Research Note No. 23
January 27, 1989
Revised parameter estimates for
CACTOS growth models
by
Lee C. Wensel and Timothy A. Robards
Abstract
Previous height growth models were developed using stem analysis
(Wensel and Koehler, 1985). DBH growth models were developed using,
first, stem analysis data and, then, increment core data collected
at the time of the initial measurement of the Coop permanent plots
(Wensel, Meerschaert, and Biging, 1987). These estimates of growth
were applied to stand conditions that were back dated to the beginning
of the growth respective periods.
Remeasurement of these permanent plots yielded growth estimates
by difference. The previous growth models consistently underestimated
the growth rates observed on these remeasurement data. Thus, new
parameter estimates were constructed to agree with the remeasurement
data. However, it is not clear whether the differences in the growth
projections between the previous and present models represent a
difference in the actual growth rates or a difference in the
measurement and analytical techniques used.
INTRODUCTION
CACTOS, the CAlifornia Conifer Timber Output Simulator, is
in widespread use by federal, state, private, and industrial foresters.
The simulator makes it very easy to produce estimates of timber yields
for 5-year growth periods -- with or without management intervention.
The operation of the CACTOS System is described by Wensel and Biging
(1987) and the operation of the individual programs by a series of
user's guides. The CACTOS users' guide (Wensel, Daugherty, and
Meerschaert, 1986) is the principal reference for the operation of
the program and the various components of the program have been
described in papers by Biging (1984, 1985, and 1988), Biging and
Wensel (1984, 1985, 1987), Biging and Meerschaert (1987),
Meerschaert and Wensel (1988), Van Deusen and Biging (1984), and
Wensel and Koehler (1985). These papers describe the modelling
processes used to obtain estimates of tree volume and taper, site
index, crown geometry, tree growth rates and other mensurational
relationships important to the growth modelling process.
This paper presents the results of a study of the remeasurement
of permanent plots maintained by the Northern California Forest Yield
Cooperative. The six conifer species studied are listed in Table 1
along with the two-letter species codes used in the following tables.
The objective of this study was to (1) use the current set of
remeasurement data to test the validity of the growth equation
coefficients and (2) to revise the coefficients if warranted. Under
the assumption that the difference between two measurements of the same
trees at two points in time is the best estimate of tree growth,
differences between actual and predicted growth rates is referred to
here as bias.
In a previous study, Wensel and Koehler (1985) presented both
height and DBH growth coefficients based upon stem analysis. For DBH,
these coefficients were revised based upon a more extensive series of
measurement on the initial measurement of over 720 permanent plots
(Wensel, Meerschaert, and Biging 1987). Thus, the previous height
growth coefficients were based entirely upon stem analysis but the DBH
growth rates benefitted from both stem analysis data and increment
cores taken on the initial measurement of the permanent plots.
The percentage bias in the growth rates given by Wensel,
Meerschaert, and Biging (1987) when tested against the remeasurement
data set is given in Figure 1. The apparent bias in these predicted
growth rates vary with diameter growth rates underestimated by 38 to
76 percent and height growth underestimated from 11 to 54 percent.
These underestimates certainly justify the development of revised
estimates of the growth estimation coefficients. Thus this paper
is devoted to the development of revised estimates of the growth
coefficients.
Table 1. Definition of species codes used.
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Code Definition
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PP Ponderosa pine
Pinus ponderosa (Laws.)
SP Sugar pine
Pinus lambertiana (Dougl.)
IC Incense cedar
Libocedrus decurrens (Torr.)
DF Douglas-fir
Pseudotsuga menziesii (Mirb.) Franco
WF White fir
Abies concolor (Gord. and Glend.) Lindl.
RF Red fir
Abies magnifica (A. Murr.)
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Figure 1. Average underestimate (bias) in growth rates for DBH2 and
height using growth coefficients by Wensel, Meerschaert,
and Biging (1987) and data from remeasured plots.
Growth Models
DATA
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