eScholarship Repository eScholarship Repository California Digital Library
eScholarship > Postprints > Paper 1911
Search all papers
 

notify_envelope Notify me of new papers
via Email or RSS


Postprints


Analysis of size trajectory data using an energetic-based growth model
Masami Fujiwara, University of California, Santa Barbara
Bruce E. Kendall, University of California, Santa Barbara
Roger M. Nisbet, University of California, Santa Barbara
William A. Bennett, University of California, Davis

  Download the Article (260 K, PDF file) - 2005 Tell a colleague about it.
Printing Tips: Select 'print as image' in the Acrobat print dialog if you have trouble printing.

ABSTRACT:
Individual growth rate of animals is increasingly used as an indicator of ecological stressors. Environmental contaminants often affect physiological processes within individuals, which in turn affect the animal’s growth rate. Consequently, there is an increasing need to estimate parameters in physiologically based individual growth models. Here, we present a method for estimating parameters in an energetic-based individual growth model (a dynamic energy budget model). This model is a system of stochastic differential equations in which one of the state variables (the energy reserve) is unobservable. There is no analytical solution to the probability density of size at given age, so we use a numerical nonlinear state–space method to calculate the likelihood. An algorithm to calculate the likelihood is outlined in this paper. This method is general enough to apply to other stochastic differential equation models. We assessed the estimability of parameters in the individual growth model, and analyzed size trajectory data from delta smelt (Hypomesus transpacificus). We expect this method to become an important tool in ecological studies as computers become faster, as the models that we deal with become more complex, and as the data that we collect become more detailed.

SUGGESTED CITATION:
Masami Fujiwara, Bruce E. Kendall, Roger M. Nisbet, and William A. Bennett, "Analysis of size trajectory data using an energetic-based growth model" (2005). Ecology. 86 (6), pp. 1441-1451. Postprint available free at: http://repositories.cdlib.org/postprints/1911

 
bar
Open Archives Initiative eScholarship is a service of the California Digital Library bepress