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Evaluating links between climate change and recent
    enhanced tree growth at upper altitude sites in the
                  western United States




Louis A. Scuderi and Maria Lohmann,
Department of Earth and Planetary Sciences
University of New Mexico
Expected High Altitude Plant Response to
          “improving” climate
                  • “Improving” conditions
                     – Warmer temperatures
                     – Increased growing season
                       length
                     – Adequate moisture/water
                       balance


                  • Response spectrum
                     – Main stem – Increased
                       increment growth
                     – Whole plant – canopy
                       expansion/densification
                     – Entire treeline – upward
                       movement of treeline
Recent Results (Salzer et al., 2009)
• Showed that increment growth was increasing for three bristlecone
  sites in the western United States
• This increase only was detectable from treeline to 150 meters
  below treeline
• The actual elevation of the treeline was not important




                Salzer et al., 2009
Some Limitations

• Three bristlecone sites
   – Are they truly representative of all bristlecones?

• Bristlecone pine only
   – Unknown if the response is species specific or extends to other
     treeline species

• Focus on the whole stem response (increment growth only)
   – What is happening to the entire plant?
   – What is happening for all trees at all sites?

• Responding to what factors?
   – Temperature, Precipitation, ??? or some combination?
Purpose/goals of this research


• To evaluate vegetation cover trends for:
   – Many sites
   – Many species
   – Over an elevation range

• To evaluate vegetation growth trends

   – INDEPENDENT OF DENDROCLIMATIC ANALYSIS

• To determine whether dendroclimatic analysis suggesting enhanced
  growth is supported by other measures of plant growth
Annual NPP (GLOPEM)



                                                       g C/m2/year
                                                            0 - 213
                                                            214 - 425
                                                            426 - 638
                                                            639 - 850
                                                            851 - 1,063
                                                            1,064 - 1,275
                                                            1,276 - 1,488
                                                            1,489 - 1,700



                                                1981
     Global Production Efficiency Model
Global Land Cover Facility, www.landcover.org
Change in NPP 1981 to 2000




                        NPPDifference2000-1981
                        g C/m2/year
                             High : 2467.93
                             Pos.
                                  0.0
                             Neg.
                             Low : -2190.16
Study Area:
Western United
   States
GIS Based
                                               Processing Steps
Raw and Derived
     Data
                        Extraction of
RAW DATA FROM          Analysis Points
AVHRR & MODIS
• Annual NPP (81-00)                           Output files
                       CONVERT
• Annual GPP (00-10)
                       • Land cover
                       • Species maps    Point Data                     Statistical
ATTRIBUTE
INFORMTION                               • Annual NPP (81-00)            Analysis
                       TO                • Delta NPP (81-00)
• Land cover types
                       • Point coverages • Precip, Tmax, Tmin       ANOVA and
• Tree species
                        with 6km spacing • Regression               Regression by:
• Species attributes
                                           coefficients (a, b, r)   • Elevation
• Elevation data
                                                                    • Land cover types
• PRISM Climate Data
                                           Stratified By            • Tree species
     • Precipitation
                                           • Land cover type        • Species attributes
     • Minimum T
     • Maximum T                           • Tree species
                                           • Elevation
Analysis Point Extraction




Grid points placed every 6 km

Alternative placements offset every 2 km N,S,E & W
to test whether placement impacted final results

Repeated for each land cover type and species
Extractions for each grid cell and point location

           • NPP Annual (1981, 1982, 1983 …….., 2000)
           • Delta NPP (change in NPP from 1981 to 2000)
           • Regression equation (a, b, r)



Each of the above then analyzed by:
        • Elevation ranges:
             • Divided into 500 meter increments from 0 to 4500 meters
        • Land Cover type
             • 14 Land Cover Types (Mapped from MODIS: USGS)
        • Species
             • 17 Species (Little, 1991 - USDA species maps)
        • Species characteristics (USDA)
             • 28 separate attributes
                  • drought tolerance
                  • water use
                  • growth rate
                  • etc.
Analysis by Land Cover Type
• Between 1981 and 2000 NPP at all elevations increased by an average of
~67 g C/m2 (~7.0 percent) over the entire study area.


              Woodland Shrubland Grassland Forest
    All    5.5                6.1             11.4           3.1
Elevations
 Above        6.3             11.2            8.3            3.4
 2000m
 Above        1.8             5.4             2.4            4.5
 2500m
Analysis
  By
 Tree
Species
Species where water availability
is not an issue

Slow growing
Low moisture use
High drought tolerance
Species where water availability
is somewhat of an issue

Range of growth rates
Medium moisture use
Low to medium drought tolerance
Species where water availability
is an issue (medium to high
water use and/or medium to low
drought tolerance)*

Results:
•Decreasing trends in NPP

or,

•Increase in NPP to a mid-forest
elevation and then a decrease at
higher elevation

*includes subpopulations of
bristlecone and foxtail pines found
in wetter regions
ANOVA - NPP and moisture use
NPP Change above 2000m

                          Delta NPP
                         1981 to 2000
                           G C/m2
                             -174 - -150
                             -149 - -100
                             -99 - -50
                             -49 - -1
                             0 - 50
                             51 - 100
                             101 - 150
                             151 - 200
                             201 - 250
                             251 - 300
                             301 - 350
                             351 - 400
                             401 - 450
                             451 - 500
                             501 - 550
California and Nevada Bristlecone Sites
  At Elevations Greater Than 2000m


                                  Pearl
                                            NPP %Change
                                  Peak
                                            1981 to 2000
                                                 0-0
                                                 1 - 60
                                                 61 - 70
                                                 71 - 80
                                                 81 - 90
                                                 91 - 100
                                                 101 - 110
                                                 111 - 120
                                                 121 - 130
                                                 131 - 140
                                  Mt             141 - 200

 White                         Washington
Mountains
Trends in bristlecone pine NPP
             1981-2000

Elevation (m)             P. longaeva   P. aristata
Mid-point of 500m range
2250                      +12.36%       -------
2750                      + 9.67%       + 3.95%
3250                      +17.34%       + 4.21%
3750                      +36.52%       + 3.37%


All Elevations            +11.67%       + 3.82%
Bristlecone pine NPP




                                    August
                                                                               and climate




                                                      April
Standardized Coefficients




                                                                                1981-2000

                                                                       Bristlecone pine NPP above 2500m
                                                                       and west of longitude 109




                                                              August
                            April
Standardized Coefficients




                                                                       Bristlecone pine NPP above 2500m
                                             Annual




                                                                       and east of longitude 109
Conclusions

•   Increase in NPP for 11 of the 15 species
     – Suggests that some, but not all, species are experiencing higher growth over
       the past 30 years
     – Pronounced increases at the highest elevations

•   Slow growing species with exceptional drought tolerance and low water
    usage had the largest increases
     – Greater increase for the drier subpopulations of bristlecone and foxtail pine
     – Greater increase for arid region Great Basin species

•   Supports the argument for enhanced bristlecone pine growth derived
    from tree ring analysis
     – For NPP this suggests a response to a change in season length and water
       availability associated with higher minimum temperatures

•   The trend at these sites has continued, albeit at a slower rate, from
    2000 to 2010 as indicated from analysis of MODIS GPP and NPP data
Questions?

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Evaluating links between climate change and recent enhanced tree growth at upper altitude sites in the western United States [Louis Scuderi]

  • 1. Evaluating links between climate change and recent enhanced tree growth at upper altitude sites in the western United States Louis A. Scuderi and Maria Lohmann, Department of Earth and Planetary Sciences University of New Mexico
  • 2. Expected High Altitude Plant Response to “improving” climate • “Improving” conditions – Warmer temperatures – Increased growing season length – Adequate moisture/water balance • Response spectrum – Main stem – Increased increment growth – Whole plant – canopy expansion/densification – Entire treeline – upward movement of treeline
  • 3. Recent Results (Salzer et al., 2009) • Showed that increment growth was increasing for three bristlecone sites in the western United States • This increase only was detectable from treeline to 150 meters below treeline • The actual elevation of the treeline was not important Salzer et al., 2009
  • 4. Some Limitations • Three bristlecone sites – Are they truly representative of all bristlecones? • Bristlecone pine only – Unknown if the response is species specific or extends to other treeline species • Focus on the whole stem response (increment growth only) – What is happening to the entire plant? – What is happening for all trees at all sites? • Responding to what factors? – Temperature, Precipitation, ??? or some combination?
  • 5. Purpose/goals of this research • To evaluate vegetation cover trends for: – Many sites – Many species – Over an elevation range • To evaluate vegetation growth trends – INDEPENDENT OF DENDROCLIMATIC ANALYSIS • To determine whether dendroclimatic analysis suggesting enhanced growth is supported by other measures of plant growth
  • 6. Annual NPP (GLOPEM) g C/m2/year 0 - 213 214 - 425 426 - 638 639 - 850 851 - 1,063 1,064 - 1,275 1,276 - 1,488 1,489 - 1,700 1981 Global Production Efficiency Model Global Land Cover Facility, www.landcover.org
  • 7. Change in NPP 1981 to 2000 NPPDifference2000-1981 g C/m2/year High : 2467.93 Pos. 0.0 Neg. Low : -2190.16
  • 9. GIS Based Processing Steps Raw and Derived Data Extraction of RAW DATA FROM Analysis Points AVHRR & MODIS • Annual NPP (81-00) Output files CONVERT • Annual GPP (00-10) • Land cover • Species maps Point Data Statistical ATTRIBUTE INFORMTION • Annual NPP (81-00) Analysis TO • Delta NPP (81-00) • Land cover types • Point coverages • Precip, Tmax, Tmin ANOVA and • Tree species with 6km spacing • Regression Regression by: • Species attributes coefficients (a, b, r) • Elevation • Elevation data • Land cover types • PRISM Climate Data Stratified By • Tree species • Precipitation • Land cover type • Species attributes • Minimum T • Maximum T • Tree species • Elevation
  • 10. Analysis Point Extraction Grid points placed every 6 km Alternative placements offset every 2 km N,S,E & W to test whether placement impacted final results Repeated for each land cover type and species
  • 11. Extractions for each grid cell and point location • NPP Annual (1981, 1982, 1983 …….., 2000) • Delta NPP (change in NPP from 1981 to 2000) • Regression equation (a, b, r) Each of the above then analyzed by: • Elevation ranges: • Divided into 500 meter increments from 0 to 4500 meters • Land Cover type • 14 Land Cover Types (Mapped from MODIS: USGS) • Species • 17 Species (Little, 1991 - USDA species maps) • Species characteristics (USDA) • 28 separate attributes • drought tolerance • water use • growth rate • etc.
  • 12. Analysis by Land Cover Type • Between 1981 and 2000 NPP at all elevations increased by an average of ~67 g C/m2 (~7.0 percent) over the entire study area. Woodland Shrubland Grassland Forest All 5.5 6.1 11.4 3.1 Elevations Above 6.3 11.2 8.3 3.4 2000m Above 1.8 5.4 2.4 4.5 2500m
  • 13. Analysis By Tree Species
  • 14. Species where water availability is not an issue Slow growing Low moisture use High drought tolerance
  • 15. Species where water availability is somewhat of an issue Range of growth rates Medium moisture use Low to medium drought tolerance
  • 16. Species where water availability is an issue (medium to high water use and/or medium to low drought tolerance)* Results: •Decreasing trends in NPP or, •Increase in NPP to a mid-forest elevation and then a decrease at higher elevation *includes subpopulations of bristlecone and foxtail pines found in wetter regions
  • 17. ANOVA - NPP and moisture use
  • 18. NPP Change above 2000m Delta NPP 1981 to 2000 G C/m2 -174 - -150 -149 - -100 -99 - -50 -49 - -1 0 - 50 51 - 100 101 - 150 151 - 200 201 - 250 251 - 300 301 - 350 351 - 400 401 - 450 451 - 500 501 - 550
  • 19. California and Nevada Bristlecone Sites At Elevations Greater Than 2000m Pearl NPP %Change Peak 1981 to 2000 0-0 1 - 60 61 - 70 71 - 80 81 - 90 91 - 100 101 - 110 111 - 120 121 - 130 131 - 140 Mt 141 - 200 White Washington Mountains
  • 20. Trends in bristlecone pine NPP 1981-2000 Elevation (m) P. longaeva P. aristata Mid-point of 500m range 2250 +12.36% ------- 2750 + 9.67% + 3.95% 3250 +17.34% + 4.21% 3750 +36.52% + 3.37% All Elevations +11.67% + 3.82%
  • 21. Bristlecone pine NPP August and climate April Standardized Coefficients 1981-2000 Bristlecone pine NPP above 2500m and west of longitude 109 August April Standardized Coefficients Bristlecone pine NPP above 2500m Annual and east of longitude 109
  • 22. Conclusions • Increase in NPP for 11 of the 15 species – Suggests that some, but not all, species are experiencing higher growth over the past 30 years – Pronounced increases at the highest elevations • Slow growing species with exceptional drought tolerance and low water usage had the largest increases – Greater increase for the drier subpopulations of bristlecone and foxtail pine – Greater increase for arid region Great Basin species • Supports the argument for enhanced bristlecone pine growth derived from tree ring analysis – For NPP this suggests a response to a change in season length and water availability associated with higher minimum temperatures • The trend at these sites has continued, albeit at a slower rate, from 2000 to 2010 as indicated from analysis of MODIS GPP and NPP data