A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of...

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A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources
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Page 1: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

A Young Douglas-fir Plantation Growth Model for the Pacific Northwest

Nick Vaughn

University of Washington

College of Forest Resources

Page 2: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Outline• Current status of the model

• A review of the datasets

• Model details

• Predictive abilities

• Timeline

Page 3: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Current Status• Have a model form for height growth

– Base function with H0 and SI as predictors

– Modifiers for Density, Relative height and Veg

• Choosing between forms for DBH– Similar to the height growth function

• Can somewhat predict changes of Veg– Just started, still need to test

Page 4: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Data review• Two datasets

– SMC Type III (5/6 of the data)– RVMM project

• Different design, but similar measurements– All Conifers measured– Multiple measurements– Veg cover optically estimated on subplots– Both are missing a lot of data on Veg treatments

Page 5: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Data review• Some differences

– SMC data is from designed experiment– RVMM from real-world stands– Hardwoods treated different– RVMM data has only one remeasure (2-year)– RVMM veg measured in same year as trees

Page 6: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Data review• Fitting model using data with associated Veg

measures for each tree measurement• Heights measured at both beginning and end of

period• Site Index computed on stands using last

measurements,– Some < age suggested for such calculations (~10 years)

• Useable tree-growth observations– RVMM: 4591

– SMC: 24320

Page 7: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

x RVMM Coastal

x RVMM Cascade

x SMC Type III

Page 8: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Data review• Range of stand ages

Page 9: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Model Details• Height growth model:

),,(),(),(),( 043201 THHfTHfVHfSIHfH toptoptop

where:

0H is initial Height (ft)

topH is Top-height of the plot (ft)

SI is Site Index (Flewelling’s curves, base=30)

T is Trees per acre

V is plot Shrub cover (%)

H is 1-year Height growth (ft)

Page 10: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Model Details• Height growth model – Veg. modifier:

– At low Htop:More vegetation = less growth

– As Htop increases, this effect goes to 0

VHvvVHf toptop )exp(1),( 212

Page 11: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Model Details• Height growth model – Density modifier:

– At low Htop:More density = more growth

– As Htop increases, effect lessens.– After Htop reaches about 26 feet:

More density = less growth

TdHddHdTHf toptoptop )()(1),( 23213

Page 12: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Model Details• Height growth model – Relative height mod:

– Relative height = heighti/Htop

– Lower relative ht. = less growth– As Htop and/or Density increase, this effect gets

stronger

)/log()exp(1),,( 010432

toph

toph

top HHHThTHHf

Page 13: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Model Details• Diameter growth model:

),,(),(),(),,( 043201 THHfTHfVHfBASIDfD toptoptop

where:

0D is initial Diameter (in)

topH is Top-height of the plot (ft)

SI is Site Index

T is Trees per acre

V is plot Shrub cover (%)

D is 1-year Diameter growth (in)

BA is Basal Area per acre

Page 14: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Model Details• Shrub vegetation dynamics model:

),,,,( 0 topHTBASIVfV

where:

0V is initial Shrub Vegetation cover (%)

topH is Top-height of the plot (ft)

SI is Site Index

T is Trees per acre

BA is Basal Area per acre

V is 1-year Veg cover change (%)

Page 15: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Predictive Abilities• Height growth model:

R2 = 0.578

Page 16: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Predictive Abilities• Diameter growth model:

R2 = 0.590

Page 17: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Predictive Abilities

Page 18: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Predictive Abilities

Page 19: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Predictive Abilities

Page 20: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Predictive Abilities

Page 21: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Predictive Abilities

Page 22: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Predictive Abilities

Page 23: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Predictive Abilities

Page 24: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Timeline

• “Finish” modelling by June– Done = satisfied with results

• Write-up done and defend by August

• Coding is already underway.

Page 25: A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Questions?