks and perceptions in spatial
planning policies at local level.
□ By investigating spatial planning policies
□ Developing assessment framework and decision support
system
That aims to improve current spatial planning practices and
planning tools to build resilient living spaces.
8. To develop and test an assessment framework to
evaluate integration of climate change
Objective 1
Research questions
□ Synergy among climate science information and
planning policies
□ Extent of integration of climate issues into spatial
policies
□ Key gaps to address climate change issues
9. Climate policy architecture in India
□ Water stress
□ Food security
□ Impact on natural ecosystems
□ Impact of physical development
□ Impact on human health
□ Increased energy consumption
National action plan for climate
change (NAPCC)
8 National Mission
□ National Solar mission
□ Sustainable habitat
□ Sustaining Himalayan ecosystem
State level climate policies
(10 states)
Local Level (Urban or rural )
□ Development policies
□ Sectoral policies
10. Expanding faster than
urban population
Modify surrounding
environment and
natural resources
Account for 60-75% of
total GHG emission
Influence the economy
Urban area and
climate change
issues
Climate change issues at local spatial scale
12. Selection of plans
Population
Status of the region
Capacity
Risk /stress variable
Accessibility of spatial plans and
policies
No of cities 46
No of spatial plans 59
Case study: India
13. Policy analysis
□ Organisational analysis
□ Content analysis
Criterion analysis
□ Breadth analysis ( measure the extent to which each criterion were
addressed across all the spatial plans)
Breadth Analysis(BS) 𝑗 = ( 𝑃𝑗 𝑁) ∗ 100
□ Depth analysis(Measures how much importance is given for each
criterion in the spatial plan)
Depth score(DS) 𝑗= (
𝑗=1
𝑃 𝑗
𝐼𝑗 2𝑃𝑗) ∗ 100
Method
Tang et al., (2010)
15. Variables Awareness Analysis Action
Mean 0.09 0.23 0.20
Std. Deviation 0.16 0.12 0.12
Minimum 0.00 0.00 0.04
Maximum 0.88 0.55 0.65
Results : Performance by components
Scale range 0 to 1
16. Results : Performance by the criterion (component)
Awareness/Analysis/Action Breadth %
Depth%
17. Highlights
□ Framework focuses on processes and potential outcome
□ Highlights keys weaknesses in the planning practices to
integrate of climate concerns
□ Helps to improve objectives of climate change integration issue
within spatial policies or sector policies at local level
18. To develop working methodology of vulnerability
assessment to climate change and test it at different
spatial scales to identify the hot spots of climate change
Objective 2
Research questions
□ Basis of vulnerability assessment and its usability
□ Prioritising response actions
□ Perception of people, socio-ecological context and
institutional arrangement
19. ''The degree to which a system is susceptible to adverse effects
of climate change, including climate variability and extremes''.
McCarthy (2001)
V = f 𝐸𝑥𝑝𝑜𝑠𝑢𝑟𝑒 , 𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖𝑡𝑦 , 𝐴𝑑𝑎𝑝𝑡𝑖𝑣𝑒 𝐶𝑎𝑝𝑎𝑐𝑖𝑡𝑦
Füssel et al. and McCarthy (2006; 2001)
Where;
Exposure = magnitude to which a system is exposed to significant
climatic related events
Sensitivity = extent to which a system is affected
Adaptive Capacity = capacity of a system to organize itself to the
external and internal stresses and respond to them
Vulnerability
20. Component Criteria Criteria example
Exposure C1 Hot days/year (Tmax>30º C)
C2 Mean temperature Increase
:
Cn
Sensitivity C1 Infrastructure
C2 Poor living and built conditions
:
Cn
Adaptive
Capacity
C1 Livelihoods and awareness
C2 Green infrastructure
:
Cn
Examples of Criteria under component
24. □ Literature review
□ Primary survey
□ Secondary survey
Component Criteria example
Exposure
A 1, 4
Hot days/year (>30º C)
Mean temperature Increase
Number of days/year with heavy rain
(RR >30mm)
Sensitivity
A 3, 8
Area covered by road
Percentage of people younger than 6
years
Loss of lakes and wetland area
Adaptive
Capacity
A 3, 10
Percentage of household having
banking facilities
Percentage of households having
drinking water connection
Green space/ per person
Selection of criteria and data collection
25. Exposure
□ Number of days of
temperature above
30 ͦ C
□ Mean temperature
□ Rainfall greater than
830 mm
□ Number of days
above 30 mm rain
Spatial distribution of the exposure
26. Sensitivity
□ Physical and economic
aspect
□ Social aspect
□ Environmental aspects
Spatial distribution of the sensitivity
• Infrastructure
• Poor living & built conditions
• Land use change
27. Adaptive capacity
□ Social aspect
□ Basic facilities aspects
□ Ecological aspects
Spatial distribution of the adaptive capacity
33. Perception of households at site level: Component
Exposure Sensitivity Adaptive Capacity
Vulnerability
34. Highlights
□ Pattern and magnitude of climate change vulnerability
□ Practical challenges of its application
□ Criteria analysis helps to assess concerns and make trade-off
decisions
□ Application of methodology shows robustness and usability at
different spatial and socio-ecological settings
35. To apply ecosystem based adaptation responses to
climate change at local level and identifying barriers
Objective 3
Research questions
□ Relationships between ecosystem services and
climatic vulnerability
□ Effectiveness of ecosystem-based adaptation
responses to climate change
36. Ecosystem services
Ecosystem services (ES)
Benefits human populations derive from the ecosystems, such as goods and
products, regulation of natural processes and nonmaterial benefits.
EbA response
Management of land, water and living resources that promotes conservation
and sustainable use to adapt or to mitigate the adverse effects of climate
change.
UNEP (2014)
Naumann et a l.,(2011)
Provisioning
(Goods provided
by ES)
Food, fresh
water, wood,
fibre
Regulating
(Benefits obtained
from regulation of
ES process )
Climate regulation
, flood control ,
detoxification
Cultural
(Non-material
benefits obtained
from ES)
Spiritual ,
recreational ,
symbolic
Supporting
(Services
necessary for the
production of other
ES)
Soil formation,
nutrient cycling,
primary production
MA (2005)
37. State West Bengal
District Darjeeling
Villages 6
Population 969
Case study: Darjeeling District of Eastern Himalaya
1
2
3
4
5
6
38. Method: Ecosystem based adaptation responses
Land use change
analysis
• Changes in
climate variables
• Land use change
analysis and
scenarios
development
Socio-economic
analysis
• Understand the
socio-economic
structure
• Concerns of
climate change
for different
villages in the
selected site
Ecosystem
services analysis
• Potential
ecosystem
services identified
• Selection of few
ecosystem
services for
further analysis
Eastman, 2009; Geneletti, 2013 Eastman, 2015; Sharp, 2014
39. Land use change analysis
Business as usual (LU-2030B):
□ Forest policies (promotes plantation of new species of trees , forest
management)
□ Intensive agriculture practices
Conservation (LU-2030C):
□ Forest conservation
□ Ecosystem based agriculture practices
□ Landscape oriented and climate resilient infrastructure and physical
development
□ Climate resilient land use planning
42. Ecosystem services
Category Sub-Category Example
Provisioning Food production Tea, Cardamom, tomato, wheat and fruits
Livestock Sheep, Got, Poultry , Pigs
Forest products Timber production, honey
Fresh water Water yield for agriculture and human use
Regulating Air quality Air purification
Climate regulation CO2 sequestration
Habitat
maintaining
Biodiversity and natural protected areas
Water regulation Water in-filtration, hydropower
Erosion control Terraces, deforestation
Soil retention Landslide, water courses and riversides
Cultural Spiritual value Home to spiritual tribes
Nature tourism Hiking, mountain activities and home stay
44. Highlights
□ Land-use scenarios helps to represent the possible effects of
climate concern at local spatial scale
□ Comparative analysis among EbA helps to make trade-off
decisions
□ Socio-economic perceptions help to link climate change
concerns and EbA benefit
□ Pilot study helps to understand how small changes in local
planning practices improve climate change integration
45. □ This study helps to develop tools which can provide quality information to
support decision making at local level.
□ Developed assessment framework to evaluate policy at local level is a
promising tool to understand and monitor integration of climate change
issues.
□ Developed vulnerability assessment framework integrate different aspects
and elements of local spatial scale and spatial policies
□ Vulnerability assessment framework assess present and future problem
areas that need urgent policies or response actions
□ Developed pilot study is an effective way to spatially visualize the
effectiveness of different land use scenario and EbA response.
□ Help to initiate climate change debate into physical development and
resources management policies in current extreme events.
Synthesis
46. 7.9 Magnitude Earthquake in Nepal, Tremors Felt Across India
Total death toll exceeds 4000 civilians , 25/04/2015
47. 1. Kumar, P. (2012). Spatial planning and climate change. Impact
Assessment and Project Appraisal, 30(4), 303-304.
2. Kumar, P., Geneletti, D. (2015). How are climate change concerns
addressed by spatial plans? An evaluation framework and an
application to Indian cities. Land Use Policy, 42(0), 210-226.
3. Kumar, P., Geneletti, D., Nagendra, H. (2015). Spatial assessment
of climate change vulnerability at city scale (under review
Environmental Impact Assessment Review).
4. Kumar, P., Geneletti, D., Bawa,K. (manuscript in preparation).
Spatial vulnerability assessment and perception of people to climate
change in Darjeeling Himalaya.
5. Kumar, P., Geneletti, D. (manuscript in preparation). Assessing the
effects of ecosystem based policies for adaptation to climate
change: Darjeeling Himalaya.
Academic and scientific output
48. □ Indo- US bilateral workshop on 'Adaptation of rural communities to
climate change: Bridging the gap between academia and community
workers and identifying research needs' at Ashoka Trust for
Research in Ecology and the Environment (ATREE), Bangalore,
India from Feb 20-21, 2014
□ Documentary on Eastern Himalayas: Climate Change, A project
developed by Ashoka Trust for Research in Ecology and the
Environment.
https://www.youtube.com/watch?v=oHBCuvl5ICI&feature=youtu.be
Non-scientific output
49. Committee members
Prof. Davide Geneletti
Prof. Kamal Bawa
Prof. Harini Nagendra
ATREE, Bangalore and Darjeeling
ARPAN Darjeeling
PLANES research group at UNITN
Maitreyi Sur
Special thanks
51. Future work
□ How climate policies at higher spatial scales can be integrated
into local policies, streamlining response actions on ground
and implementation structure
□ Future vulnerability assessment study will also include the
future projection of exposure component
□ Focus on developing more scenarios and quantifying the
effectiveness of each scenario for comparison and informed
decision-making
□ Develop hybrid climate adaptation response action and make
comparison