TY - JOUR
T1 - Bayesian survey-based assessment of north sea plaice (pleuronectes platessa)
T2 - Extracting integrated signals from multiple surveys
AU - Bogaards, Johannes A.
AU - Kraak, Sarah B.M.
AU - Rijnsdorp, Adriaan D.
N1 - Funding Information:
The project was partly funded by the F-project 43911012 funded by the Ministry of LNV (The Netherlands). The free use of OpenBUGS, version 1.4, and of R, version 2.3.1, is gratefully acknowledged. We thank two anonymous referees for constructive reviews.
PY - 2009/5
Y1 - 2009/5
N2 - Dependence on a relatively small sample size is generally viewed as a big disadvantage for survey-based assessments. We propose an integrated catch-at-age model for research vessel data derived from multiple surveys, and illustrate its utility in estimating trends in North Sea plaice abundance and fishing mortality. Parameter estimates were obtained by Bayesian analysis, which allows for estimation of uncertainty in model parameters attributable to measurement error. Model results indicated constant fishing selectivity over the distribution area of the North Sea plaice stock, with decreased selectivity at older age. Whereas separate analyses of survey datasets suggested different biomass trends in the southeast than in the western and central North Sea, a combined analysis demonstrated that the observations in both subareas were compatible and that spawning-stock biomass has been increasing over the period 1996-2005. The annual proportion of fish that dispersed in a northwesterly direction was estimated to increase from about 10% at age 2 to 33% at age 5 and older. We also found higher fishing mortality rates than reported in ICES assessments, which could be the consequence of inadequate specification of catchability-at-age in this study or underestimated fishing mortality by the conventional ICES assessment, which relies on official landings figures.
AB - Dependence on a relatively small sample size is generally viewed as a big disadvantage for survey-based assessments. We propose an integrated catch-at-age model for research vessel data derived from multiple surveys, and illustrate its utility in estimating trends in North Sea plaice abundance and fishing mortality. Parameter estimates were obtained by Bayesian analysis, which allows for estimation of uncertainty in model parameters attributable to measurement error. Model results indicated constant fishing selectivity over the distribution area of the North Sea plaice stock, with decreased selectivity at older age. Whereas separate analyses of survey datasets suggested different biomass trends in the southeast than in the western and central North Sea, a combined analysis demonstrated that the observations in both subareas were compatible and that spawning-stock biomass has been increasing over the period 1996-2005. The annual proportion of fish that dispersed in a northwesterly direction was estimated to increase from about 10% at age 2 to 33% at age 5 and older. We also found higher fishing mortality rates than reported in ICES assessments, which could be the consequence of inadequate specification of catchability-at-age in this study or underestimated fishing mortality by the conventional ICES assessment, which relies on official landings figures.
KW - Bayesian statistics
KW - Plaice
KW - Population dynamics
KW - State-space models
KW - Survey-based assessment
UR - http://www.scopus.com/inward/record.url?scp=68349105690&partnerID=8YFLogxK
U2 - 10.1093/icesjms/fsp038
DO - 10.1093/icesjms/fsp038
M3 - Article
AN - SCOPUS:68349105690
SN - 1054-3139
VL - 66
SP - 665
EP - 679
JO - ICES Journal of Marine Science
JF - ICES Journal of Marine Science
IS - 4
ER -