TY - JOUR
T1 - Can IBMs tell us why most larvae die in the sea? Model sensitivities and scenarios reveal research needs
AU - Peck, Myron A.
AU - Hufnagl, Marc
PY - 2012
Y1 - 2012
N2 - Biophysical individual-based models (IBMs) are the only tools that can provide estimates of spatial and temporal
changes in mortality rates of marine fish early life stages as well as the various processes that contribute
to those changes. Given the increasing use of these models, one must ask the question: How much faith can
we have in their estimates? We briefly review mortality processes acting on marine fish early life stages and
how IBMs have been used to estimate those processes. Next, we provide a summary of the sensitivity analyses
and scenario results conducted in 50 studies that provided estimates of: 1) advection-based losses
from drift modeling, 2) mortality due to starvation from foraging and growth modeling, and/or 3) modeled
mortality due to predators. We illustrate how IBM estimates of larval distribution and survival can be sensitive
to assumptions regarding the magnitude and timing of mortality by performing drift model simulations
for Atlantic herring (Clupea harengus) larvae in the North Sea. Despite the growing number of studies applying
IBMs, less than 25% reviewed here included formal sensitivity analyses of parameters. Our literature review
indicated a need for biological research on 1) larval swimming behavior including cues for
movements, 2) foraging parameters such as larval visual field estimates, and 3) parameters associated with
growth physiology including assimilation efficiency and energy losses due to active metabolism. Ontogenetic
changes in those factors are particularly relevant to examine for modeling activities. Methods also need to be
developed for depicting predator encounter in a dynamic way (e.g., based upon predator–prey overlap). High
priority should be given to developing (and funding) research programs that not only construct and apply
IBMs but also that measure the aspects of larval behavior and physiology as well as aspects of the larval environment
needed to parameterize them. Coupling these research activities will strengthen our confidence in
IBM-derived estimates of mortality and the processes responsible for death of larvae in the sea
AB - Biophysical individual-based models (IBMs) are the only tools that can provide estimates of spatial and temporal
changes in mortality rates of marine fish early life stages as well as the various processes that contribute
to those changes. Given the increasing use of these models, one must ask the question: How much faith can
we have in their estimates? We briefly review mortality processes acting on marine fish early life stages and
how IBMs have been used to estimate those processes. Next, we provide a summary of the sensitivity analyses
and scenario results conducted in 50 studies that provided estimates of: 1) advection-based losses
from drift modeling, 2) mortality due to starvation from foraging and growth modeling, and/or 3) modeled
mortality due to predators. We illustrate how IBM estimates of larval distribution and survival can be sensitive
to assumptions regarding the magnitude and timing of mortality by performing drift model simulations
for Atlantic herring (Clupea harengus) larvae in the North Sea. Despite the growing number of studies applying
IBMs, less than 25% reviewed here included formal sensitivity analyses of parameters. Our literature review
indicated a need for biological research on 1) larval swimming behavior including cues for
movements, 2) foraging parameters such as larval visual field estimates, and 3) parameters associated with
growth physiology including assimilation efficiency and energy losses due to active metabolism. Ontogenetic
changes in those factors are particularly relevant to examine for modeling activities. Methods also need to be
developed for depicting predator encounter in a dynamic way (e.g., based upon predator–prey overlap). High
priority should be given to developing (and funding) research programs that not only construct and apply
IBMs but also that measure the aspects of larval behavior and physiology as well as aspects of the larval environment
needed to parameterize them. Coupling these research activities will strengthen our confidence in
IBM-derived estimates of mortality and the processes responsible for death of larvae in the sea
U2 - 10.1016/j.jmarsys.2011.08.005
DO - 10.1016/j.jmarsys.2011.08.005
M3 - Journal article
SN - 0924-7963
VL - 93
SP - 77
EP - 93
JO - Journal of Marine Systems
JF - Journal of Marine Systems
ER -