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October 18                       the ‘detrended’
                                   ring-width
The linear aggregate model of tree growth
                                      index
Ed Cook Lamont-Doherty Earth Observatory
h p://www.ldeo.columbia.edu/tree-ring-laboratory/
THE PRINCIPLE OF
AGGREGATE TREE GROWTH
Any individual tree-growth series can be "decomposed" into a
set of environmental signals that affected the tree’s growth
through its lifespan.
Tree-ring width data


tree age
 or size    pith




                       climate              landscape
                                              change    bark


 forest dynamics

                                  ecology
SIGNAL vs. NOISE
the environmental factor
       of interest



          SIGNAL vs. NOISE
SIGNAL vs. NOISE

         everything else
THE PRINCIPLE OF AGGREGATE TREE GROWTH




Rt = At + Ct + δD1t + δD2t + Et
helps us THINK about
       signals in tree rings

a conceptual model of tree growth

          NOT used for
          CALCULATIONS
Earlywood


        Latewood


Total ring-width



                   Eastern hemlock
                   Tsuga canadensis
THE PRINCIPLE OF AGGREGATE TREE GROWTH




Rt = At + Ct + δD1t + δD2t + Et

                =
         tree growth in year ‘t’
THE PRINCIPLE OF AGGREGATE TREE GROWTH




Rt = At + Ct + δD1t + δD2t + Et
                size-related growth trend
                caused by physiological aging
Artist: Giuseppe Penone
Ring width




             Tree age
At
does not have a universal or predictable shape.
“   At should be thought of as a nonstationary,
    stochastic process which may, as a special
    case, be modeled as a determinstic process.
                                                          ”
                                              Ed Cook
                                Tree-Ring Bulletin 1987
10.0



 7.5

                At = a ×   exp-bt   +k
5.0



 2.5



  0
       0   25       50          75       100
THE PRINCIPLE OF AGGREGATE TREE GROWTH




Rt = At + Ct + δD1t + δD2t + Et
                         climate during year ‘t’
THE PRINCIPLE OF AGGREGATE TREE GROWTH




Rt = At + Ct + δD1t + δD2t + Et
Source: United States Forest Service
Source: Eli Sagor
A disturbance is a temporary event that causes a
major change in the structure of an ecosystem.
THE PRINCIPLE OF AGGREGATE TREE GROWTH




Rt = At + Ct + δD1t + δD2t + Et

                       disturbance within the forest
THE PRINCIPLE OF AGGREGATE TREE GROWTH




Rt = At + Ct + δD1t + δD2t + Et

                       disturbance from outside
                              the forest
δD1t + δD2t
Both disturbance terms include a value for
    ‘delta’, which can be either ‘0’ (no
     disturbance) or ‘1’ (disturbance).
THE PRINCIPLE OF AGGREGATE TREE GROWTH




Rt = At + Ct + δD1t + δD2t + Et

                         random processes
                   not accounted by other sources
Rt = At + Ct + δD1t + δD2t + Et
SIGNAL vs. NOISE
Rt = At + Ct + δD1t + δD2t + Et
never trust
   one tree
ation   replication   replication   replication   replic
ation   replication   replication   replication   replic
ation   replication   replication   replication   replic
ation   replication   replication   replication   replic
ation   replication   replication   replication   replic
ation   replication   replication   replication   replic
ation   replication   replication   replication   replic
ation   replication   replication   replication   replic
ation   replication   replication   replication   replic
ation   replication   replication   replication   replic
THE PRINCIPLE OF
              REPLICATION
Making measurements from (i) more than one radius per
tree and (ii) more than one tree per site maximizes the
environmental signal and minimizes the amount of
environmental ‘noise’.
mean of
all trees
Et
can be assumed to be uncorrelated within
      and between trees in a stand.
δD1t
Endogenous (‘originating within’) disturbances will be random events
   in both space and time (if the stand of trees is large enough).
δD2t
o en is shared by most or all trees within a stand, but
may not be shared by all forest stands within a region.
Source: St. George et al.,
Quaternary Research, 2008
The global network of public tree-ring width data includes measurements
                        of nearly 20 million tree rings at more than 3,000 locations.




Source: St. George et al., unpublished
Rt = At + Ct + δD1t + δD2t + Et
At
is the tough one.
STANDARDIZATION
“Standardization” describes a suite of mathematical methods
that a empt to remove long-term trends in ringwidth caused
by normal physiological aging processes and changes in the
surrounding forest community.
“   Growth functions are removed by fi ing a curve to
    the data and dividing each measured ring-width
    value by the "expected" value on the growth curve.
                                                               ”
                                                 Ray Bradley
                                       Paleoclimatology 1999
one of the simplest cases
ays!
                a   lw
           ,not
      im es
    et
som
           At = a ×      exp -bt     +k
    Changes in ringwidth due to tree age (or size)
        can sometimes be approximated as
         a negative exponential function.
10.0



 7.5

                At = a ×   exp-bt   +k
5.0



 2.5



  0
       0   25       50          75       100
(A) the ‘raw’
ring-width data
(B) the ‘detrending’ curve
DIVIDE
(A) the raw ring-width data
by (B) the ‘detrending’ curve
the ‘detrended’
  ring-width
     index
removing   At
“   Standardization transforms the non-stationary ring-widths
    in a new series of stationary, relative tree-ring indices that
    have a defined mean of 1.0 and a constant variance.
                                                                            ”
                                                                Ed Cook
                                                  Tree-Ring Bulletin 1987
At
does not have a universal or predictable shape.
THE ‘SEGMENT-LENGTH’


CURSE
THE PRINCIPLE OF
    CROSS-DATING
      THE PRINCIPLE OF
AGGREGATE TREE GROWTH
      THE PRINCIPLE OF
     REPLICATION

  STANDARDIZATION
      THE PRINCIPLE OF
ECOLOGICAL AMPLITUDE
      THE PRINCIPLE OF
    SITE SELECTION
GEOG5839
              XT C L AS S
                         NE

Source: Danny Margoles

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GEOG5839.12, the linear aggreate model of tree growth

  • 1. October 18 the ‘detrended’ ring-width The linear aggregate model of tree growth index
  • 2. Ed Cook Lamont-Doherty Earth Observatory
  • 4. THE PRINCIPLE OF AGGREGATE TREE GROWTH Any individual tree-growth series can be "decomposed" into a set of environmental signals that affected the tree’s growth through its lifespan.
  • 5. Tree-ring width data tree age or size pith climate landscape change bark forest dynamics ecology
  • 7. the environmental factor of interest SIGNAL vs. NOISE
  • 8. SIGNAL vs. NOISE everything else
  • 9. THE PRINCIPLE OF AGGREGATE TREE GROWTH Rt = At + Ct + δD1t + δD2t + Et
  • 10. helps us THINK about signals in tree rings a conceptual model of tree growth NOT used for CALCULATIONS
  • 11.
  • 12. Earlywood Latewood Total ring-width Eastern hemlock Tsuga canadensis
  • 13. THE PRINCIPLE OF AGGREGATE TREE GROWTH Rt = At + Ct + δD1t + δD2t + Et = tree growth in year ‘t’
  • 14. THE PRINCIPLE OF AGGREGATE TREE GROWTH Rt = At + Ct + δD1t + δD2t + Et size-related growth trend caused by physiological aging
  • 15.
  • 17. Ring width Tree age
  • 18.
  • 19.
  • 20. At does not have a universal or predictable shape.
  • 21. At should be thought of as a nonstationary, stochastic process which may, as a special case, be modeled as a determinstic process. ” Ed Cook Tree-Ring Bulletin 1987
  • 22. 10.0 7.5 At = a × exp-bt +k 5.0 2.5 0 0 25 50 75 100
  • 23. THE PRINCIPLE OF AGGREGATE TREE GROWTH Rt = At + Ct + δD1t + δD2t + Et climate during year ‘t’
  • 24. THE PRINCIPLE OF AGGREGATE TREE GROWTH Rt = At + Ct + δD1t + δD2t + Et
  • 25. Source: United States Forest Service
  • 27. A disturbance is a temporary event that causes a major change in the structure of an ecosystem.
  • 28. THE PRINCIPLE OF AGGREGATE TREE GROWTH Rt = At + Ct + δD1t + δD2t + Et disturbance within the forest
  • 29.
  • 30.
  • 31. THE PRINCIPLE OF AGGREGATE TREE GROWTH Rt = At + Ct + δD1t + δD2t + Et disturbance from outside the forest
  • 32.
  • 33. δD1t + δD2t Both disturbance terms include a value for ‘delta’, which can be either ‘0’ (no disturbance) or ‘1’ (disturbance).
  • 34. THE PRINCIPLE OF AGGREGATE TREE GROWTH Rt = At + Ct + δD1t + δD2t + Et random processes not accounted by other sources
  • 35. Rt = At + Ct + δD1t + δD2t + Et
  • 37.
  • 38. Rt = At + Ct + δD1t + δD2t + Et
  • 39. never trust one tree
  • 40. ation replication replication replication replic ation replication replication replication replic ation replication replication replication replic ation replication replication replication replic ation replication replication replication replic ation replication replication replication replic ation replication replication replication replic ation replication replication replication replic ation replication replication replication replic ation replication replication replication replic
  • 41. THE PRINCIPLE OF REPLICATION Making measurements from (i) more than one radius per tree and (ii) more than one tree per site maximizes the environmental signal and minimizes the amount of environmental ‘noise’.
  • 42.
  • 44. Et can be assumed to be uncorrelated within and between trees in a stand.
  • 45. δD1t Endogenous (‘originating within’) disturbances will be random events in both space and time (if the stand of trees is large enough).
  • 46. δD2t o en is shared by most or all trees within a stand, but may not be shared by all forest stands within a region.
  • 47. Source: St. George et al., Quaternary Research, 2008
  • 48. The global network of public tree-ring width data includes measurements of nearly 20 million tree rings at more than 3,000 locations. Source: St. George et al., unpublished
  • 49. Rt = At + Ct + δD1t + δD2t + Et
  • 51.
  • 52. STANDARDIZATION “Standardization” describes a suite of mathematical methods that a empt to remove long-term trends in ringwidth caused by normal physiological aging processes and changes in the surrounding forest community.
  • 53. Growth functions are removed by fi ing a curve to the data and dividing each measured ring-width value by the "expected" value on the growth curve. ” Ray Bradley Paleoclimatology 1999
  • 54. one of the simplest cases
  • 55. ays! a lw ,not im es et som At = a × exp -bt +k Changes in ringwidth due to tree age (or size) can sometimes be approximated as a negative exponential function.
  • 56. 10.0 7.5 At = a × exp-bt +k 5.0 2.5 0 0 25 50 75 100
  • 59. DIVIDE (A) the raw ring-width data by (B) the ‘detrending’ curve
  • 60. the ‘detrended’ ring-width index
  • 61. removing At
  • 62. Standardization transforms the non-stationary ring-widths in a new series of stationary, relative tree-ring indices that have a defined mean of 1.0 and a constant variance. ” Ed Cook Tree-Ring Bulletin 1987
  • 63. At does not have a universal or predictable shape.
  • 64.
  • 66.
  • 67. THE PRINCIPLE OF CROSS-DATING THE PRINCIPLE OF AGGREGATE TREE GROWTH THE PRINCIPLE OF REPLICATION STANDARDIZATION THE PRINCIPLE OF ECOLOGICAL AMPLITUDE THE PRINCIPLE OF SITE SELECTION
  • 68. GEOG5839 XT C L AS S NE Source: Danny Margoles