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A framework for assessing which sampling programmes provide the best trade-off between accuracy and cost of data in stock assessments

机译:评估哪些采样程序可以在库存评估的准确性和数据成本之间取得最佳平衡的框架

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Fisheries surveys are required to assess the status of fish populations but are rarely evaluated to determine which data provide most information for least cost. We develop such a method focused on Pacific herring (Clupea pallasii) in Prince William Sound, Alaska. This population collapsed in 1992-93 and an intensive monitoring programme has been developed to assess why herring have not yet recovered, including the development of a Bayesian stock assessment model. We conducted a Monte-Carlo simulation study that calculated the deterioration in assessment performance when each survey was excluded, which allowed us to assess the trade-off between cost and improvement in model performance from including each survey data. For $10,000 a year the disease survey reduces bias and imprecision in current biomass by 34% on average, increases model reliability by 22%, and decreases by 31% the probability of a false management conclusion related to regulating the fishery. For $350,000 a year the diver survey reduces bias and imprecision by 12%, increases model reliability by 6%, and decreases the probability of a false management conclusion by 23%. The framework presented here can be used in other fisheries to weigh the costs and benefits of alternative sampling programmes in estimating current biomass.
机译:需要进行渔业调查以评估鱼类种群的状况,但很少进行渔业调查来确定哪些数据能够以最低的成本提供最多的信息。我们开发了一种针对阿拉斯加威廉王子湾太平洋鲱(Clupea pallasii)的方法。该人口在1992-93年崩溃,并且制定了密集的监视程序来评估鲱鱼为何尚未恢复的原因,包括建立贝叶斯种群评估模型。我们进行了蒙特卡洛模拟研究,计算了排除每个调查后评估绩效的下降情况,这使我们能够通过包括每个调查数据来评估成本与模型绩效改善之间的权衡。每年花费10,000美元,疾病调查平均可将当前生物质的偏倚和不精确度平均降低34%,将模型可靠性提高22%,并将与管理渔业有关的错误管理结论的可能性降低31%。每年花费35万美元,潜水员调查可将偏差和不精确度降低12%,将模型可靠性提高6%,并将错误管理结论的可能性降低23%。本文介绍的框架可用于其他渔业中,以权衡其他抽样计划在估算当前生物量方面的成本和收益。

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