利用贝叶斯动态产量模型评估东、黄海日本鲭资源状况
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S931

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国家自然科学基金(32072981)


Assessment of the status of Scomber japonicus resources in the East China Sea and Yellow Sea using a Bayesian biomass dynamic model
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National Natural Science Fund of China (No. 32072981)

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    摘要:

    分布于东、黄海的日本鲭(Scomber japonicus)为我国主要经济鱼种之一,其资源现状和开发潜力日益受到重视。加强东、黄海日本鲭的资源评估研究是其科学管理与可持续利用的前提与基础。为此,基于1979—2019年中国福建、浙江、上海、江苏、山东、河北、天津及辽宁6省2市与日本、韩国的日本鲭捕捞产量以及相关文献的资源丰度指数数据,利用贝叶斯动态产量模型对日本鲭进行了资源评估。结果表明:由于内禀增长率(r)与承载能力(K)存在显著的负相关关系,r的先验分布影响模型的参数估计,给出合理的r先验有利于提高模型评估的质量;渔获量数据的观测误差精度对模型参数估计及资源状态的判断具有重要影响;东、黄海日本鲭种群结构的划分仍存在争议,目前无法按种群分别进行资源评估,若按数据统计单元对日本鲭进行资源评估将不利于日本鲭资源的可持续利用;日本鲭有较大概率(大于60%)被过度捕捞,总可捕捞量(total allowable catch,TAC)低于4.82×105 t时,10年后其未被过度捕捞的概率大于60%。基于当前东、黄海日本鲭种群划分存在争议的现状及相应数据收集存在的困难,建议将东、黄海日本鲭作为同一个种群处理,以满足渔业资源评估模型的基本假设、提高该渔业资源的评估质量。而将渔获量控制在4.82×105 t以下则有利于该渔业资源的可持续利用。

    Abstract:

    Chub mackerel (Scomber japonicus) in the East China Sea and Yellow Sea is one of the major commercial pelagic species in China, and its resource status and exploitation potential are receiving increasing attention. Strengthening the stock assessment research is the premise and foundation of the scientific management and sustainable utilization of chub mackerel. In this paper, a Bayesian biomass dynamics model was used to assess the chub mackerel. The catch data from 1979 to 2019 used in the assessment are from six provinces and two cities (i.e. Fujian, Zhejiang, Shanghai, Jiangsu, Shandong, Hebei, Tianjin and Liaoning) in China, Japan and Korea, and the resource abundance index data are from relevant references. Our results show that the prior distribution of intrinsic rate of increase (r) affects the parameter estimate of the model due to a strong negative correlation between r and carrying capacity (K) and a reasonable prior for r is helpful to improve the estimation quality of the model; the observation error precision of the catch data has an important impact on the estimates of the parameter and resource status; because the delineation of population structure of chub mackerel in the East China Sea and Yellow Sea is still controversial, it is currently not possible to separately evaluate each stock, and the stock assessment according to the statistical units is not conducive to the sustainable utilization of chub mackerel; chub mackerel has a high probability (>60%) of being overfished or being subject to overfishing; if the TAC (Total Allowable Catch) is below 4.82×105 t, the probability of the stock not being overfished and not undergoing overfishing is expected to be greater than 60% in 10 years. Due to the current controversial status of the population classification of chub mackerel in the East China Sea and Yellow Sea and the difficulties in collecting corresponding data, we suggest that the stocks in the East China Sea and Yellow Sea be treated as one stock to meet the basic assumptions of the stock assessment model and to improve the quality of stock assessment. It will be beneficial to the sustainable utilization of chub mackerel if the catch is below 4.82×105 t.

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官文江,马雪莲.利用贝叶斯动态产量模型评估东、黄海日本鲭资源状况[J].上海海洋大学学报,2022,31(3):749-760.
GUAN Wenjiang, MA Xuelian. Assessment of the status of Scomber japonicus resources in the East China Sea and Yellow Sea using a Bayesian biomass dynamic model[J]. Journal of Shanghai Ocean University,2022,31(3):749-760.

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  • 收稿日期:2022-01-06
  • 最后修改日期:2022-04-01
  • 录用日期:2022-04-18
  • 在线发布日期: 2022-05-31
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