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Estimating sea lice infestation pressure on salmon farms: Comparing different methods using multivariate state-space models

机译:估计鲑鱼农场的海虱侵扰压力:使用多元状态空间模型进行不同方法

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Sea lice are ectoparasites of salmonids, and are considered to be one of the main threats to Atlantic salmon farming. Sea lice infestation on a farm is usually initiated by attachment of the free-living copepodid stage derived from the surrounding water, frequently originating from adult lice on the same farm or from neighboring salmonid farms, referred to as internal and external sources, respectively. Various approaches have been proposed to quantify sea lice infestation pressure on farms to improve the management of this pest. Here, we review and compare five of these methods based on sea lice data from 20 farms located near Grand Manan island in the Bay of Fundy, New Brunswick, Canada. Internal and external infestation pressures (IIP and EIP, respectively) were estimated using different approaches, and their effects were modeled either by a unique parameter for all production cycles or by different parameters for each production cycle, using a multivariate state-space model. Predictive variables, such as water temperature and sea lice treatments, were included in the model, and their effects across production cycles were estimated along with those of other model parameters. Results showed that models with only EIP explained the variation in the data better than models with only IIP, and that models with unique IIP and unique EIP for all cycles were generally associated with the best model fit. The simplest, fixed lag method for calculating infestation pressure had the best predictive performance in our models among the methods studied.
机译:海虱是鲑鱼的异位遗传癖,被认为是大西洋鲑鱼养殖的主要威胁之一。农场虱子患者通常通过附着来自周围水的自由活癌阶段,常常发起来自同一农场的成人虱子或相邻的鲑鱼农场,分别被称为内部和外部来源。已经提出了各种方法来量化海洋虱子对农场的侵扰压力,以改善这种害虫的管理。在这里,我们在加拿大新布鲁尼克湾大曼南岛附近的20个农场的海上虱子数据审查并比较了这些方法。使用不同的方法估计内部和外部侵扰压力(分别是IIP和EIP),使用多变量状态空间模型,通过针对所有生产周期的唯一参数或通过不同参数来模拟它们的效果。在模型中包括预测变量,例如水温和海水虱处理,估计其跨生产循环的效果以及其他模型参数的效果。结果表明,只有EIP的型号比仅具有IIP的模型更好地解释了数据的变化,并且具有独特的IIP和所有循环的唯一EIP的型号通常与最佳模型适合相关。用于计算侵扰压力的最简单,固定的滞后方法在研究的方法中具有最佳的预测性能。

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