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What is Clumpiness?. Clumpiness is a Stand AttributeClumpiness is an Index of Spatial RegularityHow to Get There:Phototype the Forest into Stand PolygonsTypically by Species, Size
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1. Implications of Clumpinesson Growth & Yield Managing Stand Density Symposium
March 16, 2005
Canyonville, Oregon
James D. Arney, Ph.D.
Forest Biometrics Research Institute
Missoula, Montana
2. What is Clumpiness? Clumpiness is a Stand Attribute
Clumpiness is an Index of Spatial Regularity
How to Get There:
Phototype the Forest into Stand Polygons
Typically by Species, Size & Density
Set Minimum Polygon Size (Typically 5-acres)
Absorb Small Openings and Thickets (< 5-acres)
Clumpiness is the Dispersion within the Polygon
Use Cruise Compiler to Compute the Index
Load the Index into your Inventory Database
3. Tree versus Plot Attributes Plot Parameters
Site Index
Stand Density (SDI, CCF, Rd, Tpa, Basal Area)
Clumpiness (spatial pattern)
Species Parameters
Genetic growth form, Shade Tolerance
Tree Parameters
Species, Dbh, Height, Taper, Age
Tree-centered Density (CSI)
4. Stand Density Indices Stand Density Index (SDI), Reineke (1933)
Assumes Quadratic Mean Dbh
Assumes All Trees with Dbh > 0
Relative Density (Rd), Curtis (1982)
Assumes Quadratic Mean Dbh
Includes Only Trees with Dbh > 0
SDI = 5.8 * Rd
Crown Competition Factor, Krajicek etal (1961)
Summation of Individual Tree Growing Space
Includes All Trees, All Sizes including Dbh = 0
CCF = 5.0 * Rd (General Rule of Thumb)
9. A Tree-Centered Density Index Competitive Stress Index (CSI), Arney (1973)
Uses Same Individual Tree Growing Space Area as CCF
Includes All Trees, All Sizes (even Dbh = 0)
Competing Trees Overlap into “Subject Tree” Growing Space
Primary Sampling Unit is the Individual Tree
Provides Distribution of Density across Plot
Plot-Centered Density Index (CCF)
Competing Trees Overlap into “Plot” Growing Space
Primary Sampling Unit is the Plot
Provides only Average Density across Plot
11. Application of Clumpiness Index Spatial Variability Index on Research Plot
Stem Map Trees on Research Plot
Clumpiness = Spatial Variance / Mean Spacing
FPS Translates to 0 – 1 Clumpiness Scale
Tree Sizes and Spacing determine CSI
Estimate of Density Distribution on Cruise
Prism Plots provide Point Estimates of CSI
Clumpiness = CSI Variation / Average CSI
19. 25 Year Mortality Storyat Stampede Creek LOGS
20. 25 Year Mortality Storyat Stampede Creek LOGS
25. 33 Year Thinning Trialsat OSU Black RockInitial Conditions on Three 1-acre Plots
26. 33 Year Thinning Trialsat OSU Black Rock
27. Observed Dbh Growth by CCF
28. Observed Dbh Growth by CSI
31. Typical Clumpiness Distributionsin Oregon Forests
72. Comparison of YieldSite 100, Age 60 by Clumpiness
73. Within Polygon Effectof a100-ft Edge Buffer
86. Clumpiness in Growth Models
87. Silviculture in Clumpy Stands DI Models will Over-Estimate Growth
DI Models will Under-Estimate Mortality
DI Models tied to Research Plot Spacing
Size of Openings Determines Regeneration
Tree Species and Abundance
Brush Species and Abundance
Grass Species and Abundance
88. Is Clumpiness Important?