Time varying M with starvation mortality in a state-space stock assessment model: Part 2: Atlantic cod (Gadus morhua) on the southern Grand Bank of Newfoundland

IF 2.2 2区 农林科学 Q2 FISHERIES Fisheries Research Pub Date : 2024-09-13 DOI:10.1016/j.fishres.2024.107174
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Abstract

State-space models are now a common tool for modeling time-varying ecological phenomena. This extends to state-space stock assessment models (SSAMs), recognized as pivotal components within the evolving landscape of next-generation stock assessment methodologies. Though methods are rapidly evolving, the estimation of time-varying rates of natural mortality (M) remains a challenge, and the sensitivity of stock assessments and management advice to assumed M values underscores the pressing need for improved estimation methods. Using southern Grand Bank (SGB) Atlantic cod as a case study, we introduce a novel approach to estimate time-varying M. We first convert a length-based starvation M index into an age-based index, which we then include in an age-based SSAM to estimate two components of M: starvation M and a remainder component. This produces a new SGB cod SSAM with time-varying total stock M. This model produces a large decrease (68 %) in the size of the model process errors (i.e., their standard deviation) and better fit compared to a model that did not account for time-varying M, indicating that the starvation M index improves our model of stock productivity. By leveraging readily available information on fish body condition and the proportion of fish in really poor condition, the proposed methods offer a valuable solution to the challenges associated with estimating time-varying M. The proposed methods offer a tractable solution to the common struggles associated with quantifying changes in fish productivity, which is crucial for the management of dynamic systems.

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状态空间种群评估模型中的饥饿死亡率随时间变化的 M:第 2 部分:纽芬兰大浅滩南部的大西洋鳕鱼(Gadus morhua)
目前,状态空间模型已成为模拟时变生态现象的常用工具。状态空间种群评估模型(SSAMs)也是如此,被认为是下一代种群评估方法不断发展的关键组成部分。尽管评估方法正在迅速发展,但自然死亡率(M)的时变估算仍然是一项挑战,而且种群评估和管理建议对假定的 M 值的敏感性突出表明迫切需要改进估算方法。我们首先将基于长度的饥饿 M 指数转换为基于年龄的指数,然后将其纳入基于年龄的 SSAM,以估算 M 的两个组成部分:饥饿 M 和剩余部分。与不考虑随时间变化的 M 的模型相比,该模型的过程误差(即标准偏差)大幅减少(68%),拟合效果更好,表明饥饿 M 指数改进了我们的种群生产力模型。通过利用现成的鱼体状态信息和状态确实很差的鱼的比例,所提出的方法为估算时变 M 的相关挑战提供了一个有价值的解决方案。
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来源期刊
Fisheries Research
Fisheries Research 农林科学-渔业
CiteScore
4.50
自引率
16.70%
发文量
294
审稿时长
15 weeks
期刊介绍: This journal provides an international forum for the publication of papers in the areas of fisheries science, fishing technology, fisheries management and relevant socio-economics. The scope covers fisheries in salt, brackish and freshwater systems, and all aspects of associated ecology, environmental aspects of fisheries, and economics. Both theoretical and practical papers are acceptable, including laboratory and field experimental studies relevant to fisheries. Papers on the conservation of exploitable living resources are welcome. Review and Viewpoint articles are also published. As the specified areas inevitably impinge on and interrelate with each other, the approach of the journal is multidisciplinary, and authors are encouraged to emphasise the relevance of their own work to that of other disciplines. The journal is intended for fisheries scientists, biological oceanographers, gear technologists, economists, managers, administrators, policy makers and legislators.
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