D. Billheimer et al., NATURAL VARIABILITY OF BENTHIC SPECIES COMPOSITION IN THE DELAWARE BAY, Environmental and ecological statistics, 4(2), 1997, pp. 95-115
Biological monitoring of aquatic biota is used to assess the impact of
changes in the environment. Critical to the development of a sound bi
ological monitoring protocol is the judicious selection of organisms a
nd organism characteristics to be monitored. Accurate interpretations
of change necessitate description of the natural variability of the sy
stem. We introduce a state-space model for compositional monitoring da
ta, and illustrate how one can incorporate spatial structure and covar
iates to assess natural variability. The methods are illustrated on be
nthic survey data from Delaware Bay, and applied to proportional compo
sition at the genus level. The distribution of benthic macroinvertebra
tes in Delaware Bay depends significantly on salinity. There is residu
al spatial dependence in the data after accounting for the salinity ef
fect.