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Applying Advanced Spatial Tools for
Landscape Analysis and Climate Change
    Adaptation in Asian Highlands:

                       Yunnan Case
                           Jianchu Xu
             Presented at ICRAF, Nairobi, 5th March, 2012

                          With Support from
Robert Zomer, Antonio Trabucoo, Huafang Chen, Rong Lang, Haiying Yu,
           Wen Sha, Xueqing Yang, Xing Ma, Xuefei Yang
              World Agroforestry Centre, East Asia Node
               Centre for Mountain Ecosystem Studies
Outline of Presentation

    The Region
    Global change
    Evidence of impacts
    Yunnan Case
Navigating from Highlands
to Lowlands in Asia
malayan Glaciers, the largest outside of polar region
Tibetan Plateau
Great Rivers of Northwest Yunnan
Xishuangbanna, Southern Yunnan
Tonle Sap of Cambodia
Mekong Delta of Vietnam
Global
 Importance of
 Biodiversity
One of four richest vascular plant regions
The richest Gymnosperms in the world
Two global biodiversity hotspots:
Southwest China, Indo-Burma



      Biodiversity Hotspots




                   SW China

                 Indo-Burma
Geodiversity drives
species diversity
Habitat diversity is
driven by gravity
 Small scale differences in
 • Temperature
 • Water
 • Nutrients
 • Substrate
Indigenous groups along
Mekong Region Transect
                      Complex social/ethnic
                         groups with
Diverse landscapes
                         dynamic
& ecosystems:
                         livelihoods:
•   High Plateau
                      •   Tibetan nomads
•   Alpine
•   Subtropical       •   Agro-pastalist
•   Tropical
                      •   Upland farmers
•   Aquatic/wetland
                      •   Shifting cultivators

                      •   Paddy farmers

                      •   Fishery
The Greater Rivers
Vertical Linkage in Mountain Ecosystem
What does global change
                    mean for ecosystem?
    Land use/cover change                                        25~30%
                                                                                   Climate Change



                                                                +emission

                                                               —sequestration




                                                                    water

                                                                 temperature


Source: National Aeronautics and Space Administration (NASA)
What are the implications of land
use/cover change to biodiversity and
environmental security?
      Science 2009 (324): 1024-1025
Temperature Gradient in Himalayans
Warming Faster than Global Average in
           high altitude

          (Adapted from Liu and Chen 2000, and AB Shrestha 1999)
Projected precipitation
     changes by 2100
At least 10%             At least 10%
reduction                increase




                                        23/41
Haydley Circulation and
    Droughts in Southwest China


Hadley
Circulation




       Fu et al, 2006, Science;
       Seidel, Fu et al, 2008, Nature Geoscience
What impact of climate change
    on alpine ecosystem?
    Delaying phenology in Tibetan Plateau phenology
                                               Clear
Beginning of the                             delays in
growing season                                recent
    (BGS) in                                   years
 meadow and
     steppe
   vegetation                                Remotely
                                          sensed (GIMMS
                                           dataset 1982-
                                               2006)

         Yu, Luedeling and Xu, 2010. PNAS 107, 22151-22156
Habitat loss following climatic change
  (doubling of atmospheric CO2 )




                                   26/41
Landscape and Livelihood Linkage

                                 Hydrological
 Landscape                       cycle




      Cryosphere         Slope stability        Biosphere



    Tourism
              Hydropower

                                                   Mountain
                                                              27/41
Livelihood    Safety of people                     agriculture
Conservation Biology 2009,23(3) 520–530.




What are the
Social-Ecological
Cascading Effects
from mountain top
to delta?
Yunnan-A Unique Province in China
Rich Plant Diversity & Resources
Diverse and attractive ethnic culture




                          About one third or more
                          of 41 million residents in
                              Yunnan are ethnic
                          peoples of 25 minorities
Applying the GEnS – Global Stratification
 for Assessing Regional Climate Change
    Impacts on Terrestrial Ecosystems




A globally consistent bio-climatic stratification based upon statistical
quantitative approach using spatially distributed climate data (WorldClim)
developed within the framework of the GeoBON (GEOSS Biodiversity
Observation Network) (Metzger et al. 2010)

Allows for comparative analysis across regions and statistically-based
prediction of future change based upon changing climatic conditions
GEnS – Bioclimate Map




  Metzger, M.J., Bunce, R.G.H., Jongman, R.H.G., Sayre, R., Trabucco, A., Zomer, R. (2012)
  A high resolution bioclimate map of the world: a unifying framework for global biodiversity
  research. Global Ecology and Biogeography. In Press.
Yunnan Province - Projected Climate Change
       Hadley GCM – Scenario A2
        Precipitation (mm)

                             Generally Wetter

                             Average Annual Precipitation
                             increases by 9.7 percent from
                             1137 mm/yr to 1260 mm/yr


        Temperature (°C)
                             Generally Hotter

                             Average Annual Temperature
                             increases by 12 percent from
                             15.5°C to 17.5°C

           Aridity Index
        ( > is more humid)

                             Non-Uniform Impacts

                             Changes in growing conditions
                             are spatially differentiated
                             across the region
Yunnan Province – Environmental Stratification
          And Predicted Change
Can species run faster enough to cope with
climate change? (e.g.: 500m elevation change)




                                      Chinese flyer man




             Kenya Marathon runner
Benchmark Site: Xishuangbanna
(Total area: 19,200km2, Xishuangbanna National Nature Reserve)
Xishuangbanna
Landuse Change 2002 -2010
                    Expansion of Forest

                    Expansion of Rubber

                    Loss of swidden-fallow
                    succession

                    Loss of Agricultural Land
Xishuangbanna
Landuse Change Dynamics and Tree Cover
                           Using MODIS VCF For
                           Regional Validation of
                           “Global Trees on Farm”
                           Methodology

                           Tree Cover Analysis
                           Consistent with Landuse
                           Change Analysis




                                    2000-2005
Xishuangbanna Prefecture
           China’s Biodiversity Treasure




A vast number of plant and animal species. Biodiversity
plays an important role in economy, society, culture,
religion. More than 200 species are in rare, endangered
and near endangered status.

Expansion of rubber production is a major threat, which
increases with climate change. However, conditions in
existing protected areas will change drastically by 2050.
Global habitat suitability for rubber
calculated from the 110 records from GBIF
 Rubber is already planted in most areas that we identify as suitable




 MaxEnt; training AUC=0.99; test AUC 0.97 (+/-0.007
                        SD)
Benchmark Site:
Baoshan
Total area:23,000km2
Gaoligong Mt. National
Nature Reserve
Predicting Impact of Climate Change on Biodiversity &
Ecosystem services: Baoshan Ecological Forest Monitoring
                                    Changing climatic
                                  conditions will impact
                                   existing forests, and
                                 associated biodiversity

                                Protected areas may no
                                longer protect intended
                                        habitats


 Temperate Forests
        and
   Higher Altitude
 Communities Likely
      at Risk
    Expansion of
   Tropical Forest
       Zones
Gaoligongshan National Nature Reserve
                Baoshan Prefecture




A Biodiversity Hotspot / UNESCO Biosphere Reserve
Approx. 405,500 ha. of highly diverse montane forest
with a extraordinary mix of diverse flora and fauna.
The highest areas have been designated as an strict
conservation, with no visitors allowed. Climatic
conditions in these higher elevation habitats are
drastically altered by 2050.
Incorporating adaptation scenarios to predict
spatial species distribution of alpine plants
                                                          1. Does alpine plants shift
                                                             upward under warming
                                                             temperature in SW China?
                                                          2. If yes, what is the rate of
                                                             range shift to
   No adaptation,    Local adaptation       Adaptation       corresponding climate
  local extinction     by physio-         through range
                      morphological            shift         change?
                     change, or even
                        speciation                        3. If not, what are the
                                                             adaptation strategies?

                                        Adaptation
                                        scenarios
                                                                      Focal plants:
                                                                      Rhododendron
                                                                      spp.
Two ways to design linkages
              for climate change
         The “old” (2005)                  New way:
         way: linked dynamic          corridors for diverse
                models                     land facets
                                        P. BEIER & B. BROST, 2010
            Climate envelope models
                                         Facet: One of the flat
… perform no                           polished surfaces cut on a
better than chance                             gemstone
(Beale et al. 2008.
PNAS 104:14908
Land facet: a landscape polygon of
relatively uniform topography and soil




        Wessels et al. 1999. Biological Conservation
Land facets as drivers of biodiversity
                        Soil type

                                Insolation

                                       Topographic position

                                                 Elevation
Plants &
animals are
(and will be)                                        Climate
a function of:

                                             ?
The state-factor model of ecosystems.
Hans Jenny (1941); Amundson & Jenny (1997)
These variables define land facets.
                 Land facets will interact
                  with future climate to
                support new assemblages
                  of plants and animals.

               Distribution of
               plants &
               animals
“Conserve
the arenas of biological
activity rather than the
temporary occupants of
    those arenas.”
  (Hunter et al. 1988)
The approach should
   identify a continuous
   strand of each land
   facet, and a strand with
   high diversity of facets.

   These will help plants
   & animals shift their
   ranges as climate
   change
P. BEIER & B. BROST, 2010
Conservation Biology
Examples of land facets
• mid-elevation, steep
ridges with rocky soils
• low-elevation, high-
insolation (sunny) flat
areas with thick soils




If good soil maps are
lacking, facets can be
defined solely on
topographic variables.
                          Conserving the arenas, not the actors: land facets as
                          biodiversity surrogates in planning for climate change
                          P. BEIER & B. BROST, 2010, Conservation Biology
Join All Corridors
            Add a riparian corridor if needed
Facet A Corridor
Facet B Corridor
Facet C Corridor
Corridor with
interspersed facets

Many soil maps are
not useful.
If needed, use
presence of water or
riparian plants to map
a “moist soil facet”

                          P. BEIER & B. BROST, 2010, Conservation Biology
Advantages of using land facets to define corridors

•   Useful where no
    vegetation maps
    exist.
•   No bias to include
    “data-rich” areas
    in the design.
•   Not subject to error
    propagation from
    linked, highly
    uncertain models.
•   Not subject to error
    compounding from
    projecting 50-100
    years into the
    future.                 P. BEIER & B. BROST, 2010, Conservation Biology
Yunnan Province, China
Annual Net Primary Productivity (NPP)
                Annual net primary productivity (NPP)
                averaged over a period from 2000 to
                2006, based on MOD17 – MODIS Global
                Terrestrial Net Primary Production
                estimates derived from satellite remote
                sensing data at a resolution of 250m2
                (Running et al., 2005).

                Projected NPP in 2050 is calculated
                based on increase (or decrease) of zonal
                areas.
Results
  Can expect significant climatic change
  Can expect significant impact on ecosystem and species
  / productivity
  Can expect species and ecosystems shift
  Hotspots of change/ change-ecotones identified
  High risk ecotypes identified
Implications for Environmental Monitoring
  Need to consider the impact of climate change on
  monitoring and conservation design
  Target climate vulnerable ecotypes and species
   Landscape approach for climate change adaptation
Applying advanced spatial tools for landscape analysis and climate change adaptation in asian highlands [read only]

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Applying advanced spatial tools for landscape analysis and climate change adaptation in asian highlands [read only]

  • 1. Applying Advanced Spatial Tools for Landscape Analysis and Climate Change Adaptation in Asian Highlands: Yunnan Case Jianchu Xu Presented at ICRAF, Nairobi, 5th March, 2012 With Support from Robert Zomer, Antonio Trabucoo, Huafang Chen, Rong Lang, Haiying Yu, Wen Sha, Xueqing Yang, Xing Ma, Xuefei Yang World Agroforestry Centre, East Asia Node Centre for Mountain Ecosystem Studies
  • 2. Outline of Presentation The Region Global change Evidence of impacts Yunnan Case
  • 3. Navigating from Highlands to Lowlands in Asia
  • 4. malayan Glaciers, the largest outside of polar region
  • 6. Great Rivers of Northwest Yunnan
  • 8. Tonle Sap of Cambodia
  • 9. Mekong Delta of Vietnam
  • 10.
  • 11. Global Importance of Biodiversity One of four richest vascular plant regions The richest Gymnosperms in the world Two global biodiversity hotspots: Southwest China, Indo-Burma Biodiversity Hotspots SW China Indo-Burma
  • 12. Geodiversity drives species diversity Habitat diversity is driven by gravity Small scale differences in • Temperature • Water • Nutrients • Substrate
  • 13. Indigenous groups along Mekong Region Transect Complex social/ethnic groups with Diverse landscapes dynamic & ecosystems: livelihoods: • High Plateau • Tibetan nomads • Alpine • Subtropical • Agro-pastalist • Tropical • Upland farmers • Aquatic/wetland • Shifting cultivators • Paddy farmers • Fishery
  • 15. Vertical Linkage in Mountain Ecosystem
  • 16. What does global change mean for ecosystem?  Land use/cover change 25~30%  Climate Change +emission —sequestration water temperature Source: National Aeronautics and Space Administration (NASA)
  • 17. What are the implications of land use/cover change to biodiversity and environmental security? Science 2009 (324): 1024-1025
  • 18.
  • 19.
  • 20.
  • 22. Warming Faster than Global Average in high altitude (Adapted from Liu and Chen 2000, and AB Shrestha 1999)
  • 23. Projected precipitation changes by 2100 At least 10% At least 10% reduction increase 23/41
  • 24. Haydley Circulation and Droughts in Southwest China Hadley Circulation Fu et al, 2006, Science; Seidel, Fu et al, 2008, Nature Geoscience
  • 25. What impact of climate change on alpine ecosystem? Delaying phenology in Tibetan Plateau phenology Clear Beginning of the delays in growing season recent (BGS) in years meadow and steppe vegetation Remotely sensed (GIMMS dataset 1982- 2006) Yu, Luedeling and Xu, 2010. PNAS 107, 22151-22156
  • 26. Habitat loss following climatic change (doubling of atmospheric CO2 ) 26/41
  • 27. Landscape and Livelihood Linkage Hydrological Landscape cycle Cryosphere Slope stability Biosphere Tourism Hydropower Mountain 27/41 Livelihood Safety of people agriculture
  • 28. Conservation Biology 2009,23(3) 520–530. What are the Social-Ecological Cascading Effects from mountain top to delta?
  • 30. Rich Plant Diversity & Resources
  • 31. Diverse and attractive ethnic culture About one third or more of 41 million residents in Yunnan are ethnic peoples of 25 minorities
  • 32. Applying the GEnS – Global Stratification for Assessing Regional Climate Change Impacts on Terrestrial Ecosystems A globally consistent bio-climatic stratification based upon statistical quantitative approach using spatially distributed climate data (WorldClim) developed within the framework of the GeoBON (GEOSS Biodiversity Observation Network) (Metzger et al. 2010) Allows for comparative analysis across regions and statistically-based prediction of future change based upon changing climatic conditions
  • 33. GEnS – Bioclimate Map Metzger, M.J., Bunce, R.G.H., Jongman, R.H.G., Sayre, R., Trabucco, A., Zomer, R. (2012) A high resolution bioclimate map of the world: a unifying framework for global biodiversity research. Global Ecology and Biogeography. In Press.
  • 34. Yunnan Province - Projected Climate Change Hadley GCM – Scenario A2 Precipitation (mm) Generally Wetter Average Annual Precipitation increases by 9.7 percent from 1137 mm/yr to 1260 mm/yr Temperature (°C) Generally Hotter Average Annual Temperature increases by 12 percent from 15.5°C to 17.5°C Aridity Index ( > is more humid) Non-Uniform Impacts Changes in growing conditions are spatially differentiated across the region
  • 35. Yunnan Province – Environmental Stratification And Predicted Change
  • 36. Can species run faster enough to cope with climate change? (e.g.: 500m elevation change) Chinese flyer man Kenya Marathon runner
  • 37. Benchmark Site: Xishuangbanna (Total area: 19,200km2, Xishuangbanna National Nature Reserve)
  • 38. Xishuangbanna Landuse Change 2002 -2010 Expansion of Forest Expansion of Rubber Loss of swidden-fallow succession Loss of Agricultural Land
  • 39. Xishuangbanna Landuse Change Dynamics and Tree Cover Using MODIS VCF For Regional Validation of “Global Trees on Farm” Methodology Tree Cover Analysis Consistent with Landuse Change Analysis 2000-2005
  • 40. Xishuangbanna Prefecture China’s Biodiversity Treasure A vast number of plant and animal species. Biodiversity plays an important role in economy, society, culture, religion. More than 200 species are in rare, endangered and near endangered status. Expansion of rubber production is a major threat, which increases with climate change. However, conditions in existing protected areas will change drastically by 2050.
  • 41. Global habitat suitability for rubber calculated from the 110 records from GBIF Rubber is already planted in most areas that we identify as suitable MaxEnt; training AUC=0.99; test AUC 0.97 (+/-0.007 SD)
  • 43. Predicting Impact of Climate Change on Biodiversity & Ecosystem services: Baoshan Ecological Forest Monitoring Changing climatic conditions will impact existing forests, and associated biodiversity Protected areas may no longer protect intended habitats Temperate Forests and Higher Altitude Communities Likely at Risk Expansion of Tropical Forest Zones
  • 44. Gaoligongshan National Nature Reserve Baoshan Prefecture A Biodiversity Hotspot / UNESCO Biosphere Reserve Approx. 405,500 ha. of highly diverse montane forest with a extraordinary mix of diverse flora and fauna. The highest areas have been designated as an strict conservation, with no visitors allowed. Climatic conditions in these higher elevation habitats are drastically altered by 2050.
  • 45. Incorporating adaptation scenarios to predict spatial species distribution of alpine plants 1. Does alpine plants shift upward under warming temperature in SW China? 2. If yes, what is the rate of range shift to No adaptation, Local adaptation Adaptation corresponding climate local extinction by physio- through range morphological shift change? change, or even speciation 3. If not, what are the adaptation strategies? Adaptation scenarios Focal plants: Rhododendron spp.
  • 46. Two ways to design linkages for climate change The “old” (2005) New way: way: linked dynamic corridors for diverse models land facets P. BEIER & B. BROST, 2010 Climate envelope models Facet: One of the flat … perform no polished surfaces cut on a better than chance gemstone (Beale et al. 2008. PNAS 104:14908
  • 47. Land facet: a landscape polygon of relatively uniform topography and soil Wessels et al. 1999. Biological Conservation
  • 48. Land facets as drivers of biodiversity Soil type Insolation Topographic position Elevation Plants & animals are (and will be) Climate a function of: ? The state-factor model of ecosystems. Hans Jenny (1941); Amundson & Jenny (1997)
  • 49. These variables define land facets. Land facets will interact with future climate to support new assemblages of plants and animals. Distribution of plants & animals
  • 50. “Conserve the arenas of biological activity rather than the temporary occupants of those arenas.” (Hunter et al. 1988)
  • 51. The approach should identify a continuous strand of each land facet, and a strand with high diversity of facets. These will help plants & animals shift their ranges as climate change P. BEIER & B. BROST, 2010 Conservation Biology
  • 52. Examples of land facets • mid-elevation, steep ridges with rocky soils • low-elevation, high- insolation (sunny) flat areas with thick soils If good soil maps are lacking, facets can be defined solely on topographic variables. Conserving the arenas, not the actors: land facets as biodiversity surrogates in planning for climate change P. BEIER & B. BROST, 2010, Conservation Biology
  • 53. Join All Corridors Add a riparian corridor if needed Facet A Corridor Facet B Corridor Facet C Corridor Corridor with interspersed facets Many soil maps are not useful. If needed, use presence of water or riparian plants to map a “moist soil facet” P. BEIER & B. BROST, 2010, Conservation Biology
  • 54. Advantages of using land facets to define corridors • Useful where no vegetation maps exist. • No bias to include “data-rich” areas in the design. • Not subject to error propagation from linked, highly uncertain models. • Not subject to error compounding from projecting 50-100 years into the future. P. BEIER & B. BROST, 2010, Conservation Biology
  • 55. Yunnan Province, China Annual Net Primary Productivity (NPP) Annual net primary productivity (NPP) averaged over a period from 2000 to 2006, based on MOD17 – MODIS Global Terrestrial Net Primary Production estimates derived from satellite remote sensing data at a resolution of 250m2 (Running et al., 2005). Projected NPP in 2050 is calculated based on increase (or decrease) of zonal areas.
  • 56. Results Can expect significant climatic change Can expect significant impact on ecosystem and species / productivity Can expect species and ecosystems shift Hotspots of change/ change-ecotones identified High risk ecotypes identified Implications for Environmental Monitoring Need to consider the impact of climate change on monitoring and conservation design Target climate vulnerable ecotypes and species Landscape approach for climate change adaptation