Fitting a non-parametric stockrecruitment model in R that is useful for deriving MSY reference points and accounting for model uncertainty

被引:20
作者
Cadigan, Noel G. [1 ]
机构
[1] Mem Univ Newfoundland, Inst Marine, Ctr Fisheries Ecosyst Res, St John, NF A1C 5R3, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Beverton-Holt model; confidence intervals; hockey-stick model; monotone spline; Ricker model; MAXIMUM SUSTAINABLE-YIELD; STOCK-RECRUIT MODEL; HOCKEY STICK;
D O I
10.1093/icesjms/fss183
中图分类号
S9 [水产、渔业];
学科分类号
0908 ;
摘要
Modelling the relationship between parental stock size and subsequent recruitment of fish to a fishery is often required when deriving reference points, which are a fundamental component of fishery management. A non-parametric approach to estimate stock-recruitment relationships is illustrated using a simulated example and nine case studies. The approach preserves compensatory density dependence in which the recruitment rate monotonically decreases as stock size increases, which is a basic assumption of commonly used parametric stock-recruitment models. The implications of the non-parametric estimates on maximum sustainable yield (MSY) reference points are illustrated. The approach is used to provide non-parametric bootstrapped confidence intervals for reference points. The efficacy of the approach is investigated using simulations. The results demonstrate that the non-parametric approach can provide a more realistic estimation of the stock-recruitment relationship when informative data are available compared with common parametric models. Also, bootstrap confidence intervals for MSY reference points based on different parametric stock-recruitment models often do not overlap. The confidence intervals based on the non-parametric approach tend to be much wider, and reflect better uncertainty due to stock-recruit model choice.
引用
收藏
页码:56 / 67
页数:12
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